[2025-12-31T20:15:03.948071] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-12-31T20:15:04.152253] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-12-31T20:15:04.338187] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-12-31T20:15:04.552541] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-12-31T20:15:04.553208] [WARN ] [STATE ] State set to: WAITING [2025-12-31T20:15:04.553300] [INFO ] [STATE ] Checking TDM service status... [2025-12-31T20:15:04.662281] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-12-31T20:15:04.668155] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-31), and is a dependency of this service. [2025-12-31T20:15:04.736334] [WARN ] [sig-status] Service 'sig' is not running. [2025-12-31T20:15:04.810262] [WARN ] [sap-status] Service 'sap' is not running. [2025-12-31T20:15:04.886862] [WARN ] [exp-status] Service 'exp' is not running. [2025-12-31T20:15:04.887266] [WARN ] [STATE ] State set to: RUNNING [2025-12-31T20:15:04.887378] [INFO ] [CACHE ] Starting cache update [2025-12-31T20:15:04.887439] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-12-31T20:15:04.893122] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-12-31T20:15:04.894424] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-12-31T20:15:04.894483] [INFO ] [CACHE ] Cache update completed successfully [2025-12-31T20:15:04.894521] [INFO ] [sig ] Resuming configuration (parallel mode, only unconfigured symbols) [2025-12-31T20:15:04.894600] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-12-31T20:15:04.963925] [DEBUG] [REMOTE ] Fetched 3534 unique symbols from directory listing. [2025-12-31T20:15:04.973061] [INFO ] [sig ] Skipping 3534 symbols with existing configuration [2025-12-31T20:15:04.973211] [INFO ] [sig ] All symbols already have configuration. Nothing to process. [2025-12-31T20:15:04.975045] [INFO ] [sig ] Generating forecasts for all active symbols [2025-12-31T20:15:04.975106] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-12-31T20:15:05.102200] [DEBUG] [REMOTE ] Fetched 3534 unique symbols from directory listing. [2025-12-31T20:15:05.106477] [INFO ] [sig ] Found 3534 active symbols to forecast [2025-12-31T20:15:05.109792] [INFO ] [sig ] [1/3534] Forecasting A... [2025-12-31T20:15:05.109854] [INFO ] [sig ] Generating forecast for: A [2025-12-31T20:15:05.109891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-12-31T20:15:05.124032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'A'. [2025-12-31T20:15:05.124419] [INFO ] [FORECASTER] Starting predict_future for A [2025-12-31T20:15:05.125387] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-12-31T20:15:05.125443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:05.125477] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:05.125505] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:05.125566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:05.186815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:05.187879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:05.187982] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:05.188017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:05.338383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:05.338548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:05.338610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:05.338661] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:05.342562] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=42.94%) [2025-12-31T20:15:05.342903] [INFO ] [FORECASTER] Completed predict_future for A [2025-12-31T20:15:05.343053] [INFO ] [sig ] A: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:05.492710] [INFO ] [LOCAL ] Saved forecast: A 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/A.txt [2025-12-31T20:15:05.492889] [INFO ] [sig ] [1/3534] Completed A in 0.4s | 2.61 sym/s | Total: 0.4s | ETA: 22.6m [2025-12-31T20:15:05.492933] [INFO ] [sig ] [2/3534] Forecasting AAL... [2025-12-31T20:15:05.492965] [INFO ] [sig ] Generating forecast for: AAL [2025-12-31T20:15:05.492999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'. [2025-12-31T20:15:05.506306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAL'. [2025-12-31T20:15:05.506666] [INFO ] [FORECASTER] Starting predict_future for AAL [2025-12-31T20:15:05.507597] [DEBUG] [LOCAL ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt [2025-12-31T20:15:05.507654] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:05.507689] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:05.507719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:05.507779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:05.573450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:05.574256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:05.574353] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:05.574390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:05.704990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:05.705148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:05.705189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:05.705219] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:05.708791] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=85.94%) [2025-12-31T20:15:05.709087] [INFO ] [FORECASTER] Completed predict_future for AAL [2025-12-31T20:15:05.709224] [INFO ] [sig ] AAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:05.852596] [INFO ] [LOCAL ] Saved forecast: AAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AAL.txt [2025-12-31T20:15:05.852949] [INFO ] [sig ] [2/3534] Completed AAL in 0.4s | 2.69 sym/s | Total: 0.7s | ETA: 21.9m [2025-12-31T20:15:05.852990] [INFO ] [sig ] [3/3534] Forecasting AAOI... [2025-12-31T20:15:05.853019] [INFO ] [sig ] Generating forecast for: AAOI [2025-12-31T20:15:05.853051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'. [2025-12-31T20:15:05.865960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAOI'. [2025-12-31T20:15:05.866227] [INFO ] [FORECASTER] Starting predict_future for AAOI [2025-12-31T20:15:05.867230] [DEBUG] [LOCAL ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt [2025-12-31T20:15:05.867284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:05.867316] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:05.867343] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:05.867402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:05.926435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:05.927084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:05.927188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:05.927232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:06.060020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:06.060186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:06.060227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:06.060256] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:06.063915] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=14.14%) [2025-12-31T20:15:06.064210] [INFO ] [FORECASTER] Completed predict_future for AAOI [2025-12-31T20:15:06.064348] [INFO ] [sig ] AAOI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:06.219562] [INFO ] [LOCAL ] Saved forecast: AAOI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AAOI.txt [2025-12-31T20:15:06.219749] [INFO ] [sig ] [3/3534] Completed AAOI in 0.4s | 2.70 sym/s | Total: 1.1s | ETA: 21.8m [2025-12-31T20:15:06.219792] [INFO ] [sig ] [4/3534] Forecasting AAON... [2025-12-31T20:15:06.219825] [INFO ] [sig ] Generating forecast for: AAON [2025-12-31T20:15:06.219857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'. [2025-12-31T20:15:06.232959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAON'. [2025-12-31T20:15:06.233336] [INFO ] [FORECASTER] Starting predict_future for AAON [2025-12-31T20:15:06.234215] [DEBUG] [LOCAL ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt [2025-12-31T20:15:06.234270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:06.234302] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:06.234328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:06.234386] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:06.295733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:06.296643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:06.296730] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:06.296765] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:06.427485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:06.427667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:06.427710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:06.427739] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:06.432260] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=39.77%) [2025-12-31T20:15:06.432784] [INFO ] [FORECASTER] Completed predict_future for AAON [2025-12-31T20:15:06.432931] [INFO ] [sig ] AAON: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:06.587494] [INFO ] [LOCAL ] Saved forecast: AAON 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AAON.txt [2025-12-31T20:15:06.587679] [INFO ] [sig ] [4/3534] Completed AAON in 0.4s | 2.71 sym/s | Total: 1.5s | ETA: 21.7m [2025-12-31T20:15:06.587736] [INFO ] [sig ] [5/3534] Forecasting AAP... [2025-12-31T20:15:06.587767] [INFO ] [sig ] Generating forecast for: AAP [2025-12-31T20:15:06.587799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-12-31T20:15:06.601081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAP'. [2025-12-31T20:15:06.601453] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-12-31T20:15:06.602294] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-12-31T20:15:06.602349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:06.602384] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:06.602424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:06.602486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:06.667609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:06.668555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:06.668664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:06.668698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:06.798073] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:06.798233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:06.798276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:06.798307] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:06.802026] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=97.63%) [2025-12-31T20:15:06.802335] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-12-31T20:15:06.802478] [INFO ] [sig ] AAP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:06.954739] [INFO ] [LOCAL ] Saved forecast: AAP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AAP.txt [2025-12-31T20:15:06.954916] [INFO ] [sig ] [5/3534] Completed AAP in 0.4s | 2.71 sym/s | Total: 1.8s | ETA: 21.7m [2025-12-31T20:15:06.954967] [INFO ] [sig ] [6/3534] Forecasting AAPB... [2025-12-31T20:15:06.955008] [INFO ] [sig ] Generating forecast for: AAPB [2025-12-31T20:15:06.955055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'. [2025-12-31T20:15:06.969157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPB'. [2025-12-31T20:15:06.969529] [INFO ] [FORECASTER] Starting predict_future for AAPB [2025-12-31T20:15:06.970403] [DEBUG] [LOCAL ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt [2025-12-31T20:15:06.970458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:06.970492] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:06.970520] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:06.970596] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:07.032823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:07.033797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:07.033877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:07.033910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:07.152457] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:07.152649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:07.152690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:07.152720] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:07.156103] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=6.94%) [2025-12-31T20:15:07.156383] [INFO ] [FORECASTER] Completed predict_future for AAPB [2025-12-31T20:15:07.156514] [INFO ] [sig ] AAPB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:07.296026] [INFO ] [LOCAL ] Saved forecast: AAPB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AAPB.txt [2025-12-31T20:15:07.296206] [INFO ] [sig ] [6/3534] Completed AAPB in 0.3s | 2.74 sym/s | Total: 2.2s | ETA: 21.4m [2025-12-31T20:15:07.296246] [INFO ] [sig ] [7/3534] Forecasting AAPD... [2025-12-31T20:15:07.296278] [INFO ] [sig ] Generating forecast for: AAPD [2025-12-31T20:15:07.296308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'. [2025-12-31T20:15:07.309041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPD'. [2025-12-31T20:15:07.309430] [INFO ] [FORECASTER] Starting predict_future for AAPD [2025-12-31T20:15:07.310249] [DEBUG] [LOCAL ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt [2025-12-31T20:15:07.310302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:07.310334] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:07.310361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:07.310431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:07.366174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:07.366919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:07.367001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:07.367033] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:07.492489] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:07.492660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:07.492700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:07.492729] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:07.496112] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=67.62%) [2025-12-31T20:15:07.496394] [INFO ] [FORECASTER] Completed predict_future for AAPD [2025-12-31T20:15:07.496528] [INFO ] [sig ] AAPD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:07.634475] [INFO ] [LOCAL ] Saved forecast: AAPD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AAPD.txt [2025-12-31T20:15:07.634667] [INFO ] [sig ] [7/3534] Completed AAPD in 0.3s | 2.77 sym/s | Total: 2.5s | ETA: 21.2m [2025-12-31T20:15:07.634711] [INFO ] [sig ] [8/3534] Forecasting AAPL... [2025-12-31T20:15:07.634743] [INFO ] [sig ] Generating forecast for: AAPL [2025-12-31T20:15:07.634776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'. [2025-12-31T20:15:07.647199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAPL'. [2025-12-31T20:15:07.647541] [INFO ] [FORECASTER] Starting predict_future for AAPL [2025-12-31T20:15:07.648363] [DEBUG] [LOCAL ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt [2025-12-31T20:15:07.648416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:07.648453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:07.648480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:07.648538] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:07.704565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:07.705237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:07.705319] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:07.705351] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:07.835742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:07.835988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:07.836029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:07.836058] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:07.839975] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=26.27%) [2025-12-31T20:15:07.840286] [INFO ] [FORECASTER] Completed predict_future for AAPL [2025-12-31T20:15:07.840432] [INFO ] [sig ] AAPL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:07.992604] [INFO ] [LOCAL ] Saved forecast: AAPL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AAPL.txt [2025-12-31T20:15:07.992785] [INFO ] [sig ] [8/3534] Completed AAPL in 0.4s | 2.77 sym/s | Total: 2.9s | ETA: 21.2m [2025-12-31T20:15:07.992837] [INFO ] [sig ] [9/3534] Forecasting AAXJ... [2025-12-31T20:15:07.992868] [INFO ] [sig ] Generating forecast for: AAXJ [2025-12-31T20:15:07.992900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'. [2025-12-31T20:15:08.006887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'. [2025-12-31T20:15:08.007289] [INFO ] [FORECASTER] Starting predict_future for AAXJ [2025-12-31T20:15:08.008346] [DEBUG] [LOCAL ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt [2025-12-31T20:15:08.008411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:08.008453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:08.008487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:08.008552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:08.070334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:08.071173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:08.071258] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:08.071292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:08.202248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:08.202420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:08.202462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:08.202493] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:08.206467] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=2.04%) [2025-12-31T20:15:08.206839] [INFO ] [FORECASTER] Completed predict_future for AAXJ [2025-12-31T20:15:08.206997] [INFO ] [sig ] AAXJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:08.361907] [INFO ] [LOCAL ] Saved forecast: AAXJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AAXJ.txt [2025-12-31T20:15:08.362054] [INFO ] [sig ] [9/3534] Completed AAXJ in 0.4s | 2.77 sym/s | Total: 3.3s | ETA: 21.2m [2025-12-31T20:15:08.362101] [INFO ] [sig ] [10/3534] Forecasting AB... [2025-12-31T20:15:08.362144] [INFO ] [sig ] Generating forecast for: AB [2025-12-31T20:15:08.362178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'. [2025-12-31T20:15:08.374941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AB'. [2025-12-31T20:15:08.375331] [INFO ] [FORECASTER] Starting predict_future for AB [2025-12-31T20:15:08.376307] [DEBUG] [LOCAL ] No optimal features file found for AB: ./output/feature-sets/AB.txt [2025-12-31T20:15:08.376363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:08.376424] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:08.376453] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:08.376512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:08.439775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:08.440560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:08.440662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:08.440696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:08.569968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:08.570143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:08.570185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:08.570214] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:08.573753] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=38.15%) [2025-12-31T20:15:08.574038] [INFO ] [FORECASTER] Completed predict_future for AB [2025-12-31T20:15:08.574178] [INFO ] [sig ] AB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:08.713656] [INFO ] [LOCAL ] Saved forecast: AB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AB.txt [2025-12-31T20:15:08.713787] [INFO ] [sig ] [10/3534] Completed AB in 0.4s | 2.77 sym/s | Total: 3.6s | ETA: 21.2m [2025-12-31T20:15:08.713827] [INFO ] [sig ] [11/3534] Forecasting ABCB... [2025-12-31T20:15:08.713857] [INFO ] [sig ] Generating forecast for: ABCB [2025-12-31T20:15:08.713888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-12-31T20:15:08.726130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCB'. [2025-12-31T20:15:08.726416] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-12-31T20:15:08.727199] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-12-31T20:15:08.727251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:08.727282] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:08.727309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:08.727367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:08.784446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:08.785325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:08.785405] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:08.785438] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:08.905059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:08.905207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:08.905246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:08.905275] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:08.908636] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=20.18%) [2025-12-31T20:15:08.908912] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-12-31T20:15:08.909042] [INFO ] [sig ] ABCB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:09.065757] [INFO ] [LOCAL ] Saved forecast: ABCB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ABCB.txt [2025-12-31T20:15:09.065921] [INFO ] [sig ] [11/3534] Completed ABCB in 0.4s | 2.78 sym/s | Total: 4.0s | ETA: 21.1m [2025-12-31T20:15:09.065962] [INFO ] [sig ] [12/3534] Forecasting ABCL... [2025-12-31T20:15:09.065991] [INFO ] [sig ] Generating forecast for: ABCL [2025-12-31T20:15:09.066021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'. [2025-12-31T20:15:09.084186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABCL'. [2025-12-31T20:15:09.084904] [INFO ] [FORECASTER] Starting predict_future for ABCL [2025-12-31T20:15:09.086157] [DEBUG] [LOCAL ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt [2025-12-31T20:15:09.086233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:09.086275] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:09.086309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:09.086393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:09.152035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:09.153193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:09.153294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:09.153328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:09.279717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:09.279948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:09.279991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:09.280018] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:09.284118] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=96.73%) [2025-12-31T20:15:09.284529] [INFO ] [FORECASTER] Completed predict_future for ABCL [2025-12-31T20:15:09.284702] [INFO ] [sig ] ABCL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:09.429987] [INFO ] [LOCAL ] Saved forecast: ABCL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ABCL.txt [2025-12-31T20:15:09.430204] [INFO ] [sig ] [12/3534] Completed ABCL in 0.4s | 2.78 sym/s | Total: 4.3s | ETA: 21.1m [2025-12-31T20:15:09.430251] [INFO ] [sig ] [13/3534] Forecasting ABEO... [2025-12-31T20:15:09.430284] [INFO ] [sig ] Generating forecast for: ABEO [2025-12-31T20:15:09.430318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'. [2025-12-31T20:15:09.446497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABEO'. [2025-12-31T20:15:09.447327] [INFO ] [FORECASTER] Starting predict_future for ABEO [2025-12-31T20:15:09.448461] [DEBUG] [LOCAL ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt [2025-12-31T20:15:09.448528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:09.448562] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:09.448611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:09.448674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:09.514662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:09.515842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:09.515945] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:09.515979] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:09.644503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:09.644941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:09.644987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:09.645067] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:09.649648] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=29.54%) [2025-12-31T20:15:09.650008] [INFO ] [FORECASTER] Completed predict_future for ABEO [2025-12-31T20:15:09.650158] [INFO ] [sig ] ABEO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:09.800531] [INFO ] [LOCAL ] Saved forecast: ABEO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ABEO.txt [2025-12-31T20:15:09.800735] [INFO ] [sig ] [13/3534] Completed ABEO in 0.4s | 2.77 sym/s | Total: 4.7s | ETA: 21.2m [2025-12-31T20:15:09.800780] [INFO ] [sig ] [14/3534] Forecasting ABG... [2025-12-31T20:15:09.800809] [INFO ] [sig ] Generating forecast for: ABG [2025-12-31T20:15:09.800841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-12-31T20:15:09.813565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABG'. [2025-12-31T20:15:09.813941] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-12-31T20:15:09.814773] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-12-31T20:15:09.814828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:09.814861] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:09.814888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:09.814946] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:09.873528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:09.874478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:09.874569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:09.874623] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:09.992227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:09.992411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:09.992452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:09.992480] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:09.995924] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=61.79%) [2025-12-31T20:15:09.996203] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-12-31T20:15:09.996332] [INFO ] [sig ] ABG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:10.147648] [INFO ] [LOCAL ] Saved forecast: ABG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ABG.txt [2025-12-31T20:15:10.147791] [INFO ] [sig ] [14/3534] Completed ABG in 0.3s | 2.78 sym/s | Total: 5.0s | ETA: 21.1m [2025-12-31T20:15:10.147834] [INFO ] [sig ] [15/3534] Forecasting ABM... [2025-12-31T20:15:10.147864] [INFO ] [sig ] Generating forecast for: ABM [2025-12-31T20:15:10.147895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-12-31T20:15:10.160321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABM'. [2025-12-31T20:15:10.160686] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-12-31T20:15:10.161497] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-12-31T20:15:10.161551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:10.161607] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:10.161637] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:10.161697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:10.219388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:10.220170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:10.220274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:10.220321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:10.339007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:10.339170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:10.339210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:10.339239] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:10.342776] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=54.13%) [2025-12-31T20:15:10.343100] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-12-31T20:15:10.343243] [INFO ] [sig ] ABM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:10.487532] [INFO ] [LOCAL ] Saved forecast: ABM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ABM.txt [2025-12-31T20:15:10.487683] [INFO ] [sig ] [15/3534] Completed ABM in 0.3s | 2.79 sym/s | Total: 5.4s | ETA: 21.0m [2025-12-31T20:15:10.487724] [INFO ] [sig ] [16/3534] Forecasting ABNB... [2025-12-31T20:15:10.487755] [INFO ] [sig ] Generating forecast for: ABNB [2025-12-31T20:15:10.487786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'. [2025-12-31T20:15:10.502004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABNB'. [2025-12-31T20:15:10.502352] [INFO ] [FORECASTER] Starting predict_future for ABNB [2025-12-31T20:15:10.503168] [DEBUG] [LOCAL ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt [2025-12-31T20:15:10.503223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:10.503256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:10.503284] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:10.503343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:10.560244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:10.560957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:10.561039] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:10.561072] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:10.684507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:10.684683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:10.684724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:10.684751] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:10.688167] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: UP (p=72.98%) [2025-12-31T20:15:10.688445] [INFO ] [FORECASTER] Completed predict_future for ABNB [2025-12-31T20:15:10.688592] [INFO ] [sig ] ABNB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:10.836322] [INFO ] [LOCAL ] Saved forecast: ABNB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ABNB.txt [2025-12-31T20:15:10.836485] [INFO ] [sig ] [16/3534] Completed ABNB in 0.3s | 2.79 sym/s | Total: 5.7s | ETA: 21.0m [2025-12-31T20:15:10.836525] [INFO ] [sig ] [17/3534] Forecasting ABOS... [2025-12-31T20:15:10.836555] [INFO ] [sig ] Generating forecast for: ABOS [2025-12-31T20:15:10.836606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'. [2025-12-31T20:15:10.849536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABOS'. [2025-12-31T20:15:10.849917] [INFO ] [FORECASTER] Starting predict_future for ABOS [2025-12-31T20:15:10.850785] [DEBUG] [LOCAL ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt [2025-12-31T20:15:10.850842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:10.850876] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:10.850904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:10.850964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:10.908847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:10.909818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:10.909919] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:10.909953] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:11.033791] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:11.033959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:11.034000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:11.034032] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:11.037540] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=88.08%) [2025-12-31T20:15:11.037858] [INFO ] [FORECASTER] Completed predict_future for ABOS [2025-12-31T20:15:11.038118] [INFO ] [sig ] ABOS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:11.181050] [INFO ] [LOCAL ] Saved forecast: ABOS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ABOS.txt [2025-12-31T20:15:11.181198] [INFO ] [sig ] [17/3534] Completed ABOS in 0.3s | 2.80 sym/s | Total: 6.1s | ETA: 20.9m [2025-12-31T20:15:11.181239] [INFO ] [sig ] [18/3534] Forecasting ABSI... [2025-12-31T20:15:11.181268] [INFO ] [sig ] Generating forecast for: ABSI [2025-12-31T20:15:11.181297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'. [2025-12-31T20:15:11.193348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABSI'. [2025-12-31T20:15:11.193660] [INFO ] [FORECASTER] Starting predict_future for ABSI [2025-12-31T20:15:11.194425] [DEBUG] [LOCAL ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt [2025-12-31T20:15:11.194478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:11.194519] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:11.194547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:11.194629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:11.251082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:11.251779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:11.251864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:11.251897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:11.381686] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:11.381844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:11.381883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:11.381912] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:11.385349] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=0.59%) [2025-12-31T20:15:11.385659] [INFO ] [FORECASTER] Completed predict_future for ABSI [2025-12-31T20:15:11.385792] [INFO ] [sig ] ABSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:11.532020] [INFO ] [LOCAL ] Saved forecast: ABSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ABSI.txt [2025-12-31T20:15:11.532189] [INFO ] [sig ] [18/3534] Completed ABSI in 0.4s | 2.80 sym/s | Total: 6.4s | ETA: 20.9m [2025-12-31T20:15:11.532232] [INFO ] [sig ] [19/3534] Forecasting ABUS... [2025-12-31T20:15:11.532265] [INFO ] [sig ] Generating forecast for: ABUS [2025-12-31T20:15:11.532297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'. [2025-12-31T20:15:11.545295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABUS'. [2025-12-31T20:15:11.545676] [INFO ] [FORECASTER] Starting predict_future for ABUS [2025-12-31T20:15:11.546509] [DEBUG] [LOCAL ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt [2025-12-31T20:15:11.546569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:11.546632] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:11.546661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:11.546725] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:11.607783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:11.608665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:11.608750] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:11.608785] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:11.729839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:11.730003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:11.730044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:11.730074] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:11.733597] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=3.12%) [2025-12-31T20:15:11.733904] [INFO ] [FORECASTER] Completed predict_future for ABUS [2025-12-31T20:15:11.734042] [INFO ] [sig ] ABUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:11.891345] [INFO ] [LOCAL ] Saved forecast: ABUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ABUS.txt [2025-12-31T20:15:11.891509] [INFO ] [sig ] [19/3534] Completed ABUS in 0.4s | 2.80 sym/s | Total: 6.8s | ETA: 20.9m [2025-12-31T20:15:11.891551] [INFO ] [sig ] [20/3534] Forecasting ABVC... [2025-12-31T20:15:11.891608] [INFO ] [sig ] Generating forecast for: ABVC [2025-12-31T20:15:11.891640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'. [2025-12-31T20:15:11.903921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVC'. [2025-12-31T20:15:11.904285] [INFO ] [FORECASTER] Starting predict_future for ABVC [2025-12-31T20:15:11.905072] [DEBUG] [LOCAL ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt [2025-12-31T20:15:11.905124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:11.905156] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:11.905184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:11.905241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:11.962485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:11.963390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:11.963515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:11.963548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:12.084480] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:12.084667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:12.084710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:12.084739] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:12.088402] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=31.02%) [2025-12-31T20:15:12.088791] [INFO ] [FORECASTER] Completed predict_future for ABVC [2025-12-31T20:15:12.088938] [INFO ] [sig ] ABVC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:12.230647] [INFO ] [LOCAL ] Saved forecast: ABVC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ABVC.txt [2025-12-31T20:15:12.230777] [INFO ] [sig ] [20/3534] Completed ABVC in 0.3s | 2.81 sym/s | Total: 7.1s | ETA: 20.9m [2025-12-31T20:15:12.230817] [INFO ] [sig ] [21/3534] Forecasting ABVE... [2025-12-31T20:15:12.230847] [INFO ] [sig ] Generating forecast for: ABVE [2025-12-31T20:15:12.230877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'. [2025-12-31T20:15:12.245654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVE'. [2025-12-31T20:15:12.246267] [INFO ] [FORECASTER] Starting predict_future for ABVE [2025-12-31T20:15:12.247310] [DEBUG] [LOCAL ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt [2025-12-31T20:15:12.247368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:12.247402] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:12.247429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:12.247490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:12.307139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:12.308340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:12.308448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:12.308481] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:12.432852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:12.433091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:12.433138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:12.433167] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:12.437265] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-12-31T20:15:12.437619] [INFO ] [FORECASTER] Completed predict_future for ABVE [2025-12-31T20:15:12.437780] [INFO ] [sig ] ABVE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:12.584211] [INFO ] [LOCAL ] Saved forecast: ABVE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ABVE.txt [2025-12-31T20:15:12.584435] [INFO ] [sig ] [21/3534] Completed ABVE in 0.4s | 2.81 sym/s | Total: 7.5s | ETA: 20.8m [2025-12-31T20:15:12.584487] [INFO ] [sig ] [22/3534] Forecasting ABVX... [2025-12-31T20:15:12.584519] [INFO ] [sig ] Generating forecast for: ABVX [2025-12-31T20:15:12.584554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'. [2025-12-31T20:15:12.599565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ABVX'. [2025-12-31T20:15:12.600312] [INFO ] [FORECASTER] Starting predict_future for ABVX [2025-12-31T20:15:12.601344] [DEBUG] [LOCAL ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt [2025-12-31T20:15:12.601399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:12.601432] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:12.601460] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:12.601518] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:12.663465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:12.664653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:12.664753] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:12.664787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:12.787567] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:12.788058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:12.788123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:12.788173] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:12.794685] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=4.05%) [2025-12-31T20:15:12.795550] [INFO ] [FORECASTER] Completed predict_future for ABVX [2025-12-31T20:15:12.796012] [INFO ] [sig ] ABVX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:12.977964] [INFO ] [LOCAL ] Saved forecast: ABVX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ABVX.txt [2025-12-31T20:15:12.978185] [INFO ] [sig ] [22/3534] Completed ABVX in 0.4s | 2.80 sym/s | Total: 7.9s | ETA: 20.9m [2025-12-31T20:15:12.978230] [INFO ] [sig ] [23/3534] Forecasting ACA... [2025-12-31T20:15:12.978263] [INFO ] [sig ] Generating forecast for: ACA [2025-12-31T20:15:12.978297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-12-31T20:15:12.993712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACA'. [2025-12-31T20:15:12.994524] [INFO ] [FORECASTER] Starting predict_future for ACA [2025-12-31T20:15:12.995823] [DEBUG] [LOCAL ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt [2025-12-31T20:15:12.995888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:12.995923] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:12.995952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:12.996013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:13.062374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:13.063760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:13.063875] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:13.063918] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:13.194132] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:13.194361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:13.194407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:13.194440] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:13.198986] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=83.78%) [2025-12-31T20:15:13.199377] [INFO ] [FORECASTER] Completed predict_future for ACA [2025-12-31T20:15:13.199587] [INFO ] [sig ] ACA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:13.358266] [INFO ] [LOCAL ] Saved forecast: ACA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACA.txt [2025-12-31T20:15:13.358528] [INFO ] [sig ] [23/3534] Completed ACA in 0.4s | 2.79 sym/s | Total: 8.2s | ETA: 21.0m [2025-12-31T20:15:13.358596] [INFO ] [sig ] [24/3534] Forecasting ACAD... [2025-12-31T20:15:13.358630] [INFO ] [sig ] Generating forecast for: ACAD [2025-12-31T20:15:13.358663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'. [2025-12-31T20:15:13.374079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACAD'. [2025-12-31T20:15:13.374670] [INFO ] [FORECASTER] Starting predict_future for ACAD [2025-12-31T20:15:13.375671] [DEBUG] [LOCAL ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt [2025-12-31T20:15:13.375728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:13.375763] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:13.375792] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:13.375852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:13.436282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:13.437560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:13.437692] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:13.437726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:13.577554] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:13.577801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:13.577848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:13.577880] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:13.582541] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=8.18%) [2025-12-31T20:15:13.582935] [INFO ] [FORECASTER] Completed predict_future for ACAD [2025-12-31T20:15:13.583109] [INFO ] [sig ] ACAD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:13.738718] [INFO ] [LOCAL ] Saved forecast: ACAD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACAD.txt [2025-12-31T20:15:13.738933] [INFO ] [sig ] [24/3534] Completed ACAD in 0.4s | 2.78 sym/s | Total: 8.6s | ETA: 21.0m [2025-12-31T20:15:13.738979] [INFO ] [sig ] [25/3534] Forecasting ACB... [2025-12-31T20:15:13.739011] [INFO ] [sig ] Generating forecast for: ACB [2025-12-31T20:15:13.739045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'. [2025-12-31T20:15:13.754214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACB'. [2025-12-31T20:15:13.754686] [INFO ] [FORECASTER] Starting predict_future for ACB [2025-12-31T20:15:13.755855] [DEBUG] [LOCAL ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt [2025-12-31T20:15:13.755910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:13.755944] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:13.755971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:13.756032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:13.816517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:13.817783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:13.817886] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:13.817920] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:13.953071] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:13.953299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:13.953344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:13.953398] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:13.957389] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=99.19%) [2025-12-31T20:15:13.957760] [INFO ] [FORECASTER] Completed predict_future for ACB [2025-12-31T20:15:13.957912] [INFO ] [sig ] ACB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:14.112258] [INFO ] [LOCAL ] Saved forecast: ACB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACB.txt [2025-12-31T20:15:14.112482] [INFO ] [sig ] [25/3534] Completed ACB in 0.4s | 2.78 sym/s | Total: 9.0s | ETA: 21.1m [2025-12-31T20:15:14.112527] [INFO ] [sig ] [26/3534] Forecasting ACCO... [2025-12-31T20:15:14.112589] [INFO ] [sig ] Generating forecast for: ACCO [2025-12-31T20:15:14.112634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-12-31T20:15:14.127262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACCO'. [2025-12-31T20:15:14.128035] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-12-31T20:15:14.129014] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-12-31T20:15:14.129073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:14.129116] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:14.129147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:14.129213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:14.192655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:14.193838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:14.193954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:14.193988] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:14.327127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:14.327357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:14.327403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:14.327434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:14.331382] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=40.06%) [2025-12-31T20:15:14.331714] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-12-31T20:15:14.331859] [INFO ] [sig ] ACCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:14.482135] [INFO ] [LOCAL ] Saved forecast: ACCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACCO.txt [2025-12-31T20:15:14.482394] [INFO ] [sig ] [26/3534] Completed ACCO in 0.4s | 2.77 sym/s | Total: 9.4s | ETA: 21.1m [2025-12-31T20:15:14.482443] [INFO ] [sig ] [27/3534] Forecasting ACDC... [2025-12-31T20:15:14.482480] [INFO ] [sig ] Generating forecast for: ACDC [2025-12-31T20:15:14.482519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'. [2025-12-31T20:15:14.496336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACDC'. [2025-12-31T20:15:14.496782] [INFO ] [FORECASTER] Starting predict_future for ACDC [2025-12-31T20:15:14.497713] [DEBUG] [LOCAL ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt [2025-12-31T20:15:14.497767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:14.497830] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:14.497860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:14.497921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:14.557905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:14.559100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:14.559238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:14.559299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:14.688773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:14.689021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:14.689073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:14.689104] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:14.693184] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=12.88%) [2025-12-31T20:15:14.693541] [INFO ] [FORECASTER] Completed predict_future for ACDC [2025-12-31T20:15:14.693719] [INFO ] [sig ] ACDC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:14.840172] [INFO ] [LOCAL ] Saved forecast: ACDC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACDC.txt [2025-12-31T20:15:14.840376] [INFO ] [sig ] [27/3534] Completed ACDC in 0.4s | 2.77 sym/s | Total: 9.7s | ETA: 21.1m [2025-12-31T20:15:14.840421] [INFO ] [sig ] [28/3534] Forecasting ACEL... [2025-12-31T20:15:14.840451] [INFO ] [sig ] Generating forecast for: ACEL [2025-12-31T20:15:14.840484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-12-31T20:15:14.854663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACEL'. [2025-12-31T20:15:14.855147] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-12-31T20:15:14.856091] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-12-31T20:15:14.856147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:14.856182] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:14.856208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:14.856268] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:14.916068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:14.917301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:14.917407] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:14.917444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:15.039227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:15.039483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:15.039530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:15.039657] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:15.043901] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=45.15%) [2025-12-31T20:15:15.044251] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-12-31T20:15:15.044408] [INFO ] [sig ] ACEL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:15.191247] [INFO ] [LOCAL ] Saved forecast: ACEL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACEL.txt [2025-12-31T20:15:15.191468] [INFO ] [sig ] [28/3534] Completed ACEL in 0.4s | 2.78 sym/s | Total: 10.1s | ETA: 21.0m [2025-12-31T20:15:15.191511] [INFO ] [sig ] [29/3534] Forecasting ACGL... [2025-12-31T20:15:15.191544] [INFO ] [sig ] Generating forecast for: ACGL [2025-12-31T20:15:15.191597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'. [2025-12-31T20:15:15.206001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGL'. [2025-12-31T20:15:15.206617] [INFO ] [FORECASTER] Starting predict_future for ACGL [2025-12-31T20:15:15.207674] [DEBUG] [LOCAL ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt [2025-12-31T20:15:15.207735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:15.207775] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:15.208017] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:15.208087] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:15.269093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:15.270369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:15.270475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:15.270509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:15.398739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:15.398977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:15.399023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:15.399053] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:15.403532] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=83.47%) [2025-12-31T20:15:15.403962] [INFO ] [FORECASTER] Completed predict_future for ACGL [2025-12-31T20:15:15.404127] [INFO ] [sig ] ACGL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:15.554002] [INFO ] [LOCAL ] Saved forecast: ACGL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACGL.txt [2025-12-31T20:15:15.554231] [INFO ] [sig ] [29/3534] Completed ACGL in 0.4s | 2.78 sym/s | Total: 10.4s | ETA: 21.0m [2025-12-31T20:15:15.554276] [INFO ] [sig ] [30/3534] Forecasting ACGLN... [2025-12-31T20:15:15.554305] [INFO ] [sig ] Generating forecast for: ACGLN [2025-12-31T20:15:15.554339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'. [2025-12-31T20:15:15.570158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'. [2025-12-31T20:15:15.570702] [INFO ] [FORECASTER] Starting predict_future for ACGLN [2025-12-31T20:15:15.571619] [DEBUG] [LOCAL ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt [2025-12-31T20:15:15.571677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:15.571710] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:15.571739] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:15.571799] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:15.635148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:15.636522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:15.636645] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:15.636679] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:15.756976] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:15.757208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:15.757253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:15.757325] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:15.761254] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=39.66%) [2025-12-31T20:15:15.761635] [INFO ] [FORECASTER] Completed predict_future for ACGLN [2025-12-31T20:15:15.761788] [INFO ] [sig ] ACGLN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:15.909599] [INFO ] [LOCAL ] Saved forecast: ACGLN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACGLN.txt [2025-12-31T20:15:15.909821] [INFO ] [sig ] [30/3534] Completed ACGLN in 0.4s | 2.78 sym/s | Total: 10.8s | ETA: 21.0m [2025-12-31T20:15:15.909869] [INFO ] [sig ] [31/3534] Forecasting ACGLO... [2025-12-31T20:15:15.909900] [INFO ] [sig ] Generating forecast for: ACGLO [2025-12-31T20:15:15.909934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'. [2025-12-31T20:15:15.923714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'. [2025-12-31T20:15:15.924206] [INFO ] [FORECASTER] Starting predict_future for ACGLO [2025-12-31T20:15:15.925149] [DEBUG] [LOCAL ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt [2025-12-31T20:15:15.925207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:15.925240] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:15.925266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:15.925326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:15.984063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:15.985232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:15.985332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:15.985365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:16.106611] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:16.106881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:16.106956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:16.106990] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:16.111192] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=34.28%) [2025-12-31T20:15:16.111510] [INFO ] [FORECASTER] Completed predict_future for ACGLO [2025-12-31T20:15:16.111677] [INFO ] [sig ] ACGLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:16.259413] [INFO ] [LOCAL ] Saved forecast: ACGLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACGLO.txt [2025-12-31T20:15:16.259642] [INFO ] [sig ] [31/3534] Completed ACGLO in 0.3s | 2.78 sym/s | Total: 11.1s | ETA: 21.0m [2025-12-31T20:15:16.259725] [INFO ] [sig ] [32/3534] Forecasting ACHC... [2025-12-31T20:15:16.259759] [INFO ] [sig ] Generating forecast for: ACHC [2025-12-31T20:15:16.259792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'. [2025-12-31T20:15:16.274703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACHC'. [2025-12-31T20:15:16.275484] [INFO ] [FORECASTER] Starting predict_future for ACHC [2025-12-31T20:15:16.276688] [DEBUG] [LOCAL ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt [2025-12-31T20:15:16.276758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:16.276812] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:16.276848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:16.276911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:16.340284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:16.341402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:16.341508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:16.341542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:16.467515] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:16.467707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:16.467749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:16.467777] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:16.471407] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=81.97%) [2025-12-31T20:15:16.471753] [INFO ] [FORECASTER] Completed predict_future for ACHC [2025-12-31T20:15:16.471915] [INFO ] [sig ] ACHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:16.616478] [INFO ] [LOCAL ] Saved forecast: ACHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACHC.txt [2025-12-31T20:15:16.616660] [INFO ] [sig ] [32/3534] Completed ACHC in 0.4s | 2.78 sym/s | Total: 11.5s | ETA: 21.0m [2025-12-31T20:15:16.616704] [INFO ] [sig ] [33/3534] Forecasting ACI... [2025-12-31T20:15:16.616739] [INFO ] [sig ] Generating forecast for: ACI [2025-12-31T20:15:16.616772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-12-31T20:15:16.628208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACI'. [2025-12-31T20:15:16.628463] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-12-31T20:15:16.629247] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-12-31T20:15:16.629330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:16.629363] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:16.629389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:16.629447] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:16.691962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:16.692631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:16.692713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:16.692745] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:16.833696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:16.833929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:16.833977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:16.834012] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:16.839052] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=85.75%) [2025-12-31T20:15:16.839620] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-12-31T20:15:16.840022] [INFO ] [sig ] ACI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:16.998076] [INFO ] [LOCAL ] Saved forecast: ACI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACI.txt [2025-12-31T20:15:16.998299] [INFO ] [sig ] [33/3534] Completed ACI in 0.4s | 2.78 sym/s | Total: 11.9s | ETA: 21.0m [2025-12-31T20:15:16.998347] [INFO ] [sig ] [34/3534] Forecasting ACIC... [2025-12-31T20:15:16.998377] [INFO ] [sig ] Generating forecast for: ACIC [2025-12-31T20:15:16.998410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'. [2025-12-31T20:15:17.014626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACIC'. [2025-12-31T20:15:17.015456] [INFO ] [FORECASTER] Starting predict_future for ACIC [2025-12-31T20:15:17.016682] [DEBUG] [LOCAL ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt [2025-12-31T20:15:17.016738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:17.016772] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:17.016799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:17.017045] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:17.081196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:17.082391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:17.082498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:17.082532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:17.216126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:17.216359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:17.216406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:17.216439] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:17.220528] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=46.09%) [2025-12-31T20:15:17.220946] [INFO ] [FORECASTER] Completed predict_future for ACIC [2025-12-31T20:15:17.221102] [INFO ] [sig ] ACIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:17.375470] [INFO ] [LOCAL ] Saved forecast: ACIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACIC.txt [2025-12-31T20:15:17.375702] [INFO ] [sig ] [34/3534] Completed ACIC in 0.4s | 2.77 sym/s | Total: 12.3s | ETA: 21.0m [2025-12-31T20:15:17.375749] [INFO ] [sig ] [35/3534] Forecasting ACLS... [2025-12-31T20:15:17.375785] [INFO ] [sig ] Generating forecast for: ACLS [2025-12-31T20:15:17.375820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'. [2025-12-31T20:15:17.391194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLS'. [2025-12-31T20:15:17.391736] [INFO ] [FORECASTER] Starting predict_future for ACLS [2025-12-31T20:15:17.392854] [DEBUG] [LOCAL ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt [2025-12-31T20:15:17.392912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:17.392947] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:17.392975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:17.393037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:17.461236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:17.462376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:17.462479] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:17.462519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:17.594920] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:17.595213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:17.595260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:17.595289] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:17.599903] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=71.12%) [2025-12-31T20:15:17.600253] [INFO ] [FORECASTER] Completed predict_future for ACLS [2025-12-31T20:15:17.600434] [INFO ] [sig ] ACLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:17.758145] [INFO ] [LOCAL ] Saved forecast: ACLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACLS.txt [2025-12-31T20:15:17.758351] [INFO ] [sig ] [35/3534] Completed ACLS in 0.4s | 2.77 sym/s | Total: 12.6s | ETA: 21.1m [2025-12-31T20:15:17.758393] [INFO ] [sig ] [36/3534] Forecasting ACLX... [2025-12-31T20:15:17.758426] [INFO ] [sig ] Generating forecast for: ACLX [2025-12-31T20:15:17.758467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'. [2025-12-31T20:15:17.773096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACLX'. [2025-12-31T20:15:17.773587] [INFO ] [FORECASTER] Starting predict_future for ACLX [2025-12-31T20:15:17.774466] [DEBUG] [LOCAL ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt [2025-12-31T20:15:17.774522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:17.774556] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:17.774615] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:17.774687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:17.842948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:17.843977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:17.844071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:17.844105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:17.982283] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:17.982449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:17.982492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:17.982538] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:17.986326] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=5.51%) [2025-12-31T20:15:17.986668] [INFO ] [FORECASTER] Completed predict_future for ACLX [2025-12-31T20:15:17.986813] [INFO ] [sig ] ACLX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:18.129652] [INFO ] [LOCAL ] Saved forecast: ACLX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACLX.txt [2025-12-31T20:15:18.129835] [INFO ] [sig ] [36/3534] Completed ACLX in 0.4s | 2.76 sym/s | Total: 13.0s | ETA: 21.1m [2025-12-31T20:15:18.129878] [INFO ] [sig ] [37/3534] Forecasting ACM... [2025-12-31T20:15:18.129907] [INFO ] [sig ] Generating forecast for: ACM [2025-12-31T20:15:18.129937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-12-31T20:15:18.143289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACM'. [2025-12-31T20:15:18.143657] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-12-31T20:15:18.144778] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-12-31T20:15:18.144835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:18.144867] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:18.144896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:18.144970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:18.206661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:18.207528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:18.207669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:18.207715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:18.335166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:18.335335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:18.335378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:18.335409] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:18.338955] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=61.28%) [2025-12-31T20:15:18.339481] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-12-31T20:15:18.339642] [INFO ] [sig ] ACM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:18.504170] [INFO ] [LOCAL ] Saved forecast: ACM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACM.txt [2025-12-31T20:15:18.504330] [INFO ] [sig ] [37/3534] Completed ACM in 0.4s | 2.76 sym/s | Total: 13.4s | ETA: 21.1m [2025-12-31T20:15:18.504374] [INFO ] [sig ] [38/3534] Forecasting ACN... [2025-12-31T20:15:18.504404] [INFO ] [sig ] Generating forecast for: ACN [2025-12-31T20:15:18.504436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-12-31T20:15:18.516499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACN'. [2025-12-31T20:15:18.516908] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-12-31T20:15:18.517769] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-12-31T20:15:18.517823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:18.517857] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:18.517884] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:18.517943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:18.576560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:18.577451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:18.577541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:18.577595] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:18.715746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:18.715944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:18.716007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:18.716057] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:18.721209] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=96.79%) [2025-12-31T20:15:18.721596] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-12-31T20:15:18.721772] [INFO ] [sig ] ACN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:18.871719] [INFO ] [LOCAL ] Saved forecast: ACN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACN.txt [2025-12-31T20:15:18.871872] [INFO ] [sig ] [38/3534] Completed ACN in 0.4s | 2.76 sym/s | Total: 13.8s | ETA: 21.1m [2025-12-31T20:15:18.871914] [INFO ] [sig ] [39/3534] Forecasting ACNB... [2025-12-31T20:15:18.871944] [INFO ] [sig ] Generating forecast for: ACNB [2025-12-31T20:15:18.871976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'. [2025-12-31T20:15:18.882802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACNB'. [2025-12-31T20:15:18.883108] [INFO ] [FORECASTER] Starting predict_future for ACNB [2025-12-31T20:15:18.884033] [DEBUG] [LOCAL ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt [2025-12-31T20:15:18.884087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:18.884119] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:18.884145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:18.884203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:18.940007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:18.940728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:18.940811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:18.940844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:19.050932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:19.051044] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:15:19.051080] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:19.051108] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:19.054628] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=1.10%) [2025-12-31T20:15:19.054893] [INFO ] [FORECASTER] Completed predict_future for ACNB [2025-12-31T20:15:19.055018] [INFO ] [sig ] ACNB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:19.198275] [INFO ] [LOCAL ] Saved forecast: ACNB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACNB.txt [2025-12-31T20:15:19.198396] [INFO ] [sig ] [39/3534] Completed ACNB in 0.3s | 2.77 sym/s | Total: 14.1s | ETA: 21.0m [2025-12-31T20:15:19.198435] [INFO ] [sig ] [40/3534] Forecasting ACON... [2025-12-31T20:15:19.198463] [INFO ] [sig ] Generating forecast for: ACON [2025-12-31T20:15:19.198492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'. [2025-12-31T20:15:19.210427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACON'. [2025-12-31T20:15:19.210721] [INFO ] [FORECASTER] Starting predict_future for ACON [2025-12-31T20:15:19.211701] [DEBUG] [LOCAL ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt [2025-12-31T20:15:19.211754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:19.211786] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:19.211813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:19.211880] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:19.270180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:19.270803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:19.270881] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:19.270912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:19.384080] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:19.384193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:19.384228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:19.384257] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:19.387437] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: UP (p=55.85%) [2025-12-31T20:15:19.387725] [INFO ] [FORECASTER] Completed predict_future for ACON [2025-12-31T20:15:19.387851] [INFO ] [sig ] ACON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:19.526308] [INFO ] [LOCAL ] Saved forecast: ACON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACON.txt [2025-12-31T20:15:19.526461] [INFO ] [sig ] [40/3534] Completed ACON in 0.3s | 2.77 sym/s | Total: 14.4s | ETA: 21.0m [2025-12-31T20:15:19.526503] [INFO ] [sig ] [41/3534] Forecasting ACP... [2025-12-31T20:15:19.526532] [INFO ] [sig ] Generating forecast for: ACP [2025-12-31T20:15:19.526563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-12-31T20:15:19.537828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACP'. [2025-12-31T20:15:19.538113] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-12-31T20:15:19.538906] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-12-31T20:15:19.538958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:19.538991] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:19.539018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:19.539076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:19.608487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:19.609473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:19.609561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:19.609626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:19.736556] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:19.736757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:19.736799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:19.736828] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:19.740364] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-12-31T20:15:19.740682] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-12-31T20:15:19.740818] [INFO ] [sig ] ACP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:19.891058] [INFO ] [LOCAL ] Saved forecast: ACP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACP.txt [2025-12-31T20:15:19.891231] [INFO ] [sig ] [41/3534] Completed ACP in 0.4s | 2.77 sym/s | Total: 14.8s | ETA: 21.0m [2025-12-31T20:15:19.891271] [INFO ] [sig ] [42/3534] Forecasting ACRE... [2025-12-31T20:15:19.891302] [INFO ] [sig ] Generating forecast for: ACRE [2025-12-31T20:15:19.891333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-12-31T20:15:19.903768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRE'. [2025-12-31T20:15:19.904190] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-12-31T20:15:19.905072] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-12-31T20:15:19.905153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:19.905189] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:19.905216] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:19.905275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:19.965362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:19.966304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:19.966400] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:19.966436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:20.096673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:20.096841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:20.096881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:20.096911] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:20.100479] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=2.92%) [2025-12-31T20:15:20.100830] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-12-31T20:15:20.100977] [INFO ] [sig ] ACRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:20.249996] [INFO ] [LOCAL ] Saved forecast: ACRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACRE.txt [2025-12-31T20:15:20.250161] [INFO ] [sig ] [42/3534] Completed ACRE in 0.4s | 2.77 sym/s | Total: 15.1s | ETA: 21.0m [2025-12-31T20:15:20.250201] [INFO ] [sig ] [43/3534] Forecasting ACRS... [2025-12-31T20:15:20.250231] [INFO ] [sig ] Generating forecast for: ACRS [2025-12-31T20:15:20.250260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'. [2025-12-31T20:15:20.262496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACRS'. [2025-12-31T20:15:20.262913] [INFO ] [FORECASTER] Starting predict_future for ACRS [2025-12-31T20:15:20.263728] [DEBUG] [LOCAL ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt [2025-12-31T20:15:20.263780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:20.263813] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:20.263840] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:20.263902] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:20.324063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:20.324956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:20.325047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:20.325079] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:20.453355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:20.453517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:20.453557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:20.453609] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:20.457408] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=1.20%) [2025-12-31T20:15:20.457749] [INFO ] [FORECASTER] Completed predict_future for ACRS [2025-12-31T20:15:20.457902] [INFO ] [sig ] ACRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:20.610006] [INFO ] [LOCAL ] Saved forecast: ACRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACRS.txt [2025-12-31T20:15:20.610173] [INFO ] [sig ] [43/3534] Completed ACRS in 0.4s | 2.77 sym/s | Total: 15.5s | ETA: 21.0m [2025-12-31T20:15:20.610215] [INFO ] [sig ] [44/3534] Forecasting ACTG... [2025-12-31T20:15:20.610244] [INFO ] [sig ] Generating forecast for: ACTG [2025-12-31T20:15:20.610275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'. [2025-12-31T20:15:20.622540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACTG'. [2025-12-31T20:15:20.622943] [INFO ] [FORECASTER] Starting predict_future for ACTG [2025-12-31T20:15:20.623750] [DEBUG] [LOCAL ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt [2025-12-31T20:15:20.623802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:20.623861] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:20.623890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:20.623952] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:20.684220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:20.685127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:20.685217] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:20.685250] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:20.814094] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:20.814251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:20.814293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:20.814322] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:20.817870] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=97.04%) [2025-12-31T20:15:20.818156] [INFO ] [FORECASTER] Completed predict_future for ACTG [2025-12-31T20:15:20.818286] [INFO ] [sig ] ACTG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:20.970614] [INFO ] [LOCAL ] Saved forecast: ACTG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACTG.txt [2025-12-31T20:15:20.970780] [INFO ] [sig ] [44/3534] Completed ACTG in 0.4s | 2.77 sym/s | Total: 15.9s | ETA: 21.0m [2025-12-31T20:15:20.970821] [INFO ] [sig ] [45/3534] Forecasting ACVA... [2025-12-31T20:15:20.970850] [INFO ] [sig ] Generating forecast for: ACVA [2025-12-31T20:15:20.971072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'. [2025-12-31T20:15:20.984084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACVA'. [2025-12-31T20:15:20.984524] [INFO ] [FORECASTER] Starting predict_future for ACVA [2025-12-31T20:15:20.985491] [DEBUG] [LOCAL ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt [2025-12-31T20:15:20.985549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:20.985615] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:20.985659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:20.985719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:21.044590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:21.045522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:21.045635] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:21.045671] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:21.168927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:21.169090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:21.169134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:21.169164] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:21.173142] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=5.19%) [2025-12-31T20:15:21.173447] [INFO ] [FORECASTER] Completed predict_future for ACVA [2025-12-31T20:15:21.173607] [INFO ] [sig ] ACVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:21.316616] [INFO ] [LOCAL ] Saved forecast: ACVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACVA.txt [2025-12-31T20:15:21.316778] [INFO ] [sig ] [45/3534] Completed ACVA in 0.3s | 2.78 sym/s | Total: 16.2s | ETA: 20.9m [2025-12-31T20:15:21.316820] [INFO ] [sig ] [46/3534] Forecasting ACWI... [2025-12-31T20:15:21.316849] [INFO ] [sig ] Generating forecast for: ACWI [2025-12-31T20:15:21.316880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'. [2025-12-31T20:15:21.328616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWI'. [2025-12-31T20:15:21.329004] [INFO ] [FORECASTER] Starting predict_future for ACWI [2025-12-31T20:15:21.329863] [DEBUG] [LOCAL ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt [2025-12-31T20:15:21.329919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:21.329952] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:21.329979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:21.330035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:21.388089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:21.388978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:21.389069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:21.389102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:21.512171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:21.512328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:21.512368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:21.512396] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:21.515879] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=30.52%) [2025-12-31T20:15:21.516183] [INFO ] [FORECASTER] Completed predict_future for ACWI [2025-12-31T20:15:21.516344] [INFO ] [sig ] ACWI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:21.662302] [INFO ] [LOCAL ] Saved forecast: ACWI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACWI.txt [2025-12-31T20:15:21.662467] [INFO ] [sig ] [46/3534] Completed ACWI in 0.3s | 2.78 sym/s | Total: 16.6s | ETA: 20.9m [2025-12-31T20:15:21.662512] [INFO ] [sig ] [47/3534] Forecasting ACWX... [2025-12-31T20:15:21.662542] [INFO ] [sig ] Generating forecast for: ACWX [2025-12-31T20:15:21.662594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'. [2025-12-31T20:15:21.676236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACWX'. [2025-12-31T20:15:21.676667] [INFO ] [FORECASTER] Starting predict_future for ACWX [2025-12-31T20:15:21.677520] [DEBUG] [LOCAL ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt [2025-12-31T20:15:21.677593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:21.677628] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:21.677656] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:21.677714] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:21.739907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:21.740810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:21.740911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:21.740943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:21.872346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:21.872509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:21.872550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:21.872640] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:21.876869] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=62.98%) [2025-12-31T20:15:21.877214] [INFO ] [FORECASTER] Completed predict_future for ACWX [2025-12-31T20:15:21.877364] [INFO ] [sig ] ACWX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:22.028147] [INFO ] [LOCAL ] Saved forecast: ACWX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ACWX.txt [2025-12-31T20:15:22.028366] [INFO ] [sig ] [47/3534] Completed ACWX in 0.4s | 2.78 sym/s | Total: 16.9s | ETA: 20.9m [2025-12-31T20:15:22.028420] [INFO ] [sig ] [48/3534] Forecasting ACXP... [2025-12-31T20:15:22.028458] [INFO ] [sig ] Generating forecast for: ACXP [2025-12-31T20:15:22.028500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'. [2025-12-31T20:15:22.043942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ACXP'. [2025-12-31T20:15:22.044430] [INFO ] [FORECASTER] Starting predict_future for ACXP [2025-12-31T20:15:22.045543] [DEBUG] [LOCAL ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt [2025-12-31T20:15:22.045640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:22.045683] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:22.045720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:22.045802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:22.107938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:22.108886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:22.108978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:22.109011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:22.233384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:22.233546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:22.233605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:22.233637] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:22.237259] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: DOWN (p=6.23%) [2025-12-31T20:15:22.237621] [INFO ] [FORECASTER] Completed predict_future for ACXP [2025-12-31T20:15:22.237769] [INFO ] [sig ] ACXP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:22.383074] [INFO ] [LOCAL ] Saved forecast: ACXP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ACXP.txt [2025-12-31T20:15:22.383233] [INFO ] [sig ] [48/3534] Completed ACXP in 0.4s | 2.78 sym/s | Total: 17.3s | ETA: 20.9m [2025-12-31T20:15:22.383274] [INFO ] [sig ] [49/3534] Forecasting ADBE... [2025-12-31T20:15:22.383304] [INFO ] [sig ] Generating forecast for: ADBE [2025-12-31T20:15:22.383335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'. [2025-12-31T20:15:22.395222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADBE'. [2025-12-31T20:15:22.395639] [INFO ] [FORECASTER] Starting predict_future for ADBE [2025-12-31T20:15:22.396450] [DEBUG] [LOCAL ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt [2025-12-31T20:15:22.396505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:22.396538] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:22.396566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:22.396660] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:22.454790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:22.455729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:22.455821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:22.455855] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:22.578896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:22.579077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:22.579119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:22.579149] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:22.582866] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=25.69%) [2025-12-31T20:15:22.583179] [INFO ] [FORECASTER] Completed predict_future for ADBE [2025-12-31T20:15:22.583323] [INFO ] [sig ] ADBE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:22.728680] [INFO ] [LOCAL ] Saved forecast: ADBE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ADBE.txt [2025-12-31T20:15:22.728839] [INFO ] [sig ] [49/3534] Completed ADBE in 0.3s | 2.78 sym/s | Total: 17.6s | ETA: 20.9m [2025-12-31T20:15:22.728881] [INFO ] [sig ] [50/3534] Forecasting ADC... [2025-12-31T20:15:22.728911] [INFO ] [sig ] Generating forecast for: ADC [2025-12-31T20:15:22.728942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-12-31T20:15:22.740841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADC'. [2025-12-31T20:15:22.741257] [INFO ] [FORECASTER] Starting predict_future for ADC [2025-12-31T20:15:22.742143] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-12-31T20:15:22.742200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:22.742235] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:22.742263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:22.742323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:22.802044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:22.802939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:22.803031] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:22.803068] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:22.921299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:22.921458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:22.921498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:22.921529] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:22.925158] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=25.81%) [2025-12-31T20:15:22.925504] [INFO ] [FORECASTER] Completed predict_future for ADC [2025-12-31T20:15:22.925678] [INFO ] [sig ] ADC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:23.078818] [INFO ] [LOCAL ] Saved forecast: ADC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ADC.txt [2025-12-31T20:15:23.079190] [INFO ] [sig ] [50/3534] Completed ADC in 0.4s | 2.78 sym/s | Total: 18.0s | ETA: 20.9m [2025-12-31T20:15:23.079240] [INFO ] [sig ] [51/3534] Forecasting ADEA... [2025-12-31T20:15:23.079293] [INFO ] [sig ] Generating forecast for: ADEA [2025-12-31T20:15:23.079327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'. [2025-12-31T20:15:23.091810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADEA'. [2025-12-31T20:15:23.092229] [INFO ] [FORECASTER] Starting predict_future for ADEA [2025-12-31T20:15:23.093062] [DEBUG] [LOCAL ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt [2025-12-31T20:15:23.093116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:23.093153] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:23.093181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:23.093241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:23.169933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:23.171420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:23.171523] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:23.171564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:23.304975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:23.305131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:23.305172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:23.305201] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:23.309320] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=4.49%) [2025-12-31T20:15:23.309664] [INFO ] [FORECASTER] Completed predict_future for ADEA [2025-12-31T20:15:23.309810] [INFO ] [sig ] ADEA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:23.462351] [INFO ] [LOCAL ] Saved forecast: ADEA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ADEA.txt [2025-12-31T20:15:23.462515] [INFO ] [sig ] [51/3534] Completed ADEA in 0.4s | 2.78 sym/s | Total: 18.4s | ETA: 20.9m [2025-12-31T20:15:23.462556] [INFO ] [sig ] [52/3534] Forecasting ADI... [2025-12-31T20:15:23.462615] [INFO ] [sig ] Generating forecast for: ADI [2025-12-31T20:15:23.462648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'. [2025-12-31T20:15:23.474729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADI'. [2025-12-31T20:15:23.475138] [INFO ] [FORECASTER] Starting predict_future for ADI [2025-12-31T20:15:23.475961] [DEBUG] [LOCAL ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt [2025-12-31T20:15:23.476014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:23.476047] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:23.476074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:23.476132] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:23.536335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:23.537452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:23.537542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:23.537593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:23.665715] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:23.665878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:23.665916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:23.665945] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:23.669398] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=65.58%) [2025-12-31T20:15:23.669719] [INFO ] [FORECASTER] Completed predict_future for ADI [2025-12-31T20:15:23.669857] [INFO ] [sig ] ADI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:23.817951] [INFO ] [LOCAL ] Saved forecast: ADI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ADI.txt [2025-12-31T20:15:23.818308] [INFO ] [sig ] [52/3534] Completed ADI in 0.4s | 2.78 sym/s | Total: 18.7s | ETA: 20.9m [2025-12-31T20:15:23.818350] [INFO ] [sig ] [53/3534] Forecasting ADM... [2025-12-31T20:15:23.818380] [INFO ] [sig ] Generating forecast for: ADM [2025-12-31T20:15:23.818410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-12-31T20:15:23.830852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADM'. [2025-12-31T20:15:23.831449] [INFO ] [FORECASTER] Starting predict_future for ADM [2025-12-31T20:15:23.832464] [DEBUG] [LOCAL ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt [2025-12-31T20:15:23.832518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:23.832562] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:23.832609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:23.832673] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:23.894272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:23.895174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:23.895262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:23.895297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:24.039538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:24.039760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:24.039810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:24.039840] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:24.043483] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=19.84%) [2025-12-31T20:15:24.043827] [INFO ] [FORECASTER] Completed predict_future for ADM [2025-12-31T20:15:24.043976] [INFO ] [sig ] ADM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:24.192098] [INFO ] [LOCAL ] Saved forecast: ADM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ADM.txt [2025-12-31T20:15:24.192266] [INFO ] [sig ] [53/3534] Completed ADM in 0.4s | 2.78 sym/s | Total: 19.1s | ETA: 20.9m [2025-12-31T20:15:24.192318] [INFO ] [sig ] [54/3534] Forecasting ADMA... [2025-12-31T20:15:24.192349] [INFO ] [sig ] Generating forecast for: ADMA [2025-12-31T20:15:24.192386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'. [2025-12-31T20:15:24.205398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADMA'. [2025-12-31T20:15:24.205841] [INFO ] [FORECASTER] Starting predict_future for ADMA [2025-12-31T20:15:24.206740] [DEBUG] [LOCAL ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt [2025-12-31T20:15:24.206795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:24.206827] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:24.206857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:24.206916] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:24.267488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:24.268424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:24.268569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:24.268652] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:24.402824] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:24.402992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:24.403035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:24.403064] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:24.407222] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=93.49%) [2025-12-31T20:15:24.407773] [INFO ] [FORECASTER] Completed predict_future for ADMA [2025-12-31T20:15:24.407924] [INFO ] [sig ] ADMA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:24.558588] [INFO ] [LOCAL ] Saved forecast: ADMA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ADMA.txt [2025-12-31T20:15:24.558756] [INFO ] [sig ] [54/3534] Completed ADMA in 0.4s | 2.78 sym/s | Total: 19.4s | ETA: 20.9m [2025-12-31T20:15:24.558798] [INFO ] [sig ] [55/3534] Forecasting ADP... [2025-12-31T20:15:24.558831] [INFO ] [sig ] Generating forecast for: ADP [2025-12-31T20:15:24.558863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'. [2025-12-31T20:15:24.570950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADP'. [2025-12-31T20:15:24.571394] [INFO ] [FORECASTER] Starting predict_future for ADP [2025-12-31T20:15:24.572223] [DEBUG] [LOCAL ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt [2025-12-31T20:15:24.572275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:24.572308] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:24.572334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:24.572391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:24.633522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:24.634449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:24.634540] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:24.634597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:24.765230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:24.765454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:24.765502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:24.765532] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:24.769286] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=70.51%) [2025-12-31T20:15:24.769618] [INFO ] [FORECASTER] Completed predict_future for ADP [2025-12-31T20:15:24.769774] [INFO ] [sig ] ADP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:24.920219] [INFO ] [LOCAL ] Saved forecast: ADP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ADP.txt [2025-12-31T20:15:24.920400] [INFO ] [sig ] [55/3534] Completed ADP in 0.4s | 2.78 sym/s | Total: 19.8s | ETA: 20.9m [2025-12-31T20:15:24.920442] [INFO ] [sig ] [56/3534] Forecasting ADSE... [2025-12-31T20:15:24.920472] [INFO ] [sig ] Generating forecast for: ADSE [2025-12-31T20:15:24.920501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'. [2025-12-31T20:15:24.935026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSE'. [2025-12-31T20:15:24.935707] [INFO ] [FORECASTER] Starting predict_future for ADSE [2025-12-31T20:15:24.936873] [DEBUG] [LOCAL ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt [2025-12-31T20:15:24.936928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:24.937146] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:24.937174] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:24.937232] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:24.999400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:25.000355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:25.000456] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:25.000489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:25.126278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:25.126447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:25.126487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:25.126515] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:25.130047] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=19.37%) [2025-12-31T20:15:25.130383] [INFO ] [FORECASTER] Completed predict_future for ADSE [2025-12-31T20:15:25.130533] [INFO ] [sig ] ADSE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:25.276516] [INFO ] [LOCAL ] Saved forecast: ADSE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ADSE.txt [2025-12-31T20:15:25.276706] [INFO ] [sig ] [56/3534] Completed ADSE in 0.4s | 2.78 sym/s | Total: 20.2s | ETA: 20.9m [2025-12-31T20:15:25.276753] [INFO ] [sig ] [57/3534] Forecasting ADSK... [2025-12-31T20:15:25.276785] [INFO ] [sig ] Generating forecast for: ADSK [2025-12-31T20:15:25.276816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'. [2025-12-31T20:15:25.289594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADSK'. [2025-12-31T20:15:25.289996] [INFO ] [FORECASTER] Starting predict_future for ADSK [2025-12-31T20:15:25.290812] [DEBUG] [LOCAL ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt [2025-12-31T20:15:25.290882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:25.290915] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:25.290943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:25.291001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:25.351050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:25.351963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:25.352251] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:25.352309] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:25.483913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:25.484086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:25.484317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:25.484349] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:25.488309] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=77.46%) [2025-12-31T20:15:25.488892] [INFO ] [FORECASTER] Completed predict_future for ADSK [2025-12-31T20:15:25.489047] [INFO ] [sig ] ADSK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:25.641409] [INFO ] [LOCAL ] Saved forecast: ADSK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ADSK.txt [2025-12-31T20:15:25.641633] [INFO ] [sig ] [57/3534] Completed ADSK in 0.4s | 2.78 sym/s | Total: 20.5s | ETA: 20.9m [2025-12-31T20:15:25.641677] [INFO ] [sig ] [58/3534] Forecasting ADTN... [2025-12-31T20:15:25.641707] [INFO ] [sig ] Generating forecast for: ADTN [2025-12-31T20:15:25.641739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'. [2025-12-31T20:15:25.653142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADTN'. [2025-12-31T20:15:25.653542] [INFO ] [FORECASTER] Starting predict_future for ADTN [2025-12-31T20:15:25.654358] [DEBUG] [LOCAL ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt [2025-12-31T20:15:25.654412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:25.654446] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:25.654474] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:25.654532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:25.711352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:25.712249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:25.712337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:25.712370] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:25.835366] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:25.835531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:25.835590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:25.835624] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:25.839819] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=60.70%) [2025-12-31T20:15:25.840125] [INFO ] [FORECASTER] Completed predict_future for ADTN [2025-12-31T20:15:25.840264] [INFO ] [sig ] ADTN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:25.993226] [INFO ] [LOCAL ] Saved forecast: ADTN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ADTN.txt [2025-12-31T20:15:25.993398] [INFO ] [sig ] [58/3534] Completed ADTN in 0.4s | 2.78 sym/s | Total: 20.9s | ETA: 20.9m [2025-12-31T20:15:25.993442] [INFO ] [sig ] [59/3534] Forecasting ADUS... [2025-12-31T20:15:25.993471] [INFO ] [sig ] Generating forecast for: ADUS [2025-12-31T20:15:25.993504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'. [2025-12-31T20:15:26.005479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADUS'. [2025-12-31T20:15:26.005910] [INFO ] [FORECASTER] Starting predict_future for ADUS [2025-12-31T20:15:26.006749] [DEBUG] [LOCAL ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt [2025-12-31T20:15:26.006802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:26.006835] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:26.006865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:26.006925] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:26.065357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:26.066262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:26.066354] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:26.066386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:26.188230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:26.188391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:26.188434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:26.188464] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:26.192171] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=34.62%) [2025-12-31T20:15:26.192504] [INFO ] [FORECASTER] Completed predict_future for ADUS [2025-12-31T20:15:26.192668] [INFO ] [sig ] ADUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:26.335135] [INFO ] [LOCAL ] Saved forecast: ADUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ADUS.txt [2025-12-31T20:15:26.335302] [INFO ] [sig ] [59/3534] Completed ADUS in 0.3s | 2.78 sym/s | Total: 21.2s | ETA: 20.8m [2025-12-31T20:15:26.335344] [INFO ] [sig ] [60/3534] Forecasting ADX... [2025-12-31T20:15:26.335374] [INFO ] [sig ] Generating forecast for: ADX [2025-12-31T20:15:26.335404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-12-31T20:15:26.347503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ADX'. [2025-12-31T20:15:26.347948] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-12-31T20:15:26.348773] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-12-31T20:15:26.348828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:26.348862] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:26.348889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:26.348947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:26.407698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:26.408611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:26.408704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:26.408735] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:26.529168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:26.529357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:26.529397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:26.529445] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:26.533057] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=52.60%) [2025-12-31T20:15:26.533368] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-12-31T20:15:26.533523] [INFO ] [sig ] ADX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:26.686912] [INFO ] [LOCAL ] Saved forecast: ADX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ADX.txt [2025-12-31T20:15:26.687107] [INFO ] [sig ] [60/3534] Completed ADX in 0.4s | 2.78 sym/s | Total: 21.6s | ETA: 20.8m [2025-12-31T20:15:26.687150] [INFO ] [sig ] [61/3534] Forecasting AEE... [2025-12-31T20:15:26.687181] [INFO ] [sig ] Generating forecast for: AEE [2025-12-31T20:15:26.687211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-12-31T20:15:26.700524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEE'. [2025-12-31T20:15:26.700991] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-12-31T20:15:26.702063] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-12-31T20:15:26.702119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:26.702179] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:26.702209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:26.702280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:26.763057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:26.764121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:26.764232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:26.764269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:26.890589] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:26.890752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:26.890805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:26.890845] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:26.894454] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=39.87%) [2025-12-31T20:15:26.894769] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-12-31T20:15:26.894906] [INFO ] [sig ] AEE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:27.044871] [INFO ] [LOCAL ] Saved forecast: AEE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEE.txt [2025-12-31T20:15:27.045006] [INFO ] [sig ] [61/3534] Completed AEE in 0.4s | 2.78 sym/s | Total: 21.9s | ETA: 20.8m [2025-12-31T20:15:27.045053] [INFO ] [sig ] [62/3534] Forecasting AEFC... [2025-12-31T20:15:27.045097] [INFO ] [sig ] Generating forecast for: AEFC [2025-12-31T20:15:27.045132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-12-31T20:15:27.056801] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEFC'. [2025-12-31T20:15:27.057135] [INFO ] [FORECASTER] Starting predict_future for AEFC [2025-12-31T20:15:27.057984] [DEBUG] [LOCAL ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt [2025-12-31T20:15:27.058040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:27.058074] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:27.058101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:27.058166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:27.121250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:27.121974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:27.122069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:27.122127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:27.247127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:27.247279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:27.247324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:27.247363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:27.251083] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=95.94%) [2025-12-31T20:15:27.251376] [INFO ] [FORECASTER] Completed predict_future for AEFC [2025-12-31T20:15:27.251510] [INFO ] [sig ] AEFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:27.402913] [INFO ] [LOCAL ] Saved forecast: AEFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AEFC.txt [2025-12-31T20:15:27.403053] [INFO ] [sig ] [62/3534] Completed AEFC in 0.4s | 2.78 sym/s | Total: 22.3s | ETA: 20.8m [2025-12-31T20:15:27.403094] [INFO ] [sig ] [63/3534] Forecasting AEG... [2025-12-31T20:15:27.403125] [INFO ] [sig ] Generating forecast for: AEG [2025-12-31T20:15:27.403156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-12-31T20:15:27.414279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEG'. [2025-12-31T20:15:27.414621] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-12-31T20:15:27.415379] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-12-31T20:15:27.415430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:27.415461] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:27.415487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:27.415543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:27.474558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:27.475407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:27.475488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:27.475520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:27.595964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:27.596421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:27.596480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:27.596509] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:27.600841] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=29.41%) [2025-12-31T20:15:27.601146] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-12-31T20:15:27.601307] [INFO ] [sig ] AEG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:27.747441] [INFO ] [LOCAL ] Saved forecast: AEG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEG.txt [2025-12-31T20:15:27.747648] [INFO ] [sig ] [63/3534] Completed AEG in 0.3s | 2.78 sym/s | Total: 22.6s | ETA: 20.8m [2025-12-31T20:15:27.747713] [INFO ] [sig ] [64/3534] Forecasting AEHL... [2025-12-31T20:15:27.747747] [INFO ] [sig ] Generating forecast for: AEHL [2025-12-31T20:15:27.747781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'. [2025-12-31T20:15:27.760192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEHL'. [2025-12-31T20:15:27.760514] [INFO ] [FORECASTER] Starting predict_future for AEHL [2025-12-31T20:15:27.761325] [DEBUG] [LOCAL ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt [2025-12-31T20:15:27.761379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:27.761411] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:27.761446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:27.761506] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:27.818103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:27.818777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:27.818858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:27.818890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:27.937991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:27.938142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:27.938183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:27.938249] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:27.941786] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-12-31T20:15:27.942086] [INFO ] [FORECASTER] Completed predict_future for AEHL [2025-12-31T20:15:27.942221] [INFO ] [sig ] AEHL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:28.086105] [INFO ] [LOCAL ] Saved forecast: AEHL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEHL.txt [2025-12-31T20:15:28.086245] [INFO ] [sig ] [64/3534] Completed AEHL in 0.3s | 2.79 sym/s | Total: 23.0s | ETA: 20.8m [2025-12-31T20:15:28.086284] [INFO ] [sig ] [65/3534] Forecasting AEI... [2025-12-31T20:15:28.086315] [INFO ] [sig ] Generating forecast for: AEI [2025-12-31T20:15:28.086347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'. [2025-12-31T20:15:28.098544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEI'. [2025-12-31T20:15:28.098911] [INFO ] [FORECASTER] Starting predict_future for AEI [2025-12-31T20:15:28.099739] [DEBUG] [LOCAL ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt [2025-12-31T20:15:28.099791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:28.099823] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:28.099850] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:28.099907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:28.155423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:28.156086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:28.156165] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:28.156198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:28.274347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:28.274508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:28.274550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:28.274599] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:28.278013] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=2.85%) [2025-12-31T20:15:28.278292] [INFO ] [FORECASTER] Completed predict_future for AEI [2025-12-31T20:15:28.278427] [INFO ] [sig ] AEI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:28.418319] [INFO ] [LOCAL ] Saved forecast: AEI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEI.txt [2025-12-31T20:15:28.418453] [INFO ] [sig ] [65/3534] Completed AEI in 0.3s | 2.79 sym/s | Total: 23.3s | ETA: 20.7m [2025-12-31T20:15:28.418494] [INFO ] [sig ] [66/3534] Forecasting AEIS... [2025-12-31T20:15:28.418523] [INFO ] [sig ] Generating forecast for: AEIS [2025-12-31T20:15:28.418553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'. [2025-12-31T20:15:28.430749] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEIS'. [2025-12-31T20:15:28.431059] [INFO ] [FORECASTER] Starting predict_future for AEIS [2025-12-31T20:15:28.431843] [DEBUG] [LOCAL ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt [2025-12-31T20:15:28.431894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:28.431927] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:28.431953] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:28.432011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:28.487803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:28.488484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:28.488562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:28.488613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:28.606856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:28.607011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:28.607051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:28.607079] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:28.610448] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=79.26%) [2025-12-31T20:15:28.610740] [INFO ] [FORECASTER] Completed predict_future for AEIS [2025-12-31T20:15:28.610869] [INFO ] [sig ] AEIS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:28.759595] [INFO ] [LOCAL ] Saved forecast: AEIS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AEIS.txt [2025-12-31T20:15:28.759781] [INFO ] [sig ] [66/3534] Completed AEIS in 0.3s | 2.79 sym/s | Total: 23.6s | ETA: 20.7m [2025-12-31T20:15:28.759824] [INFO ] [sig ] [67/3534] Forecasting AEM... [2025-12-31T20:15:28.759853] [INFO ] [sig ] Generating forecast for: AEM [2025-12-31T20:15:28.759883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'. [2025-12-31T20:15:28.772088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEM'. [2025-12-31T20:15:28.772505] [INFO ] [FORECASTER] Starting predict_future for AEM [2025-12-31T20:15:28.773525] [DEBUG] [LOCAL ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt [2025-12-31T20:15:28.773600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:28.773635] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:28.773661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:28.773718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:28.833821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:28.834887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:28.834987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:28.835021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:28.956102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:28.956272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:28.956314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:28.956341] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:28.959744] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=40.61%) [2025-12-31T20:15:28.960020] [INFO ] [FORECASTER] Completed predict_future for AEM [2025-12-31T20:15:28.960149] [INFO ] [sig ] AEM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:29.098990] [INFO ] [LOCAL ] Saved forecast: AEM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEM.txt [2025-12-31T20:15:29.099146] [INFO ] [sig ] [67/3534] Completed AEM in 0.3s | 2.79 sym/s | Total: 24.0s | ETA: 20.7m [2025-12-31T20:15:29.099185] [INFO ] [sig ] [68/3534] Forecasting AEO... [2025-12-31T20:15:29.099216] [INFO ] [sig ] Generating forecast for: AEO [2025-12-31T20:15:29.099247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-12-31T20:15:29.112513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEO'. [2025-12-31T20:15:29.112912] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-12-31T20:15:29.113912] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-12-31T20:15:29.113964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:29.113997] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:29.114024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:29.114081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:29.173138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:29.174030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:29.174116] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:29.174345] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:29.297701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:29.297861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:29.297902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:29.297931] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:29.301417] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: DOWN (p=7.81%) [2025-12-31T20:15:29.301726] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-12-31T20:15:29.301859] [INFO ] [sig ] AEO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:29.441842] [INFO ] [LOCAL ] Saved forecast: AEO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEO.txt [2025-12-31T20:15:29.441990] [INFO ] [sig ] [68/3534] Completed AEO in 0.3s | 2.79 sym/s | Total: 24.3s | ETA: 20.7m [2025-12-31T20:15:29.442034] [INFO ] [sig ] [69/3534] Forecasting AEP... [2025-12-31T20:15:29.442065] [INFO ] [sig ] Generating forecast for: AEP [2025-12-31T20:15:29.442098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'. [2025-12-31T20:15:29.454385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEP'. [2025-12-31T20:15:29.454709] [INFO ] [FORECASTER] Starting predict_future for AEP [2025-12-31T20:15:29.455498] [DEBUG] [LOCAL ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt [2025-12-31T20:15:29.455550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:29.455622] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:29.455654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:29.455723] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:29.526481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:29.527830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:29.527958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:29.528016] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:29.657632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:29.657814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:29.657858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:29.657887] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:29.661715] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=2.49%) [2025-12-31T20:15:29.662053] [INFO ] [FORECASTER] Completed predict_future for AEP [2025-12-31T20:15:29.662201] [INFO ] [sig ] AEP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:29.811018] [INFO ] [LOCAL ] Saved forecast: AEP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEP.txt [2025-12-31T20:15:29.811196] [INFO ] [sig ] [69/3534] Completed AEP in 0.4s | 2.79 sym/s | Total: 24.7s | ETA: 20.7m [2025-12-31T20:15:29.811239] [INFO ] [sig ] [70/3534] Forecasting AES... [2025-12-31T20:15:29.811270] [INFO ] [sig ] Generating forecast for: AES [2025-12-31T20:15:29.811304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-12-31T20:15:29.827759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AES'. [2025-12-31T20:15:29.828176] [INFO ] [FORECASTER] Starting predict_future for AES [2025-12-31T20:15:29.829038] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-12-31T20:15:29.829094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:29.829127] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:29.829155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:29.829213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:29.886476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:29.887398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:29.887511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:29.887546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:30.012831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:30.013003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:30.013046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:30.013074] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:30.016661] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=7.93%) [2025-12-31T20:15:30.016982] [INFO ] [FORECASTER] Completed predict_future for AES [2025-12-31T20:15:30.017124] [INFO ] [sig ] AES: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:30.169769] [INFO ] [LOCAL ] Saved forecast: AES 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AES.txt [2025-12-31T20:15:30.169933] [INFO ] [sig ] [70/3534] Completed AES in 0.4s | 2.79 sym/s | Total: 25.1s | ETA: 20.7m [2025-12-31T20:15:30.169975] [INFO ] [sig ] [71/3534] Forecasting AESI... [2025-12-31T20:15:30.170003] [INFO ] [sig ] Generating forecast for: AESI [2025-12-31T20:15:30.170033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-12-31T20:15:30.187152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AESI'. [2025-12-31T20:15:30.187606] [INFO ] [FORECASTER] Starting predict_future for AESI [2025-12-31T20:15:30.188685] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-12-31T20:15:30.188741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:30.188774] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:30.188803] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:30.188862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:30.255388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:30.256563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:30.256758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:30.256806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:30.376190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:30.376348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:30.376389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:30.376418] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:30.379904] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=5.97%) [2025-12-31T20:15:30.380202] [INFO ] [FORECASTER] Completed predict_future for AESI [2025-12-31T20:15:30.380340] [INFO ] [sig ] AESI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:30.519035] [INFO ] [LOCAL ] Saved forecast: AESI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AESI.txt [2025-12-31T20:15:30.519172] [INFO ] [sig ] [71/3534] Completed AESI in 0.3s | 2.79 sym/s | Total: 25.4s | ETA: 20.7m [2025-12-31T20:15:30.519214] [INFO ] [sig ] [72/3534] Forecasting AEVA... [2025-12-31T20:15:30.519244] [INFO ] [sig ] Generating forecast for: AEVA [2025-12-31T20:15:30.519297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'. [2025-12-31T20:15:30.530942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEVA'. [2025-12-31T20:15:30.531249] [INFO ] [FORECASTER] Starting predict_future for AEVA [2025-12-31T20:15:30.532046] [DEBUG] [LOCAL ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt [2025-12-31T20:15:30.532098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:30.532131] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:30.532158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:30.532216] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:30.587784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:30.588456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:30.588541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:30.588591] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:30.704860] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:30.705017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:30.705057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:30.705086] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:30.708438] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=32.81%) [2025-12-31T20:15:30.708734] [INFO ] [FORECASTER] Completed predict_future for AEVA [2025-12-31T20:15:30.708865] [INFO ] [sig ] AEVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:30.845967] [INFO ] [LOCAL ] Saved forecast: AEVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AEVA.txt [2025-12-31T20:15:30.846104] [INFO ] [sig ] [72/3534] Completed AEVA in 0.3s | 2.80 sym/s | Total: 25.7s | ETA: 20.6m [2025-12-31T20:15:30.846145] [INFO ] [sig ] [73/3534] Forecasting AEYE... [2025-12-31T20:15:30.846174] [INFO ] [sig ] Generating forecast for: AEYE [2025-12-31T20:15:30.846203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'. [2025-12-31T20:15:30.857830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AEYE'. [2025-12-31T20:15:30.858150] [INFO ] [FORECASTER] Starting predict_future for AEYE [2025-12-31T20:15:30.858957] [DEBUG] [LOCAL ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt [2025-12-31T20:15:30.859009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:30.859041] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:30.859067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:30.859123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:30.915075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:30.915783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:30.915886] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:30.915919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:31.038499] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:31.038727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:31.038769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:31.038797] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:31.042632] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=85.69%) [2025-12-31T20:15:31.043014] [INFO ] [FORECASTER] Completed predict_future for AEYE [2025-12-31T20:15:31.043169] [INFO ] [sig ] AEYE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:31.181004] [INFO ] [LOCAL ] Saved forecast: AEYE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AEYE.txt [2025-12-31T20:15:31.181140] [INFO ] [sig ] [73/3534] Completed AEYE in 0.3s | 2.80 sym/s | Total: 26.1s | ETA: 20.6m [2025-12-31T20:15:31.181189] [INFO ] [sig ] [74/3534] Forecasting AFB... [2025-12-31T20:15:31.181220] [INFO ] [sig ] Generating forecast for: AFB [2025-12-31T20:15:31.181251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-12-31T20:15:31.192747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFB'. [2025-12-31T20:15:31.193046] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-12-31T20:15:31.193844] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-12-31T20:15:31.193898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:31.193933] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:31.193962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:31.194022] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:31.249703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:31.250331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:31.250409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:31.250441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:31.372948] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:31.373099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:31.373138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:31.373168] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:31.376519] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=55.53%) [2025-12-31T20:15:31.376810] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-12-31T20:15:31.376939] [INFO ] [sig ] AFB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:31.515244] [INFO ] [LOCAL ] Saved forecast: AFB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AFB.txt [2025-12-31T20:15:31.515399] [INFO ] [sig ] [74/3534] Completed AFB in 0.3s | 2.80 sym/s | Total: 26.4s | ETA: 20.6m [2025-12-31T20:15:31.515441] [INFO ] [sig ] [75/3534] Forecasting AFCG... [2025-12-31T20:15:31.515470] [INFO ] [sig ] Generating forecast for: AFCG [2025-12-31T20:15:31.515500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'. [2025-12-31T20:15:31.526566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFCG'. [2025-12-31T20:15:31.526882] [INFO ] [FORECASTER] Starting predict_future for AFCG [2025-12-31T20:15:31.527668] [DEBUG] [LOCAL ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt [2025-12-31T20:15:31.527720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:31.527752] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:31.527779] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:31.527836] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:31.583566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:31.584210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:31.584288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:31.584322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:31.702382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:31.702523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:31.702562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:31.702609] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:31.706222] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: UP (p=91.56%) [2025-12-31T20:15:31.706716] [INFO ] [FORECASTER] Completed predict_future for AFCG [2025-12-31T20:15:31.706848] [INFO ] [sig ] AFCG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:31.849550] [INFO ] [LOCAL ] Saved forecast: AFCG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AFCG.txt [2025-12-31T20:15:31.849705] [INFO ] [sig ] [75/3534] Completed AFCG in 0.3s | 2.80 sym/s | Total: 26.7s | ETA: 20.6m [2025-12-31T20:15:31.849745] [INFO ] [sig ] [76/3534] Forecasting AFG... [2025-12-31T20:15:31.849774] [INFO ] [sig ] Generating forecast for: AFG [2025-12-31T20:15:31.849806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-12-31T20:15:31.862737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFG'. [2025-12-31T20:15:31.863042] [INFO ] [FORECASTER] Starting predict_future for AFG [2025-12-31T20:15:31.863837] [DEBUG] [LOCAL ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt [2025-12-31T20:15:31.863889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:31.863921] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:31.863948] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:31.864006] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:31.920670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:31.921350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:31.921429] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:31.921461] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:32.040810] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:32.040959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:32.041013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:32.041053] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:32.044600] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=56.49%) [2025-12-31T20:15:32.044889] [INFO ] [FORECASTER] Completed predict_future for AFG [2025-12-31T20:15:32.045029] [INFO ] [sig ] AFG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:32.196000] [INFO ] [LOCAL ] Saved forecast: AFG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AFG.txt [2025-12-31T20:15:32.196161] [INFO ] [sig ] [76/3534] Completed AFG in 0.3s | 2.81 sym/s | Total: 27.1s | ETA: 20.5m [2025-12-31T20:15:32.196201] [INFO ] [sig ] [77/3534] Forecasting AFGC... [2025-12-31T20:15:32.196230] [INFO ] [sig ] Generating forecast for: AFGC [2025-12-31T20:15:32.196260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-12-31T20:15:32.207455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFGC'. [2025-12-31T20:15:32.207801] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-12-31T20:15:32.208595] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-12-31T20:15:32.208647] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:32.208690] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:32.208717] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:32.208774] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:32.266794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:32.267519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:32.267618] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:32.267657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:32.397364] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:32.397547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:32.397611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:32.397644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:32.402652] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=98.73%) [2025-12-31T20:15:32.403043] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-12-31T20:15:32.403399] [INFO ] [sig ] AFGC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:32.555418] [INFO ] [LOCAL ] Saved forecast: AFGC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AFGC.txt [2025-12-31T20:15:32.555634] [INFO ] [sig ] [77/3534] Completed AFGC in 0.4s | 2.81 sym/s | Total: 27.4s | ETA: 20.5m [2025-12-31T20:15:32.555691] [INFO ] [sig ] [78/3534] Forecasting AFL... [2025-12-31T20:15:32.555728] [INFO ] [sig ] Generating forecast for: AFL [2025-12-31T20:15:32.555767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-12-31T20:15:32.569343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFL'. [2025-12-31T20:15:32.569695] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-12-31T20:15:32.570614] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-12-31T20:15:32.570674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:32.570747] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:32.570778] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:32.570838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:32.634831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:32.635630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:32.635729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:32.635777] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:32.759404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:32.759567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:32.759632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:32.759661] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:32.763314] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=15.06%) [2025-12-31T20:15:32.763624] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-12-31T20:15:32.763770] [INFO ] [sig ] AFL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:32.913599] [INFO ] [LOCAL ] Saved forecast: AFL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AFL.txt [2025-12-31T20:15:32.913745] [INFO ] [sig ] [78/3534] Completed AFL in 0.4s | 2.81 sym/s | Total: 27.8s | ETA: 20.5m [2025-12-31T20:15:32.913793] [INFO ] [sig ] [79/3534] Forecasting AFRI... [2025-12-31T20:15:32.913824] [INFO ] [sig ] Generating forecast for: AFRI [2025-12-31T20:15:32.913865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'. [2025-12-31T20:15:32.924512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRI'. [2025-12-31T20:15:32.924827] [INFO ] [FORECASTER] Starting predict_future for AFRI [2025-12-31T20:15:32.925841] [DEBUG] [LOCAL ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt [2025-12-31T20:15:32.925896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:32.925930] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:32.925957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:32.926015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:32.988669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:32.989422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:32.989514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:32.989550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:33.095104] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:33.095244] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:15:33.095284] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:33.095315] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:33.099053] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=61.04%) [2025-12-31T20:15:33.099375] [INFO ] [FORECASTER] Completed predict_future for AFRI [2025-12-31T20:15:33.099517] [INFO ] [sig ] AFRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:33.241970] [INFO ] [LOCAL ] Saved forecast: AFRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AFRI.txt [2025-12-31T20:15:33.242140] [INFO ] [sig ] [79/3534] Completed AFRI in 0.3s | 2.81 sym/s | Total: 28.1s | ETA: 20.5m [2025-12-31T20:15:33.242183] [INFO ] [sig ] [80/3534] Forecasting AFRM... [2025-12-31T20:15:33.242214] [INFO ] [sig ] Generating forecast for: AFRM [2025-12-31T20:15:33.242245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'. [2025-12-31T20:15:33.254467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFRM'. [2025-12-31T20:15:33.254900] [INFO ] [FORECASTER] Starting predict_future for AFRM [2025-12-31T20:15:33.255718] [DEBUG] [LOCAL ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt [2025-12-31T20:15:33.255770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:33.255802] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:33.255828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:33.255886] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:33.315986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:33.317074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:33.317158] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:33.317190] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:33.438417] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:33.438605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:33.438653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:33.438692] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:33.442386] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=9.32%) [2025-12-31T20:15:33.442709] [INFO ] [FORECASTER] Completed predict_future for AFRM [2025-12-31T20:15:33.442887] [INFO ] [sig ] AFRM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:33.596407] [INFO ] [LOCAL ] Saved forecast: AFRM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AFRM.txt [2025-12-31T20:15:33.596547] [INFO ] [sig ] [80/3534] Completed AFRM in 0.4s | 2.81 sym/s | Total: 28.5s | ETA: 20.5m [2025-12-31T20:15:33.596612] [INFO ] [sig ] [81/3534] Forecasting AFYA... [2025-12-31T20:15:33.596646] [INFO ] [sig ] Generating forecast for: AFYA [2025-12-31T20:15:33.596680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'. [2025-12-31T20:15:33.609069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AFYA'. [2025-12-31T20:15:33.609619] [INFO ] [FORECASTER] Starting predict_future for AFYA [2025-12-31T20:15:33.610507] [DEBUG] [LOCAL ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt [2025-12-31T20:15:33.610559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:33.610609] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:33.610636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:33.610693] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:33.674291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:33.675066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:33.675148] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:33.675181] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:33.799824] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:33.799971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:33.800010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:33.800076] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:33.803635] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=96.21%) [2025-12-31T20:15:33.803961] [INFO ] [FORECASTER] Completed predict_future for AFYA [2025-12-31T20:15:33.804113] [INFO ] [sig ] AFYA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:33.947886] [INFO ] [LOCAL ] Saved forecast: AFYA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AFYA.txt [2025-12-31T20:15:33.948061] [INFO ] [sig ] [81/3534] Completed AFYA in 0.4s | 2.81 sym/s | Total: 28.8s | ETA: 20.5m [2025-12-31T20:15:33.948105] [INFO ] [sig ] [82/3534] Forecasting AG... [2025-12-31T20:15:33.948134] [INFO ] [sig ] Generating forecast for: AG [2025-12-31T20:15:33.948164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-12-31T20:15:33.960444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AG'. [2025-12-31T20:15:33.960829] [INFO ] [FORECASTER] Starting predict_future for AG [2025-12-31T20:15:33.961668] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-12-31T20:15:33.961730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:33.961769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:33.961798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:33.961878] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:34.025161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:34.026174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:34.026265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:34.026312] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:34.154758] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:34.154946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:34.154987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:34.155016] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:34.158510] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=89.11%) [2025-12-31T20:15:34.158803] [INFO ] [FORECASTER] Completed predict_future for AG [2025-12-31T20:15:34.158935] [INFO ] [sig ] AG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:34.307342] [INFO ] [LOCAL ] Saved forecast: AG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AG.txt [2025-12-31T20:15:34.307526] [INFO ] [sig ] [82/3534] Completed AG in 0.4s | 2.81 sym/s | Total: 29.2s | ETA: 20.5m [2025-12-31T20:15:34.307590] [INFO ] [sig ] [83/3534] Forecasting AGCO... [2025-12-31T20:15:34.307624] [INFO ] [sig ] Generating forecast for: AGCO [2025-12-31T20:15:34.307657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-12-31T20:15:34.320164] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGCO'. [2025-12-31T20:15:34.320536] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-12-31T20:15:34.321379] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-12-31T20:15:34.321442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:34.321475] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:34.321502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:34.321560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:34.381400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:34.382315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:34.382399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:34.382434] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:34.505905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:34.506064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:34.506103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:34.506132] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:34.509656] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=92.03%) [2025-12-31T20:15:34.509951] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-12-31T20:15:34.510094] [INFO ] [sig ] AGCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:34.657366] [INFO ] [LOCAL ] Saved forecast: AGCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGCO.txt [2025-12-31T20:15:34.657530] [INFO ] [sig ] [83/3534] Completed AGCO in 0.3s | 2.81 sym/s | Total: 29.5s | ETA: 20.5m [2025-12-31T20:15:34.657594] [INFO ] [sig ] [84/3534] Forecasting AGD... [2025-12-31T20:15:34.657627] [INFO ] [sig ] Generating forecast for: AGD [2025-12-31T20:15:34.657660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-12-31T20:15:34.670273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGD'. [2025-12-31T20:15:34.670682] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-12-31T20:15:34.671477] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-12-31T20:15:34.671531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:34.671565] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:34.671620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:34.671679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:34.729822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:34.730710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:34.730801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:34.730835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:34.857036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:34.857227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:34.857277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:34.857342] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:34.860995] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=45.82%) [2025-12-31T20:15:34.861289] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-12-31T20:15:34.861424] [INFO ] [sig ] AGD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:35.004636] [INFO ] [LOCAL ] Saved forecast: AGD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGD.txt [2025-12-31T20:15:35.004813] [INFO ] [sig ] [84/3534] Completed AGD in 0.3s | 2.81 sym/s | Total: 29.9s | ETA: 20.5m [2025-12-31T20:15:35.004858] [INFO ] [sig ] [85/3534] Forecasting AGEN... [2025-12-31T20:15:35.004888] [INFO ] [sig ] Generating forecast for: AGEN [2025-12-31T20:15:35.004919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'. [2025-12-31T20:15:35.017225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGEN'. [2025-12-31T20:15:35.017674] [INFO ] [FORECASTER] Starting predict_future for AGEN [2025-12-31T20:15:35.018502] [DEBUG] [LOCAL ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt [2025-12-31T20:15:35.018557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:35.018614] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:35.018643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:35.018703] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:35.080743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:35.081836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:35.081969] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:35.082017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:35.210906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:35.211077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:35.211126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:35.211161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:35.214770] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: UP (p=94.85%) [2025-12-31T20:15:35.215082] [INFO ] [FORECASTER] Completed predict_future for AGEN [2025-12-31T20:15:35.215222] [INFO ] [sig ] AGEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:35.360374] [INFO ] [LOCAL ] Saved forecast: AGEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGEN.txt [2025-12-31T20:15:35.360540] [INFO ] [sig ] [85/3534] Completed AGEN in 0.4s | 2.81 sym/s | Total: 30.3s | ETA: 20.5m [2025-12-31T20:15:35.360609] [INFO ] [sig ] [86/3534] Forecasting AGI... [2025-12-31T20:15:35.360643] [INFO ] [sig ] Generating forecast for: AGI [2025-12-31T20:15:35.360675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-12-31T20:15:35.374093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGI'. [2025-12-31T20:15:35.374507] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-12-31T20:15:35.375328] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-12-31T20:15:35.375384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:35.375419] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:35.375447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:35.375506] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:35.434893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:35.435836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:35.435931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:35.435984] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:35.561478] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:35.561679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:35.561725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:35.561753] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:35.565413] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=96.60%) [2025-12-31T20:15:35.565758] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-12-31T20:15:35.565906] [INFO ] [sig ] AGI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:35.718829] [INFO ] [LOCAL ] Saved forecast: AGI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGI.txt [2025-12-31T20:15:35.719015] [INFO ] [sig ] [86/3534] Completed AGI in 0.4s | 2.81 sym/s | Total: 30.6s | ETA: 20.5m [2025-12-31T20:15:35.719058] [INFO ] [sig ] [87/3534] Forecasting AGIO... [2025-12-31T20:15:35.719088] [INFO ] [sig ] Generating forecast for: AGIO [2025-12-31T20:15:35.719119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'. [2025-12-31T20:15:35.733041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGIO'. [2025-12-31T20:15:35.733602] [INFO ] [FORECASTER] Starting predict_future for AGIO [2025-12-31T20:15:35.734443] [DEBUG] [LOCAL ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt [2025-12-31T20:15:35.734497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:35.734530] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:35.734556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:35.734637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:35.796102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:35.796831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:35.796914] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:35.796948] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:35.923206] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:35.923356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:35.923396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:35.923424] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:35.926907] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=8.75%) [2025-12-31T20:15:35.927186] [INFO ] [FORECASTER] Completed predict_future for AGIO [2025-12-31T20:15:35.927329] [INFO ] [sig ] AGIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:36.073540] [INFO ] [LOCAL ] Saved forecast: AGIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGIO.txt [2025-12-31T20:15:36.073699] [INFO ] [sig ] [87/3534] Completed AGIO in 0.4s | 2.81 sym/s | Total: 31.0s | ETA: 20.4m [2025-12-31T20:15:36.073742] [INFO ] [sig ] [88/3534] Forecasting AGM... [2025-12-31T20:15:36.073774] [INFO ] [sig ] Generating forecast for: AGM [2025-12-31T20:15:36.073805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-12-31T20:15:36.085689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGM'. [2025-12-31T20:15:36.086001] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-12-31T20:15:36.086819] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-12-31T20:15:36.086872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:36.086906] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:36.086962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:36.087034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:36.151736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:36.152733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:36.152852] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:36.152888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:36.278709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:36.278862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:36.278903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:36.278934] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:36.282613] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=49.93%) [2025-12-31T20:15:36.282883] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-12-31T20:15:36.283011] [INFO ] [sig ] AGM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:36.426537] [INFO ] [LOCAL ] Saved forecast: AGM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGM.txt [2025-12-31T20:15:36.426705] [INFO ] [sig ] [88/3534] Completed AGM in 0.4s | 2.81 sym/s | Total: 31.3s | ETA: 20.4m [2025-12-31T20:15:36.426751] [INFO ] [sig ] [89/3534] Forecasting AGMH... [2025-12-31T20:15:36.426795] [INFO ] [sig ] Generating forecast for: AGMH [2025-12-31T20:15:36.426830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'. [2025-12-31T20:15:36.438041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGMH'. [2025-12-31T20:15:36.438352] [INFO ] [FORECASTER] Starting predict_future for AGMH [2025-12-31T20:15:36.439166] [DEBUG] [LOCAL ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt [2025-12-31T20:15:36.439220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:36.439284] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:36.439316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:36.439376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:36.499604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:36.500405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:36.500492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:36.500525] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:36.619059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:36.619220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:36.619280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:36.619315] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:36.623058] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: DOWN (p=2.41%) [2025-12-31T20:15:36.623348] [INFO ] [FORECASTER] Completed predict_future for AGMH [2025-12-31T20:15:36.623745] [INFO ] [sig ] AGMH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:36.766045] [INFO ] [LOCAL ] Saved forecast: AGMH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGMH.txt [2025-12-31T20:15:36.766203] [INFO ] [sig ] [89/3534] Completed AGMH in 0.3s | 2.81 sym/s | Total: 31.7s | ETA: 20.4m [2025-12-31T20:15:36.766243] [INFO ] [sig ] [90/3534] Forecasting AGNC... [2025-12-31T20:15:36.766275] [INFO ] [sig ] Generating forecast for: AGNC [2025-12-31T20:15:36.766306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'. [2025-12-31T20:15:36.778840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNC'. [2025-12-31T20:15:36.779175] [INFO ] [FORECASTER] Starting predict_future for AGNC [2025-12-31T20:15:36.780028] [DEBUG] [LOCAL ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt [2025-12-31T20:15:36.780082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:36.780118] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:36.780149] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:36.780208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:36.837854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:36.838701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:36.838789] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:36.838824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:36.965755] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:36.965912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:36.965953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:36.965982] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:36.969432] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=57.27%) [2025-12-31T20:15:36.969733] [INFO ] [FORECASTER] Completed predict_future for AGNC [2025-12-31T20:15:36.969861] [INFO ] [sig ] AGNC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:37.111438] [INFO ] [LOCAL ] Saved forecast: AGNC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGNC.txt [2025-12-31T20:15:37.111584] [INFO ] [sig ] [90/3534] Completed AGNC in 0.3s | 2.81 sym/s | Total: 32.0s | ETA: 20.4m [2025-12-31T20:15:37.111628] [INFO ] [sig ] [91/3534] Forecasting AGNCL... [2025-12-31T20:15:37.111657] [INFO ] [sig ] Generating forecast for: AGNCL [2025-12-31T20:15:37.111687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'. [2025-12-31T20:15:37.123064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'. [2025-12-31T20:15:37.123345] [INFO ] [FORECASTER] Starting predict_future for AGNCL [2025-12-31T20:15:37.124128] [DEBUG] [LOCAL ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt [2025-12-31T20:15:37.124179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:37.124212] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:37.124238] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:37.124295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:37.181982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:37.182605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:37.182684] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:37.182716] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:37.294123] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:37.294270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:37.294310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:37.294339] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:37.297701] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-12-31T20:15:37.297968] [INFO ] [FORECASTER] Completed predict_future for AGNCL [2025-12-31T20:15:37.298090] [INFO ] [sig ] AGNCL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:37.437027] [INFO ] [LOCAL ] Saved forecast: AGNCL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGNCL.txt [2025-12-31T20:15:37.437180] [INFO ] [sig ] [91/3534] Completed AGNCL in 0.3s | 2.81 sym/s | Total: 32.3s | ETA: 20.4m [2025-12-31T20:15:37.437219] [INFO ] [sig ] [92/3534] Forecasting AGNCM... [2025-12-31T20:15:37.437250] [INFO ] [sig ] Generating forecast for: AGNCM [2025-12-31T20:15:37.437287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'. [2025-12-31T20:15:37.449308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'. [2025-12-31T20:15:37.449744] [INFO ] [FORECASTER] Starting predict_future for AGNCM [2025-12-31T20:15:37.450559] [DEBUG] [LOCAL ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt [2025-12-31T20:15:37.450636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:37.450670] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:37.450697] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:37.450755] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:37.507352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:37.508275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:37.508365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:37.508398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:37.617117] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:37.617283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:37.617322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:37.617350] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:37.620890] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=38.06%) [2025-12-31T20:15:37.621200] [INFO ] [FORECASTER] Completed predict_future for AGNCM [2025-12-31T20:15:37.621350] [INFO ] [sig ] AGNCM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:37.762589] [INFO ] [LOCAL ] Saved forecast: AGNCM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGNCM.txt [2025-12-31T20:15:37.762773] [INFO ] [sig ] [92/3534] Completed AGNCM in 0.3s | 2.82 sym/s | Total: 32.7s | ETA: 20.4m [2025-12-31T20:15:37.762822] [INFO ] [sig ] [93/3534] Forecasting AGNCN... [2025-12-31T20:15:37.762860] [INFO ] [sig ] Generating forecast for: AGNCN [2025-12-31T20:15:37.762893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'. [2025-12-31T20:15:37.774312] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'. [2025-12-31T20:15:37.774683] [INFO ] [FORECASTER] Starting predict_future for AGNCN [2025-12-31T20:15:37.775458] [DEBUG] [LOCAL ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt [2025-12-31T20:15:37.775509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:37.775541] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:37.775591] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:37.775653] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:37.833000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:37.833916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:37.834001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:37.834035] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:37.952587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:37.952771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:37.952812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:37.952845] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:37.956401] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-12-31T20:15:37.956717] [INFO ] [FORECASTER] Completed predict_future for AGNCN [2025-12-31T20:15:37.956853] [INFO ] [sig ] AGNCN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:38.099953] [INFO ] [LOCAL ] Saved forecast: AGNCN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGNCN.txt [2025-12-31T20:15:38.100118] [INFO ] [sig ] [93/3534] Completed AGNCN in 0.3s | 2.82 sym/s | Total: 33.0s | ETA: 20.3m [2025-12-31T20:15:38.100159] [INFO ] [sig ] [94/3534] Forecasting AGNCO... [2025-12-31T20:15:38.100191] [INFO ] [sig ] Generating forecast for: AGNCO [2025-12-31T20:15:38.100222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'. [2025-12-31T20:15:38.111674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'. [2025-12-31T20:15:38.112078] [INFO ] [FORECASTER] Starting predict_future for AGNCO [2025-12-31T20:15:38.113114] [DEBUG] [LOCAL ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt [2025-12-31T20:15:38.113169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:38.113206] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:38.113235] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:38.113294] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:38.172337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:38.173284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:38.173381] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:38.173439] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:38.295170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:38.295333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:38.295373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:38.295405] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:38.298919] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=42.14%) [2025-12-31T20:15:38.299271] [INFO ] [FORECASTER] Completed predict_future for AGNCO [2025-12-31T20:15:38.299453] [INFO ] [sig ] AGNCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:38.456068] [INFO ] [LOCAL ] Saved forecast: AGNCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGNCO.txt [2025-12-31T20:15:38.456322] [INFO ] [sig ] [94/3534] Completed AGNCO in 0.4s | 2.82 sym/s | Total: 33.3s | ETA: 20.3m [2025-12-31T20:15:38.456392] [INFO ] [sig ] [95/3534] Forecasting AGNCP... [2025-12-31T20:15:38.456445] [INFO ] [sig ] Generating forecast for: AGNCP [2025-12-31T20:15:38.456499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'. [2025-12-31T20:15:38.469045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'. [2025-12-31T20:15:38.469476] [INFO ] [FORECASTER] Starting predict_future for AGNCP [2025-12-31T20:15:38.470343] [DEBUG] [LOCAL ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt [2025-12-31T20:15:38.470402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:38.470464] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:38.470493] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:38.470551] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:38.528380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:38.529242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:38.529494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:38.529529] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:38.652383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:38.652543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:38.652603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:38.652649] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:38.656211] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: UP (p=86.19%) [2025-12-31T20:15:38.656701] [INFO ] [FORECASTER] Completed predict_future for AGNCP [2025-12-31T20:15:38.656829] [INFO ] [sig ] AGNCP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:38.801667] [INFO ] [LOCAL ] Saved forecast: AGNCP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGNCP.txt [2025-12-31T20:15:38.801823] [INFO ] [sig ] [95/3534] Completed AGNCP in 0.3s | 2.82 sym/s | Total: 33.7s | ETA: 20.3m [2025-12-31T20:15:38.801865] [INFO ] [sig ] [96/3534] Forecasting AGO... [2025-12-31T20:15:38.801895] [INFO ] [sig ] Generating forecast for: AGO [2025-12-31T20:15:38.801925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-12-31T20:15:38.814930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGO'. [2025-12-31T20:15:38.815337] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-12-31T20:15:38.816146] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-12-31T20:15:38.816200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:38.816232] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:38.816258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:38.816315] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:38.873307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:38.874224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:38.874308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:38.874341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:38.988063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:38.988211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:38.988251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:38.988281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:38.991629] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=9.49%) [2025-12-31T20:15:38.991908] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-12-31T20:15:38.992034] [INFO ] [sig ] AGO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:39.130592] [INFO ] [LOCAL ] Saved forecast: AGO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGO.txt [2025-12-31T20:15:39.130735] [INFO ] [sig ] [96/3534] Completed AGO in 0.3s | 2.82 sym/s | Total: 34.0s | ETA: 20.3m [2025-12-31T20:15:39.130775] [INFO ] [sig ] [97/3534] Forecasting AGRO... [2025-12-31T20:15:39.130804] [INFO ] [sig ] Generating forecast for: AGRO [2025-12-31T20:15:39.130834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-12-31T20:15:39.145865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGRO'. [2025-12-31T20:15:39.146142] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-12-31T20:15:39.146908] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-12-31T20:15:39.146960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:39.146992] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:39.147018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:39.147075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:39.203828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:39.204444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:39.204521] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:39.204552] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:39.323030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:39.323198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:39.323238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:39.323266] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:39.326649] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=93.80%) [2025-12-31T20:15:39.326916] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-12-31T20:15:39.327042] [INFO ] [sig ] AGRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:39.467680] [INFO ] [LOCAL ] Saved forecast: AGRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGRO.txt [2025-12-31T20:15:39.467854] [INFO ] [sig ] [97/3534] Completed AGRO in 0.3s | 2.82 sym/s | Total: 34.4s | ETA: 20.3m [2025-12-31T20:15:39.467896] [INFO ] [sig ] [98/3534] Forecasting AGX... [2025-12-31T20:15:39.467926] [INFO ] [sig ] Generating forecast for: AGX [2025-12-31T20:15:39.467957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-12-31T20:15:39.481742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGX'. [2025-12-31T20:15:39.482250] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-12-31T20:15:39.483353] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-12-31T20:15:39.483418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:39.483453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:39.483479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:39.483538] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:39.549437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:39.550450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:39.550558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:39.550635] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:39.682076] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:39.682237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:39.682279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:39.682353] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:39.686554] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=11.59%) [2025-12-31T20:15:39.686971] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-12-31T20:15:39.687138] [INFO ] [sig ] AGX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:39.843440] [INFO ] [LOCAL ] Saved forecast: AGX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGX.txt [2025-12-31T20:15:39.843618] [INFO ] [sig ] [98/3534] Completed AGX in 0.4s | 2.82 sym/s | Total: 34.7s | ETA: 20.3m [2025-12-31T20:15:39.843663] [INFO ] [sig ] [99/3534] Forecasting AGYS... [2025-12-31T20:15:39.843693] [INFO ] [sig ] Generating forecast for: AGYS [2025-12-31T20:15:39.843723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'. [2025-12-31T20:15:39.855766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGYS'. [2025-12-31T20:15:39.856154] [INFO ] [FORECASTER] Starting predict_future for AGYS [2025-12-31T20:15:39.856962] [DEBUG] [LOCAL ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt [2025-12-31T20:15:39.857015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:39.857047] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:39.857073] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:39.857143] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:39.915895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:39.916828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:39.916917] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:39.916951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:40.038255] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:40.038421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:40.038467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:40.038498] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:40.042413] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=93.61%) [2025-12-31T20:15:40.042824] [INFO ] [FORECASTER] Completed predict_future for AGYS [2025-12-31T20:15:40.043007] [INFO ] [sig ] AGYS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:40.187033] [INFO ] [LOCAL ] Saved forecast: AGYS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AGYS.txt [2025-12-31T20:15:40.187204] [INFO ] [sig ] [99/3534] Completed AGYS in 0.3s | 2.82 sym/s | Total: 35.1s | ETA: 20.3m [2025-12-31T20:15:40.187254] [INFO ] [sig ] [100/3534] Forecasting AGZD... [2025-12-31T20:15:40.187287] [INFO ] [sig ] Generating forecast for: AGZD [2025-12-31T20:15:40.187322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'. [2025-12-31T20:15:40.198612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AGZD'. [2025-12-31T20:15:40.198961] [INFO ] [FORECASTER] Starting predict_future for AGZD [2025-12-31T20:15:40.199797] [DEBUG] [LOCAL ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt [2025-12-31T20:15:40.199851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:40.199885] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:40.199914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:40.199975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:40.258304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:40.259172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:40.259271] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:40.259308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:40.375751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:40.375905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:40.375945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:40.375973] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:40.379367] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-12-31T20:15:40.379657] [INFO ] [FORECASTER] Completed predict_future for AGZD [2025-12-31T20:15:40.379786] [INFO ] [sig ] AGZD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:40.519235] [INFO ] [LOCAL ] Saved forecast: AGZD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AGZD.txt [2025-12-31T20:15:40.519391] [INFO ] [sig ] [100/3534] Completed AGZD in 0.3s | 2.82 sym/s | Total: 35.4s | ETA: 20.3m [2025-12-31T20:15:40.519430] [INFO ] [sig ] [101/3534] Forecasting AHCO... [2025-12-31T20:15:40.519460] [INFO ] [sig ] Generating forecast for: AHCO [2025-12-31T20:15:40.519490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'. [2025-12-31T20:15:40.531246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHCO'. [2025-12-31T20:15:40.531549] [INFO ] [FORECASTER] Starting predict_future for AHCO [2025-12-31T20:15:40.532324] [DEBUG] [LOCAL ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt [2025-12-31T20:15:40.532386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:40.532419] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:40.532445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:40.532502] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:40.588992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:40.589854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:40.589938] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:40.589972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:40.706906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:40.707063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:40.707104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:40.707132] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:40.710522] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=63.49%) [2025-12-31T20:15:40.710824] [INFO ] [FORECASTER] Completed predict_future for AHCO [2025-12-31T20:15:40.710955] [INFO ] [sig ] AHCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:40.857058] [INFO ] [LOCAL ] Saved forecast: AHCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AHCO.txt [2025-12-31T20:15:40.857207] [INFO ] [sig ] [101/3534] Completed AHCO in 0.3s | 2.83 sym/s | Total: 35.7s | ETA: 20.3m [2025-12-31T20:15:40.857248] [INFO ] [sig ] [102/3534] Forecasting AHH... [2025-12-31T20:15:40.857278] [INFO ] [sig ] Generating forecast for: AHH [2025-12-31T20:15:40.857308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-12-31T20:15:40.868542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AHH'. [2025-12-31T20:15:40.868871] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-12-31T20:15:40.869697] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-12-31T20:15:40.869748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:40.869780] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:40.869807] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:40.869864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:40.925758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:40.926451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:40.926532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:40.926565] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:41.047304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:41.047463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:41.047504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:41.047532] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:41.050958] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=70.91%) [2025-12-31T20:15:41.051229] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-12-31T20:15:41.051360] [INFO ] [sig ] AHH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:41.190409] [INFO ] [LOCAL ] Saved forecast: AHH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AHH.txt [2025-12-31T20:15:41.190590] [INFO ] [sig ] [102/3534] Completed AHH in 0.3s | 2.83 sym/s | Total: 36.1s | ETA: 20.2m [2025-12-31T20:15:41.190636] [INFO ] [sig ] [103/3534] Forecasting AI... [2025-12-31T20:15:41.190666] [INFO ] [sig ] Generating forecast for: AI [2025-12-31T20:15:41.190697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-12-31T20:15:41.202733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AI'. [2025-12-31T20:15:41.203071] [INFO ] [FORECASTER] Starting predict_future for AI [2025-12-31T20:15:41.203898] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-12-31T20:15:41.203950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:41.203982] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:41.204008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:41.204079] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:41.261129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:41.261981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:41.262070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:41.262122] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:41.389357] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:41.389538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:41.389609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:41.389651] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:41.393954] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=80.19%) [2025-12-31T20:15:41.394267] [INFO ] [FORECASTER] Completed predict_future for AI [2025-12-31T20:15:41.394406] [INFO ] [sig ] AI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:41.535165] [INFO ] [LOCAL ] Saved forecast: AI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AI.txt [2025-12-31T20:15:41.535296] [INFO ] [sig ] [103/3534] Completed AI in 0.3s | 2.83 sym/s | Total: 36.4s | ETA: 20.2m [2025-12-31T20:15:41.535336] [INFO ] [sig ] [104/3534] Forecasting AIA... [2025-12-31T20:15:41.535367] [INFO ] [sig ] Generating forecast for: AIA [2025-12-31T20:15:41.535398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'. [2025-12-31T20:15:41.546478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIA'. [2025-12-31T20:15:41.546778] [INFO ] [FORECASTER] Starting predict_future for AIA [2025-12-31T20:15:41.547540] [DEBUG] [LOCAL ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt [2025-12-31T20:15:41.547609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:41.547643] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:41.547670] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:41.547727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:41.607620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:41.608704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:41.608793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:41.608825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:41.733006] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:41.733170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:41.733210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:41.733239] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:41.736682] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-12-31T20:15:41.736959] [INFO ] [FORECASTER] Completed predict_future for AIA [2025-12-31T20:15:41.737085] [INFO ] [sig ] AIA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:41.888230] [INFO ] [LOCAL ] Saved forecast: AIA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AIA.txt [2025-12-31T20:15:41.888458] [INFO ] [sig ] [104/3534] Completed AIA in 0.4s | 2.83 sym/s | Total: 36.8s | ETA: 20.2m [2025-12-31T20:15:41.888522] [INFO ] [sig ] [105/3534] Forecasting AIG... [2025-12-31T20:15:41.888562] [INFO ] [sig ] Generating forecast for: AIG [2025-12-31T20:15:41.888623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-12-31T20:15:41.901201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIG'. [2025-12-31T20:15:41.901641] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-12-31T20:15:41.902530] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-12-31T20:15:41.902611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:41.902650] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:41.902679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:41.902739] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:41.963402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:41.964285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:41.964371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:41.964463] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:42.089629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:42.089783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:42.089822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:42.089851] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:42.093622] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=1.59%) [2025-12-31T20:15:42.093916] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-12-31T20:15:42.094056] [INFO ] [sig ] AIG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:42.248078] [INFO ] [LOCAL ] Saved forecast: AIG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AIG.txt [2025-12-31T20:15:42.248221] [INFO ] [sig ] [105/3534] Completed AIG in 0.4s | 2.83 sym/s | Total: 37.1s | ETA: 20.2m [2025-12-31T20:15:42.248261] [INFO ] [sig ] [106/3534] Forecasting AIMD... [2025-12-31T20:15:42.248290] [INFO ] [sig ] Generating forecast for: AIMD [2025-12-31T20:15:42.248320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'. [2025-12-31T20:15:42.259705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIMD'. [2025-12-31T20:15:42.260042] [INFO ] [FORECASTER] Starting predict_future for AIMD [2025-12-31T20:15:42.260939] [DEBUG] [LOCAL ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt [2025-12-31T20:15:42.260992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:42.261025] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:42.261051] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:42.261109] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:42.321616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:42.322386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:42.322471] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:42.322505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:42.438927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:42.439096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:42.439139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:42.439166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:42.442666] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: UP (p=78.49%) [2025-12-31T20:15:42.442985] [INFO ] [FORECASTER] Completed predict_future for AIMD [2025-12-31T20:15:42.443114] [INFO ] [sig ] AIMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:42.606323] [INFO ] [LOCAL ] Saved forecast: AIMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AIMD.txt [2025-12-31T20:15:42.606556] [INFO ] [sig ] [106/3534] Completed AIMD in 0.4s | 2.83 sym/s | Total: 37.5s | ETA: 20.2m [2025-12-31T20:15:42.606658] [INFO ] [sig ] [107/3534] Forecasting AIO... [2025-12-31T20:15:42.606712] [INFO ] [sig ] Generating forecast for: AIO [2025-12-31T20:15:42.606764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-12-31T20:15:42.623776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIO'. [2025-12-31T20:15:42.624295] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-12-31T20:15:42.625654] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-12-31T20:15:42.625752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:42.625798] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:42.625832] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:42.625908] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:42.690665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:42.691600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:42.691699] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:42.691733] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:42.821727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:42.821894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:42.821937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:42.821968] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:42.825805] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=49.12%) [2025-12-31T20:15:42.826190] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-12-31T20:15:42.826364] [INFO ] [sig ] AIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:42.979964] [INFO ] [LOCAL ] Saved forecast: AIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AIO.txt [2025-12-31T20:15:42.980127] [INFO ] [sig ] [107/3534] Completed AIO in 0.4s | 2.83 sym/s | Total: 37.9s | ETA: 20.2m [2025-12-31T20:15:42.980167] [INFO ] [sig ] [108/3534] Forecasting AIP... [2025-12-31T20:15:42.980198] [INFO ] [sig ] Generating forecast for: AIP [2025-12-31T20:15:42.980230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'. [2025-12-31T20:15:42.991741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIP'. [2025-12-31T20:15:42.992044] [INFO ] [FORECASTER] Starting predict_future for AIP [2025-12-31T20:15:42.992864] [DEBUG] [LOCAL ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt [2025-12-31T20:15:42.992916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:42.992950] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:42.992979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:42.993044] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:43.051094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:43.051944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:43.052024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:43.052057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:43.174945] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:43.175111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:43.175164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:43.175194] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:43.178534] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=78.31%) [2025-12-31T20:15:43.178817] [INFO ] [FORECASTER] Completed predict_future for AIP [2025-12-31T20:15:43.178942] [INFO ] [sig ] AIP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:43.323321] [INFO ] [LOCAL ] Saved forecast: AIP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AIP.txt [2025-12-31T20:15:43.323465] [INFO ] [sig ] [108/3534] Completed AIP in 0.3s | 2.83 sym/s | Total: 38.2s | ETA: 20.2m [2025-12-31T20:15:43.323516] [INFO ] [sig ] [109/3534] Forecasting AIPI... [2025-12-31T20:15:43.323557] [INFO ] [sig ] Generating forecast for: AIPI [2025-12-31T20:15:43.323619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'. [2025-12-31T20:15:43.335110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIPI'. [2025-12-31T20:15:43.335397] [INFO ] [FORECASTER] Starting predict_future for AIPI [2025-12-31T20:15:43.336174] [DEBUG] [LOCAL ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt [2025-12-31T20:15:43.336226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:43.336261] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:43.336290] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:43.336348] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:43.395379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:43.396227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:43.396307] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:43.396340] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:43.514088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:43.514230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:43.514269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:43.514302] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:43.517718] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=54.04%) [2025-12-31T20:15:43.518013] [INFO ] [FORECASTER] Completed predict_future for AIPI [2025-12-31T20:15:43.518146] [INFO ] [sig ] AIPI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:43.665302] [INFO ] [LOCAL ] Saved forecast: AIPI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AIPI.txt [2025-12-31T20:15:43.665435] [INFO ] [sig ] [109/3534] Completed AIPI in 0.3s | 2.83 sym/s | Total: 38.6s | ETA: 20.2m [2025-12-31T20:15:43.665475] [INFO ] [sig ] [110/3534] Forecasting AIQ... [2025-12-31T20:15:43.665505] [INFO ] [sig ] Generating forecast for: AIQ [2025-12-31T20:15:43.665537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'. [2025-12-31T20:15:43.677034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIQ'. [2025-12-31T20:15:43.677344] [INFO ] [FORECASTER] Starting predict_future for AIQ [2025-12-31T20:15:43.678164] [DEBUG] [LOCAL ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt [2025-12-31T20:15:43.678217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:43.678250] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:43.678280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:43.678339] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:43.737295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:43.738044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:43.738125] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:43.738159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:43.857790] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:43.857935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:43.857974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:43.858007] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:43.861504] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: DOWN (p=12.70%) [2025-12-31T20:15:43.861791] [INFO ] [FORECASTER] Completed predict_future for AIQ [2025-12-31T20:15:43.861919] [INFO ] [sig ] AIQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:44.008305] [INFO ] [LOCAL ] Saved forecast: AIQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AIQ.txt [2025-12-31T20:15:44.008478] [INFO ] [sig ] [110/3534] Completed AIQ in 0.3s | 2.83 sym/s | Total: 38.9s | ETA: 20.2m [2025-12-31T20:15:44.008518] [INFO ] [sig ] [111/3534] Forecasting AIRG... [2025-12-31T20:15:44.008550] [INFO ] [sig ] Generating forecast for: AIRG [2025-12-31T20:15:44.008602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'. [2025-12-31T20:15:44.020306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRG'. [2025-12-31T20:15:44.020701] [INFO ] [FORECASTER] Starting predict_future for AIRG [2025-12-31T20:15:44.021534] [DEBUG] [LOCAL ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt [2025-12-31T20:15:44.021609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:44.021649] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:44.021677] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:44.021736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:44.081296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:44.082022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:44.082102] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:44.082136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:44.192309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:44.192470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:44.192511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:44.192540] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:44.195899] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: DOWN (p=10.27%) [2025-12-31T20:15:44.196169] [INFO ] [FORECASTER] Completed predict_future for AIRG [2025-12-31T20:15:44.196294] [INFO ] [sig ] AIRG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:44.336353] [INFO ] [LOCAL ] Saved forecast: AIRG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AIRG.txt [2025-12-31T20:15:44.336489] [INFO ] [sig ] [111/3534] Completed AIRG in 0.3s | 2.83 sym/s | Total: 39.2s | ETA: 20.2m [2025-12-31T20:15:44.336529] [INFO ] [sig ] [112/3534] Forecasting AIRJ... [2025-12-31T20:15:44.336559] [INFO ] [sig ] Generating forecast for: AIRJ [2025-12-31T20:15:44.336607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'. [2025-12-31T20:15:44.347691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'. [2025-12-31T20:15:44.347974] [INFO ] [FORECASTER] Starting predict_future for AIRJ [2025-12-31T20:15:44.348803] [DEBUG] [LOCAL ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt [2025-12-31T20:15:44.348855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:44.348929] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:44.348964] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:44.349043] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:44.408598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:44.409275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:44.409355] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:44.409387] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:44.527841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:44.527963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:44.528002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:44.528030] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:44.531401] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: DOWN (p=14.79%) [2025-12-31T20:15:44.531692] [INFO ] [FORECASTER] Completed predict_future for AIRJ [2025-12-31T20:15:44.531820] [INFO ] [sig ] AIRJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:44.673249] [INFO ] [LOCAL ] Saved forecast: AIRJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AIRJ.txt [2025-12-31T20:15:44.673372] [INFO ] [sig ] [112/3534] Completed AIRJ in 0.3s | 2.83 sym/s | Total: 39.6s | ETA: 20.1m [2025-12-31T20:15:44.673412] [INFO ] [sig ] [113/3534] Forecasting AIRS... [2025-12-31T20:15:44.673441] [INFO ] [sig ] Generating forecast for: AIRS [2025-12-31T20:15:44.673471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'. [2025-12-31T20:15:44.684517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIRS'. [2025-12-31T20:15:44.684821] [INFO ] [FORECASTER] Starting predict_future for AIRS [2025-12-31T20:15:44.685639] [DEBUG] [LOCAL ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt [2025-12-31T20:15:44.685692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:44.685727] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:44.685755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:44.685813] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:44.744562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:44.745199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:44.745280] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:44.745313] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:44.867921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:44.868051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:44.868090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:44.868118] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:44.871496] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=49.27%) [2025-12-31T20:15:44.871781] [INFO ] [FORECASTER] Completed predict_future for AIRS [2025-12-31T20:15:44.871904] [INFO ] [sig ] AIRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:45.015462] [INFO ] [LOCAL ] Saved forecast: AIRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AIRS.txt [2025-12-31T20:15:45.015656] [INFO ] [sig ] [113/3534] Completed AIRS in 0.3s | 2.83 sym/s | Total: 39.9s | ETA: 20.1m [2025-12-31T20:15:45.015702] [INFO ] [sig ] [114/3534] Forecasting AISP... [2025-12-31T20:15:45.015732] [INFO ] [sig ] Generating forecast for: AISP [2025-12-31T20:15:45.015764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'. [2025-12-31T20:15:45.027716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AISP'. [2025-12-31T20:15:45.028118] [INFO ] [FORECASTER] Starting predict_future for AISP [2025-12-31T20:15:45.028963] [DEBUG] [LOCAL ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt [2025-12-31T20:15:45.029018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:45.029053] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:45.029080] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:45.029138] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:45.089831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:45.090733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:45.090818] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:45.090852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:45.209896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:45.210017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:45.210054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:45.210082] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:45.213300] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=83.25%) [2025-12-31T20:15:45.213565] [INFO ] [FORECASTER] Completed predict_future for AISP [2025-12-31T20:15:45.213708] [INFO ] [sig ] AISP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:45.353966] [INFO ] [LOCAL ] Saved forecast: AISP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AISP.txt [2025-12-31T20:15:45.354080] [INFO ] [sig ] [114/3534] Completed AISP in 0.3s | 2.83 sym/s | Total: 40.2s | ETA: 20.1m [2025-12-31T20:15:45.354120] [INFO ] [sig ] [115/3534] Forecasting AIZN... [2025-12-31T20:15:45.354148] [INFO ] [sig ] Generating forecast for: AIZN [2025-12-31T20:15:45.354179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-12-31T20:15:45.365410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AIZN'. [2025-12-31T20:15:45.365712] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-12-31T20:15:45.366547] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-12-31T20:15:45.366627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:45.366663] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:45.366691] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:45.366750] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:45.427373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:45.428019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:45.428100] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:45.428134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:45.538906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:45.539059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:45.539097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:45.539154] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:45.542688] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=79.63%) [2025-12-31T20:15:45.542975] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-12-31T20:15:45.543116] [INFO ] [sig ] AIZN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:45.690921] [INFO ] [LOCAL ] Saved forecast: AIZN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AIZN.txt [2025-12-31T20:15:45.691043] [INFO ] [sig ] [115/3534] Completed AIZN in 0.3s | 2.83 sym/s | Total: 40.6s | ETA: 20.1m [2025-12-31T20:15:45.691082] [INFO ] [sig ] [116/3534] Forecasting AJG... [2025-12-31T20:15:45.691116] [INFO ] [sig ] Generating forecast for: AJG [2025-12-31T20:15:45.691149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-12-31T20:15:45.702713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AJG'. [2025-12-31T20:15:45.703001] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-12-31T20:15:45.703874] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-12-31T20:15:45.703929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:45.703963] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:45.703990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:45.704051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:45.763706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:45.764314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:45.764392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:45.764424] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:45.887518] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:45.887656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:45.887694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:45.887722] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:45.891006] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=19.95%) [2025-12-31T20:15:45.891274] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-12-31T20:15:45.891415] [INFO ] [sig ] AJG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:46.036770] [INFO ] [LOCAL ] Saved forecast: AJG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AJG.txt [2025-12-31T20:15:46.036902] [INFO ] [sig ] [116/3534] Completed AJG in 0.3s | 2.83 sym/s | Total: 40.9s | ETA: 20.1m [2025-12-31T20:15:46.036942] [INFO ] [sig ] [117/3534] Forecasting AKAM... [2025-12-31T20:15:46.036972] [INFO ] [sig ] Generating forecast for: AKAM [2025-12-31T20:15:46.037002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'. [2025-12-31T20:15:46.048671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKAM'. [2025-12-31T20:15:46.048961] [INFO ] [FORECASTER] Starting predict_future for AKAM [2025-12-31T20:15:46.049799] [DEBUG] [LOCAL ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt [2025-12-31T20:15:46.049854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:46.049888] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:46.049917] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:46.049978] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:46.110437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:46.111323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:46.111413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:46.111447] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:46.230437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:46.230556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:46.230612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:46.230643] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:46.233896] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: UP (p=87.64%) [2025-12-31T20:15:46.234161] [INFO ] [FORECASTER] Completed predict_future for AKAM [2025-12-31T20:15:46.234284] [INFO ] [sig ] AKAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:46.386026] [INFO ] [LOCAL ] Saved forecast: AKAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AKAM.txt [2025-12-31T20:15:46.386181] [INFO ] [sig ] [117/3534] Completed AKAM in 0.3s | 2.83 sym/s | Total: 41.3s | ETA: 20.1m [2025-12-31T20:15:46.386222] [INFO ] [sig ] [118/3534] Forecasting AKBA... [2025-12-31T20:15:46.386251] [INFO ] [sig ] Generating forecast for: AKBA [2025-12-31T20:15:46.386283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'. [2025-12-31T20:15:46.398413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AKBA'. [2025-12-31T20:15:46.398698] [INFO ] [FORECASTER] Starting predict_future for AKBA [2025-12-31T20:15:46.399566] [DEBUG] [LOCAL ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt [2025-12-31T20:15:46.399646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:46.399679] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:46.399706] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:46.399765] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:46.459102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:46.459785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:46.459864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:46.459897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:46.583336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:46.583457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:46.583493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:46.583522] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:46.586748] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: DOWN (p=36.09%) [2025-12-31T20:15:46.587014] [INFO ] [FORECASTER] Completed predict_future for AKBA [2025-12-31T20:15:46.587138] [INFO ] [sig ] AKBA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:46.727619] [INFO ] [LOCAL ] Saved forecast: AKBA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AKBA.txt [2025-12-31T20:15:46.727730] [INFO ] [sig ] [118/3534] Completed AKBA in 0.3s | 2.84 sym/s | Total: 41.6s | ETA: 20.1m [2025-12-31T20:15:46.727768] [INFO ] [sig ] [119/3534] Forecasting AL... [2025-12-31T20:15:46.727800] [INFO ] [sig ] Generating forecast for: AL [2025-12-31T20:15:46.727830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-12-31T20:15:46.739058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AL'. [2025-12-31T20:15:46.739351] [INFO ] [FORECASTER] Starting predict_future for AL [2025-12-31T20:15:46.740206] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-12-31T20:15:46.740259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:46.740293] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:46.740327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:46.740400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:46.799896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:46.800567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:46.800662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:46.800695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:46.921772] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:46.921882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:46.921919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:46.921964] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:46.925178] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=44.77%) [2025-12-31T20:15:46.925464] [INFO ] [FORECASTER] Completed predict_future for AL [2025-12-31T20:15:46.925611] [INFO ] [sig ] AL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:47.071105] [INFO ] [LOCAL ] Saved forecast: AL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AL.txt [2025-12-31T20:15:47.071226] [INFO ] [sig ] [119/3534] Completed AL in 0.3s | 2.84 sym/s | Total: 42.0s | ETA: 20.1m [2025-12-31T20:15:47.071264] [INFO ] [sig ] [120/3534] Forecasting ALAB... [2025-12-31T20:15:47.071293] [INFO ] [sig ] Generating forecast for: ALAB [2025-12-31T20:15:47.071325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'. [2025-12-31T20:15:47.083667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALAB'. [2025-12-31T20:15:47.083949] [INFO ] [FORECASTER] Starting predict_future for ALAB [2025-12-31T20:15:47.084821] [DEBUG] [LOCAL ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt [2025-12-31T20:15:47.084875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:47.084907] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:47.084937] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:47.084996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:47.146606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:47.147513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:47.147620] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:47.147657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:47.273388] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:47.273537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:47.273593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:47.273624] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:47.276933] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: UP (p=55.85%) [2025-12-31T20:15:47.277200] [INFO ] [FORECASTER] Completed predict_future for ALAB [2025-12-31T20:15:47.277323] [INFO ] [sig ] ALAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:47.417162] [INFO ] [LOCAL ] Saved forecast: ALAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALAB.txt [2025-12-31T20:15:47.417274] [INFO ] [sig ] [120/3534] Completed ALAB in 0.3s | 2.84 sym/s | Total: 42.3s | ETA: 20.1m [2025-12-31T20:15:47.417313] [INFO ] [sig ] [121/3534] Forecasting ALB... [2025-12-31T20:15:47.417341] [INFO ] [sig ] Generating forecast for: ALB [2025-12-31T20:15:47.417371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-12-31T20:15:47.429777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALB'. [2025-12-31T20:15:47.430059] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-12-31T20:15:47.430943] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-12-31T20:15:47.430996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:47.431029] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:47.431057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:47.431116] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:47.492830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:47.493490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:47.493587] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:47.493636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:47.617385] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:47.617497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:47.617534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:47.617561] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:47.620963] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=33.08%) [2025-12-31T20:15:47.621230] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-12-31T20:15:47.621362] [INFO ] [sig ] ALB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:47.764384] [INFO ] [LOCAL ] Saved forecast: ALB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALB.txt [2025-12-31T20:15:47.764510] [INFO ] [sig ] [121/3534] Completed ALB in 0.3s | 2.84 sym/s | Total: 42.7s | ETA: 20.1m [2025-12-31T20:15:47.764549] [INFO ] [sig ] [122/3534] Forecasting ALC... [2025-12-31T20:15:47.764596] [INFO ] [sig ] Generating forecast for: ALC [2025-12-31T20:15:47.764629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-12-31T20:15:47.775771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALC'. [2025-12-31T20:15:47.776081] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-12-31T20:15:47.776894] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-12-31T20:15:47.776946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:47.776980] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:47.777008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:47.777066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:47.836024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:47.836872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:47.836986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:47.837031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:47.959765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:47.959907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:47.959947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:47.959975] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:47.963309] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=74.56%) [2025-12-31T20:15:47.963591] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-12-31T20:15:47.963716] [INFO ] [sig ] ALC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:48.105613] [INFO ] [LOCAL ] Saved forecast: ALC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALC.txt [2025-12-31T20:15:48.105749] [INFO ] [sig ] [122/3534] Completed ALC in 0.3s | 2.84 sym/s | Total: 43.0s | ETA: 20.0m [2025-12-31T20:15:48.105789] [INFO ] [sig ] [123/3534] Forecasting ALCO... [2025-12-31T20:15:48.105818] [INFO ] [sig ] Generating forecast for: ALCO [2025-12-31T20:15:48.105848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'. [2025-12-31T20:15:48.116901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALCO'. [2025-12-31T20:15:48.117199] [INFO ] [FORECASTER] Starting predict_future for ALCO [2025-12-31T20:15:48.118047] [DEBUG] [LOCAL ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt [2025-12-31T20:15:48.118101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:48.118134] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:48.118163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:48.118234] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:48.180213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:48.181137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:48.181227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:48.181260] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:48.313318] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:48.313480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:48.313526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:48.313775] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:48.317543] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=78.21%) [2025-12-31T20:15:48.317860] [INFO ] [FORECASTER] Completed predict_future for ALCO [2025-12-31T20:15:48.317999] [INFO ] [sig ] ALCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:48.472689] [INFO ] [LOCAL ] Saved forecast: ALCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALCO.txt [2025-12-31T20:15:48.472828] [INFO ] [sig ] [123/3534] Completed ALCO in 0.4s | 2.84 sym/s | Total: 43.4s | ETA: 20.0m [2025-12-31T20:15:48.472877] [INFO ] [sig ] [124/3534] Forecasting ALDX... [2025-12-31T20:15:48.472917] [INFO ] [sig ] Generating forecast for: ALDX [2025-12-31T20:15:48.472951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'. [2025-12-31T20:15:48.485439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALDX'. [2025-12-31T20:15:48.485760] [INFO ] [FORECASTER] Starting predict_future for ALDX [2025-12-31T20:15:48.486660] [DEBUG] [LOCAL ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt [2025-12-31T20:15:48.486720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:48.486759] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:48.486789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:48.486849] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:48.548434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:48.549098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:48.549177] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:48.549211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:48.671676] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:48.671829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:48.671876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:48.671914] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:48.675562] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: DOWN (p=38.70%) [2025-12-31T20:15:48.675886] [INFO ] [FORECASTER] Completed predict_future for ALDX [2025-12-31T20:15:48.676023] [INFO ] [sig ] ALDX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:48.826360] [INFO ] [LOCAL ] Saved forecast: ALDX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALDX.txt [2025-12-31T20:15:48.826492] [INFO ] [sig ] [124/3534] Completed ALDX in 0.4s | 2.84 sym/s | Total: 43.7s | ETA: 20.0m [2025-12-31T20:15:48.826534] [INFO ] [sig ] [125/3534] Forecasting ALEX... [2025-12-31T20:15:48.826587] [INFO ] [sig ] Generating forecast for: ALEX [2025-12-31T20:15:48.826630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-12-31T20:15:48.839509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALEX'. [2025-12-31T20:15:48.839833] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-12-31T20:15:48.840719] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-12-31T20:15:48.840772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:48.840805] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:48.840833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:48.840892] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:48.904062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:48.904718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:48.904795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:48.904827] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:49.035186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:49.035336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:49.035384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:49.035425] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:49.038906] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-12-31T20:15:49.039171] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-12-31T20:15:49.039316] [INFO ] [sig ] ALEX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:49.192675] [INFO ] [LOCAL ] Saved forecast: ALEX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALEX.txt [2025-12-31T20:15:49.192860] [INFO ] [sig ] [125/3534] Completed ALEX in 0.4s | 2.84 sym/s | Total: 44.1s | ETA: 20.0m [2025-12-31T20:15:49.192905] [INFO ] [sig ] [126/3534] Forecasting ALG... [2025-12-31T20:15:49.192936] [INFO ] [sig ] Generating forecast for: ALG [2025-12-31T20:15:49.192969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-12-31T20:15:49.205481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALG'. [2025-12-31T20:15:49.205884] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-12-31T20:15:49.206788] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-12-31T20:15:49.206847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:49.206894] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:49.206931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:49.207001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:49.271352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:49.272249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:49.272354] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:49.272389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:49.403430] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:49.403625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:49.403682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:49.403714] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:49.407458] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=42.62%) [2025-12-31T20:15:49.407786] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-12-31T20:15:49.407932] [INFO ] [sig ] ALG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:49.553773] [INFO ] [LOCAL ] Saved forecast: ALG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALG.txt [2025-12-31T20:15:49.553913] [INFO ] [sig ] [126/3534] Completed ALG in 0.4s | 2.84 sym/s | Total: 44.4s | ETA: 20.0m [2025-12-31T20:15:49.553953] [INFO ] [sig ] [127/3534] Forecasting ALGM... [2025-12-31T20:15:49.553982] [INFO ] [sig ] Generating forecast for: ALGM [2025-12-31T20:15:49.554019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'. [2025-12-31T20:15:49.565561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGM'. [2025-12-31T20:15:49.565834] [INFO ] [FORECASTER] Starting predict_future for ALGM [2025-12-31T20:15:49.566622] [DEBUG] [LOCAL ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt [2025-12-31T20:15:49.566673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:49.566703] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:49.566729] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:49.566786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:49.623381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:49.624028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:49.624105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:49.624137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:49.747084] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:49.747227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:49.747266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:49.747294] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:49.750595] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=49.23%) [2025-12-31T20:15:49.750862] [INFO ] [FORECASTER] Completed predict_future for ALGM [2025-12-31T20:15:49.750985] [INFO ] [sig ] ALGM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:49.894407] [INFO ] [LOCAL ] Saved forecast: ALGM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALGM.txt [2025-12-31T20:15:49.894530] [INFO ] [sig ] [127/3534] Completed ALGM in 0.3s | 2.84 sym/s | Total: 44.8s | ETA: 20.0m [2025-12-31T20:15:49.894585] [INFO ] [sig ] [128/3534] Forecasting ALGN... [2025-12-31T20:15:49.894617] [INFO ] [sig ] Generating forecast for: ALGN [2025-12-31T20:15:49.894647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'. [2025-12-31T20:15:49.907178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGN'. [2025-12-31T20:15:49.907467] [INFO ] [FORECASTER] Starting predict_future for ALGN [2025-12-31T20:15:49.908262] [DEBUG] [LOCAL ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt [2025-12-31T20:15:49.908314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:49.908345] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:49.908372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:49.908429] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:49.965620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:49.966213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:49.966290] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:49.966323] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:50.086300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:50.086439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:50.086479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:50.086507] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:50.089978] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=51.42%) [2025-12-31T20:15:50.090245] [INFO ] [FORECASTER] Completed predict_future for ALGN [2025-12-31T20:15:50.090368] [INFO ] [sig ] ALGN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:50.231714] [INFO ] [LOCAL ] Saved forecast: ALGN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALGN.txt [2025-12-31T20:15:50.231842] [INFO ] [sig ] [128/3534] Completed ALGN in 0.3s | 2.84 sym/s | Total: 45.1s | ETA: 20.0m [2025-12-31T20:15:50.231881] [INFO ] [sig ] [129/3534] Forecasting ALGS... [2025-12-31T20:15:50.231911] [INFO ] [sig ] Generating forecast for: ALGS [2025-12-31T20:15:50.231941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'. [2025-12-31T20:15:50.242894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALGS'. [2025-12-31T20:15:50.243158] [INFO ] [FORECASTER] Starting predict_future for ALGS [2025-12-31T20:15:50.243935] [DEBUG] [LOCAL ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt [2025-12-31T20:15:50.243986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:50.244042] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:50.244070] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:50.244128] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:50.305840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:50.306729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:50.306814] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:50.306847] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:50.433793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:50.433949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:50.433987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:50.434015] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:50.438070] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=87.34%) [2025-12-31T20:15:50.438337] [INFO ] [FORECASTER] Completed predict_future for ALGS [2025-12-31T20:15:50.438460] [INFO ] [sig ] ALGS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:50.582186] [INFO ] [LOCAL ] Saved forecast: ALGS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALGS.txt [2025-12-31T20:15:50.582307] [INFO ] [sig ] [129/3534] Completed ALGS in 0.4s | 2.84 sym/s | Total: 45.5s | ETA: 20.0m [2025-12-31T20:15:50.582347] [INFO ] [sig ] [130/3534] Forecasting ALHC... [2025-12-31T20:15:50.582376] [INFO ] [sig ] Generating forecast for: ALHC [2025-12-31T20:15:50.582405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'. [2025-12-31T20:15:50.593698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALHC'. [2025-12-31T20:15:50.593975] [INFO ] [FORECASTER] Starting predict_future for ALHC [2025-12-31T20:15:50.594747] [DEBUG] [LOCAL ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt [2025-12-31T20:15:50.594798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:50.594829] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:50.594856] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:50.594912] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:50.651944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:50.652557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:50.652652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:50.652684] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:50.775148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:50.775273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:50.775314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:50.775342] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:50.779037] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: UP (p=57.38%) [2025-12-31T20:15:50.779319] [INFO ] [FORECASTER] Completed predict_future for ALHC [2025-12-31T20:15:50.779445] [INFO ] [sig ] ALHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:50.977218] [INFO ] [LOCAL ] Saved forecast: ALHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALHC.txt [2025-12-31T20:15:50.977352] [INFO ] [sig ] [130/3534] Completed ALHC in 0.4s | 2.83 sym/s | Total: 45.9s | ETA: 20.0m [2025-12-31T20:15:50.977392] [INFO ] [sig ] [131/3534] Forecasting ALK... [2025-12-31T20:15:50.977421] [INFO ] [sig ] Generating forecast for: ALK [2025-12-31T20:15:50.977451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-12-31T20:15:50.989100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALK'. [2025-12-31T20:15:50.989392] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-12-31T20:15:50.990184] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-12-31T20:15:50.990236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:50.990269] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:50.990296] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:50.990353] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:51.048343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:51.049008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:51.049084] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:51.049117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:51.175214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:51.175360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:51.175399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:51.175427] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:51.178774] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=28.32%) [2025-12-31T20:15:51.179038] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-12-31T20:15:51.179159] [INFO ] [sig ] ALK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:51.319871] [INFO ] [LOCAL ] Saved forecast: ALK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALK.txt [2025-12-31T20:15:51.320031] [INFO ] [sig ] [131/3534] Completed ALK in 0.3s | 2.83 sym/s | Total: 46.2s | ETA: 20.0m [2025-12-31T20:15:51.320073] [INFO ] [sig ] [132/3534] Forecasting ALKS... [2025-12-31T20:15:51.320102] [INFO ] [sig ] Generating forecast for: ALKS [2025-12-31T20:15:51.320133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'. [2025-12-31T20:15:51.332206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALKS'. [2025-12-31T20:15:51.332591] [INFO ] [FORECASTER] Starting predict_future for ALKS [2025-12-31T20:15:51.333443] [DEBUG] [LOCAL ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt [2025-12-31T20:15:51.333498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:51.333531] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:51.333557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:51.333652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:51.392187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:51.393038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:51.393121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:51.393153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:51.514024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:51.514179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:51.514217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:51.514274] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:51.518057] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=12.14%) [2025-12-31T20:15:51.518328] [INFO ] [FORECASTER] Completed predict_future for ALKS [2025-12-31T20:15:51.518454] [INFO ] [sig ] ALKS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:51.660943] [INFO ] [LOCAL ] Saved forecast: ALKS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALKS.txt [2025-12-31T20:15:51.661089] [INFO ] [sig ] [132/3534] Completed ALKS in 0.3s | 2.84 sym/s | Total: 46.6s | ETA: 20.0m [2025-12-31T20:15:51.661132] [INFO ] [sig ] [133/3534] Forecasting ALL... [2025-12-31T20:15:51.661160] [INFO ] [sig ] Generating forecast for: ALL [2025-12-31T20:15:51.661190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-12-31T20:15:51.672785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALL'. [2025-12-31T20:15:51.673066] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-12-31T20:15:51.673887] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-12-31T20:15:51.673940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:51.673973] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:51.674000] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:51.674058] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:51.734137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:51.734975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:51.735051] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:51.735083] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:51.861525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:51.861672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:51.861712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:51.861740] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:51.865409] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=62.93%) [2025-12-31T20:15:51.865695] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-12-31T20:15:51.865819] [INFO ] [sig ] ALL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:52.005368] [INFO ] [LOCAL ] Saved forecast: ALL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALL.txt [2025-12-31T20:15:52.005533] [INFO ] [sig ] [133/3534] Completed ALL in 0.3s | 2.84 sym/s | Total: 46.9s | ETA: 20.0m [2025-12-31T20:15:52.005593] [INFO ] [sig ] [134/3534] Forecasting ALLE... [2025-12-31T20:15:52.005626] [INFO ] [sig ] Generating forecast for: ALLE [2025-12-31T20:15:52.005657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-12-31T20:15:52.016958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLE'. [2025-12-31T20:15:52.017232] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-12-31T20:15:52.018015] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-12-31T20:15:52.018067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:52.018098] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:52.018125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:52.018184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:52.076380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:52.077274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:52.077379] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:52.077437] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:52.206708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:52.206864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:52.206904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:52.206933] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:52.210339] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=38.33%) [2025-12-31T20:15:52.210641] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-12-31T20:15:52.210774] [INFO ] [sig ] ALLE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:52.352801] [INFO ] [LOCAL ] Saved forecast: ALLE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALLE.txt [2025-12-31T20:15:52.352954] [INFO ] [sig ] [134/3534] Completed ALLE in 0.3s | 2.84 sym/s | Total: 47.2s | ETA: 20.0m [2025-12-31T20:15:52.352995] [INFO ] [sig ] [135/3534] Forecasting ALLO... [2025-12-31T20:15:52.353027] [INFO ] [sig ] Generating forecast for: ALLO [2025-12-31T20:15:52.353059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'. [2025-12-31T20:15:52.364782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLO'. [2025-12-31T20:15:52.365157] [INFO ] [FORECASTER] Starting predict_future for ALLO [2025-12-31T20:15:52.366047] [DEBUG] [LOCAL ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt [2025-12-31T20:15:52.366103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:52.366137] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:52.366164] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:52.366222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:52.424814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:52.425737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:52.425827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:52.425861] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:52.546472] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:52.546642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:52.546686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:52.546714] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:52.550138] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-12-31T20:15:52.550424] [INFO ] [FORECASTER] Completed predict_future for ALLO [2025-12-31T20:15:52.550597] [INFO ] [sig ] ALLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:52.692245] [INFO ] [LOCAL ] Saved forecast: ALLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALLO.txt [2025-12-31T20:15:52.692373] [INFO ] [sig ] [135/3534] Completed ALLO in 0.3s | 2.84 sym/s | Total: 47.6s | ETA: 20.0m [2025-12-31T20:15:52.692412] [INFO ] [sig ] [136/3534] Forecasting ALLY... [2025-12-31T20:15:52.692441] [INFO ] [sig ] Generating forecast for: ALLY [2025-12-31T20:15:52.692470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-12-31T20:15:52.703929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALLY'. [2025-12-31T20:15:52.704244] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-12-31T20:15:52.705112] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-12-31T20:15:52.705176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:52.705210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:52.705237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:52.705295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:52.762887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:52.763570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:52.763666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:52.763699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:52.887748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:52.887903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:52.887944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:52.887973] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:52.891548] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-12-31T20:15:52.891842] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-12-31T20:15:52.891968] [INFO ] [sig ] ALLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:53.033047] [INFO ] [LOCAL ] Saved forecast: ALLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALLY.txt [2025-12-31T20:15:53.033185] [INFO ] [sig ] [136/3534] Completed ALLY in 0.3s | 2.84 sym/s | Total: 47.9s | ETA: 20.0m [2025-12-31T20:15:53.033225] [INFO ] [sig ] [137/3534] Forecasting ALMS... [2025-12-31T20:15:53.033255] [INFO ] [sig ] Generating forecast for: ALMS [2025-12-31T20:15:53.033286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'. [2025-12-31T20:15:53.046190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALMS'. [2025-12-31T20:15:53.046557] [INFO ] [FORECASTER] Starting predict_future for ALMS [2025-12-31T20:15:53.047397] [DEBUG] [LOCAL ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt [2025-12-31T20:15:53.047452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:53.047486] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:53.047513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:53.047605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:53.105834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:53.106524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:53.106640] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:53.106674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:53.232301] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:53.232449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:53.232487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:53.232516] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:53.235871] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=64.32%) [2025-12-31T20:15:53.236144] [INFO ] [FORECASTER] Completed predict_future for ALMS [2025-12-31T20:15:53.236269] [INFO ] [sig ] ALMS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:53.381551] [INFO ] [LOCAL ] Saved forecast: ALMS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALMS.txt [2025-12-31T20:15:53.381712] [INFO ] [sig ] [137/3534] Completed ALMS in 0.3s | 2.84 sym/s | Total: 48.3s | ETA: 19.9m [2025-12-31T20:15:53.381753] [INFO ] [sig ] [138/3534] Forecasting ALNY... [2025-12-31T20:15:53.381782] [INFO ] [sig ] Generating forecast for: ALNY [2025-12-31T20:15:53.381812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'. [2025-12-31T20:15:53.393189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALNY'. [2025-12-31T20:15:53.393501] [INFO ] [FORECASTER] Starting predict_future for ALNY [2025-12-31T20:15:53.394289] [DEBUG] [LOCAL ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt [2025-12-31T20:15:53.394343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:53.394375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:53.394402] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:53.394459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:53.452414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:53.453277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:53.453362] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:53.453394] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:53.575959] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:53.576108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:53.576147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:53.576176] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:53.579530] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=36.44%) [2025-12-31T20:15:53.579820] [INFO ] [FORECASTER] Completed predict_future for ALNY [2025-12-31T20:15:53.579946] [INFO ] [sig ] ALNY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:53.719876] [INFO ] [LOCAL ] Saved forecast: ALNY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALNY.txt [2025-12-31T20:15:53.720030] [INFO ] [sig ] [138/3534] Completed ALNY in 0.3s | 2.84 sym/s | Total: 48.6s | ETA: 19.9m [2025-12-31T20:15:53.720072] [INFO ] [sig ] [139/3534] Forecasting ALRM... [2025-12-31T20:15:53.720102] [INFO ] [sig ] Generating forecast for: ALRM [2025-12-31T20:15:53.720132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'. [2025-12-31T20:15:53.731306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRM'. [2025-12-31T20:15:53.731653] [INFO ] [FORECASTER] Starting predict_future for ALRM [2025-12-31T20:15:53.732420] [DEBUG] [LOCAL ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt [2025-12-31T20:15:53.732472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:53.732505] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:53.732532] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:53.732611] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:53.791560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:53.792257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:53.792363] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:53.792396] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:53.920848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:53.920988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:53.921027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:53.921056] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:53.924421] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: UP (p=93.17%) [2025-12-31T20:15:53.924712] [INFO ] [FORECASTER] Completed predict_future for ALRM [2025-12-31T20:15:53.924838] [INFO ] [sig ] ALRM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:54.068965] [INFO ] [LOCAL ] Saved forecast: ALRM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALRM.txt [2025-12-31T20:15:54.069102] [INFO ] [sig ] [139/3534] Completed ALRM in 0.3s | 2.84 sym/s | Total: 49.0s | ETA: 19.9m [2025-12-31T20:15:54.069147] [INFO ] [sig ] [140/3534] Forecasting ALRS... [2025-12-31T20:15:54.069178] [INFO ] [sig ] Generating forecast for: ALRS [2025-12-31T20:15:54.069210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'. [2025-12-31T20:15:54.081257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALRS'. [2025-12-31T20:15:54.081597] [INFO ] [FORECASTER] Starting predict_future for ALRS [2025-12-31T20:15:54.082386] [DEBUG] [LOCAL ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt [2025-12-31T20:15:54.082437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:54.082470] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:54.082497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:54.082556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:54.139542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:54.140207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:54.140284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:54.140317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:54.255372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:54.255491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:54.255528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:54.255557] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:54.258831] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=4.83%) [2025-12-31T20:15:54.259099] [INFO ] [FORECASTER] Completed predict_future for ALRS [2025-12-31T20:15:54.259219] [INFO ] [sig ] ALRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:54.402603] [INFO ] [LOCAL ] Saved forecast: ALRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALRS.txt [2025-12-31T20:15:54.402865] [INFO ] [sig ] [140/3534] Completed ALRS in 0.3s | 2.84 sym/s | Total: 49.3s | ETA: 19.9m [2025-12-31T20:15:54.402906] [INFO ] [sig ] [141/3534] Forecasting ALSN... [2025-12-31T20:15:54.402937] [INFO ] [sig ] Generating forecast for: ALSN [2025-12-31T20:15:54.402968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-12-31T20:15:54.415203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALSN'. [2025-12-31T20:15:54.415553] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-12-31T20:15:54.416460] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-12-31T20:15:54.416515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:54.416550] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:54.416616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:54.416683] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:54.477546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:54.478683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:54.478800] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:54.478852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:54.617060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:54.617211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:54.617251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:54.617279] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:54.620665] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=2.94%) [2025-12-31T20:15:54.620963] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-12-31T20:15:54.621089] [INFO ] [sig ] ALSN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:54.765970] [INFO ] [LOCAL ] Saved forecast: ALSN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALSN.txt [2025-12-31T20:15:54.766111] [INFO ] [sig ] [141/3534] Completed ALSN in 0.4s | 2.84 sym/s | Total: 49.7s | ETA: 19.9m [2025-12-31T20:15:54.766153] [INFO ] [sig ] [142/3534] Forecasting ALTG... [2025-12-31T20:15:54.766182] [INFO ] [sig ] Generating forecast for: ALTG [2025-12-31T20:15:54.766213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-12-31T20:15:54.777386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTG'. [2025-12-31T20:15:54.777728] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-12-31T20:15:54.778554] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-12-31T20:15:54.778637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:54.778677] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:54.778707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:54.778767] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:54.835545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:54.836282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:54.836363] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:54.836396] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:54.955860] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:54.956014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:54.956053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:54.956083] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:54.959568] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=45.78%) [2025-12-31T20:15:54.959871] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-12-31T20:15:54.960005] [INFO ] [sig ] ALTG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:55.099096] [INFO ] [LOCAL ] Saved forecast: ALTG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALTG.txt [2025-12-31T20:15:55.099303] [INFO ] [sig ] [142/3534] Completed ALTG in 0.3s | 2.84 sym/s | Total: 50.0s | ETA: 19.9m [2025-12-31T20:15:55.099371] [INFO ] [sig ] [143/3534] Forecasting ALTI... [2025-12-31T20:15:55.099414] [INFO ] [sig ] Generating forecast for: ALTI [2025-12-31T20:15:55.099456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'. [2025-12-31T20:15:55.111452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTI'. [2025-12-31T20:15:55.111863] [INFO ] [FORECASTER] Starting predict_future for ALTI [2025-12-31T20:15:55.112686] [DEBUG] [LOCAL ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt [2025-12-31T20:15:55.112742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:55.112776] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:55.112805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:55.112867] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:55.169826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:55.170620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:55.170713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:55.170746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:55.291732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:55.291881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:55.291945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:55.291977] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:55.295348] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=79.84%) [2025-12-31T20:15:55.295644] [INFO ] [FORECASTER] Completed predict_future for ALTI [2025-12-31T20:15:55.295770] [INFO ] [sig ] ALTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:55.436069] [INFO ] [LOCAL ] Saved forecast: ALTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALTI.txt [2025-12-31T20:15:55.436199] [INFO ] [sig ] [143/3534] Completed ALTI in 0.3s | 2.84 sym/s | Total: 50.3s | ETA: 19.9m [2025-12-31T20:15:55.436239] [INFO ] [sig ] [144/3534] Forecasting ALTS... [2025-12-31T20:15:55.436268] [INFO ] [sig ] Generating forecast for: ALTS [2025-12-31T20:15:55.436300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'. [2025-12-31T20:15:55.448036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTS'. [2025-12-31T20:15:55.448319] [INFO ] [FORECASTER] Starting predict_future for ALTS [2025-12-31T20:15:55.449161] [DEBUG] [LOCAL ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt [2025-12-31T20:15:55.449216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:55.449249] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:55.449306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:55.449367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:55.509324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:55.509943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:55.510017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:55.510049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:55.637240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:55.637394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:55.637434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:55.637462] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:55.641292] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=5.49%) [2025-12-31T20:15:55.641598] [INFO ] [FORECASTER] Completed predict_future for ALTS [2025-12-31T20:15:55.641749] [INFO ] [sig ] ALTS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:55.784304] [INFO ] [LOCAL ] Saved forecast: ALTS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALTS.txt [2025-12-31T20:15:55.784453] [INFO ] [sig ] [144/3534] Completed ALTS in 0.3s | 2.84 sym/s | Total: 50.7s | ETA: 19.9m [2025-12-31T20:15:55.784493] [INFO ] [sig ] [145/3534] Forecasting ALTY... [2025-12-31T20:15:55.784523] [INFO ] [sig ] Generating forecast for: ALTY [2025-12-31T20:15:55.784553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'. [2025-12-31T20:15:55.795202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALTY'. [2025-12-31T20:15:55.795515] [INFO ] [FORECASTER] Starting predict_future for ALTY [2025-12-31T20:15:55.796309] [DEBUG] [LOCAL ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt [2025-12-31T20:15:55.796362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:55.796395] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:55.796422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:55.796480] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:55.853569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:55.854338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:55.854420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:55.854452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:55.965623] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:55.965965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:55.966004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:55.966033] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:55.969708] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=57.95%) [2025-12-31T20:15:55.970210] [INFO ] [FORECASTER] Completed predict_future for ALTY [2025-12-31T20:15:55.970343] [INFO ] [sig ] ALTY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:56.120104] [INFO ] [LOCAL ] Saved forecast: ALTY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALTY.txt [2025-12-31T20:15:56.120240] [INFO ] [sig ] [145/3534] Completed ALTY in 0.3s | 2.84 sym/s | Total: 51.0s | ETA: 19.9m [2025-12-31T20:15:56.120280] [INFO ] [sig ] [146/3534] Forecasting ALVO... [2025-12-31T20:15:56.120309] [INFO ] [sig ] Generating forecast for: ALVO [2025-12-31T20:15:56.120339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'. [2025-12-31T20:15:56.132258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALVO'. [2025-12-31T20:15:56.132569] [INFO ] [FORECASTER] Starting predict_future for ALVO [2025-12-31T20:15:56.133358] [DEBUG] [LOCAL ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt [2025-12-31T20:15:56.133410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:56.133469] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:56.133498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:56.133557] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:56.192319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:56.193053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:56.193132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:56.193165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:56.314263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:56.314413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:56.314452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:56.314481] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:56.317856] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=79.40%) [2025-12-31T20:15:56.318138] [INFO ] [FORECASTER] Completed predict_future for ALVO [2025-12-31T20:15:56.318268] [INFO ] [sig ] ALVO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:56.460207] [INFO ] [LOCAL ] Saved forecast: ALVO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALVO.txt [2025-12-31T20:15:56.460362] [INFO ] [sig ] [146/3534] Completed ALVO in 0.3s | 2.84 sym/s | Total: 51.4s | ETA: 19.9m [2025-12-31T20:15:56.460406] [INFO ] [sig ] [147/3534] Forecasting ALX... [2025-12-31T20:15:56.460436] [INFO ] [sig ] Generating forecast for: ALX [2025-12-31T20:15:56.460468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-12-31T20:15:56.472633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALX'. [2025-12-31T20:15:56.472955] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-12-31T20:15:56.473796] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-12-31T20:15:56.473849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:56.473907] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:56.473937] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:56.473995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:56.531143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:56.531848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:56.531928] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:56.531960] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:56.653325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:56.653486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:56.653527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:56.653557] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:56.657479] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=18.31%) [2025-12-31T20:15:56.657814] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-12-31T20:15:56.657947] [INFO ] [sig ] ALX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:56.797179] [INFO ] [LOCAL ] Saved forecast: ALX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALX.txt [2025-12-31T20:15:56.797338] [INFO ] [sig ] [147/3534] Completed ALX in 0.3s | 2.84 sym/s | Total: 51.7s | ETA: 19.8m [2025-12-31T20:15:56.797378] [INFO ] [sig ] [148/3534] Forecasting ALXO... [2025-12-31T20:15:56.797409] [INFO ] [sig ] Generating forecast for: ALXO [2025-12-31T20:15:56.797440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'. [2025-12-31T20:15:56.813477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALXO'. [2025-12-31T20:15:56.813869] [INFO ] [FORECASTER] Starting predict_future for ALXO [2025-12-31T20:15:56.814696] [DEBUG] [LOCAL ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt [2025-12-31T20:15:56.814749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:56.814790] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:56.814819] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:56.814881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:56.870807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:56.871691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:56.871786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:56.871821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:56.988736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:56.988899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:56.988938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:56.988966] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:56.992380] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: UP (p=73.35%) [2025-12-31T20:15:56.992692] [INFO ] [FORECASTER] Completed predict_future for ALXO [2025-12-31T20:15:56.992823] [INFO ] [sig ] ALXO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:57.131946] [INFO ] [LOCAL ] Saved forecast: ALXO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ALXO.txt [2025-12-31T20:15:57.132096] [INFO ] [sig ] [148/3534] Completed ALXO in 0.3s | 2.84 sym/s | Total: 52.0s | ETA: 19.8m [2025-12-31T20:15:57.132137] [INFO ] [sig ] [149/3534] Forecasting ALZN... [2025-12-31T20:15:57.132167] [INFO ] [sig ] Generating forecast for: ALZN [2025-12-31T20:15:57.132198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'. [2025-12-31T20:15:57.142996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ALZN'. [2025-12-31T20:15:57.143360] [INFO ] [FORECASTER] Starting predict_future for ALZN [2025-12-31T20:15:57.144169] [DEBUG] [LOCAL ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt [2025-12-31T20:15:57.144221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:57.144254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:57.144280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:57.144336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:57.200981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:57.201885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:57.201970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:57.202004] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:57.322929] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:57.323093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:57.323134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:57.323199] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:57.326686] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: DOWN (p=33.38%) [2025-12-31T20:15:57.326986] [INFO ] [FORECASTER] Completed predict_future for ALZN [2025-12-31T20:15:57.327117] [INFO ] [sig ] ALZN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:57.467378] [INFO ] [LOCAL ] Saved forecast: ALZN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ALZN.txt [2025-12-31T20:15:57.467527] [INFO ] [sig ] [149/3534] Completed ALZN in 0.3s | 2.85 sym/s | Total: 52.4s | ETA: 19.8m [2025-12-31T20:15:57.467588] [INFO ] [sig ] [150/3534] Forecasting AM... [2025-12-31T20:15:57.467622] [INFO ] [sig ] Generating forecast for: AM [2025-12-31T20:15:57.467655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-12-31T20:15:57.479439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AM'. [2025-12-31T20:15:57.479835] [INFO ] [FORECASTER] Starting predict_future for AM [2025-12-31T20:15:57.480636] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-12-31T20:15:57.480690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:57.480722] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:57.480749] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:57.480979] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:57.538798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:57.539710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:57.539805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:57.539837] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:57.660082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:57.660250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:57.660291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:57.660321] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:57.663859] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-12-31T20:15:57.664159] [INFO ] [FORECASTER] Completed predict_future for AM [2025-12-31T20:15:57.664288] [INFO ] [sig ] AM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:57.819233] [INFO ] [LOCAL ] Saved forecast: AM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AM.txt [2025-12-31T20:15:57.819443] [INFO ] [sig ] [150/3534] Completed AM in 0.4s | 2.85 sym/s | Total: 52.7s | ETA: 19.8m [2025-12-31T20:15:57.819486] [INFO ] [sig ] [151/3534] Forecasting AMAL... [2025-12-31T20:15:57.819522] [INFO ] [sig ] Generating forecast for: AMAL [2025-12-31T20:15:57.819555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'. [2025-12-31T20:15:57.832077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMAL'. [2025-12-31T20:15:57.832511] [INFO ] [FORECASTER] Starting predict_future for AMAL [2025-12-31T20:15:57.833317] [DEBUG] [LOCAL ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt [2025-12-31T20:15:57.833370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:57.833402] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:57.833429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:57.833505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:57.891601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:57.892503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:57.892611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:57.892648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:58.029773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:58.029960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:58.030014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:58.030060] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:58.035701] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=93.18%) [2025-12-31T20:15:58.036165] [INFO ] [FORECASTER] Completed predict_future for AMAL [2025-12-31T20:15:58.036346] [INFO ] [sig ] AMAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:58.189390] [INFO ] [LOCAL ] Saved forecast: AMAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMAL.txt [2025-12-31T20:15:58.189558] [INFO ] [sig ] [151/3534] Completed AMAL in 0.4s | 2.84 sym/s | Total: 53.1s | ETA: 19.8m [2025-12-31T20:15:58.189620] [INFO ] [sig ] [152/3534] Forecasting AMBA... [2025-12-31T20:15:58.189651] [INFO ] [sig ] Generating forecast for: AMBA [2025-12-31T20:15:58.189686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'. [2025-12-31T20:15:58.203152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBA'. [2025-12-31T20:15:58.203553] [INFO ] [FORECASTER] Starting predict_future for AMBA [2025-12-31T20:15:58.204389] [DEBUG] [LOCAL ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt [2025-12-31T20:15:58.204442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:58.204476] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:58.204504] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:58.204563] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:58.263765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:58.264657] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:58.264743] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:58.264775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:58.395242] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:58.395405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:58.395445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:58.395474] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:58.399511] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=95.04%) [2025-12-31T20:15:58.399888] [INFO ] [FORECASTER] Completed predict_future for AMBA [2025-12-31T20:15:58.400027] [INFO ] [sig ] AMBA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:58.550275] [INFO ] [LOCAL ] Saved forecast: AMBA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMBA.txt [2025-12-31T20:15:58.550432] [INFO ] [sig ] [152/3534] Completed AMBA in 0.4s | 2.84 sym/s | Total: 53.4s | ETA: 19.8m [2025-12-31T20:15:58.550475] [INFO ] [sig ] [153/3534] Forecasting AMBP... [2025-12-31T20:15:58.550504] [INFO ] [sig ] Generating forecast for: AMBP [2025-12-31T20:15:58.550534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-12-31T20:15:58.566610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMBP'. [2025-12-31T20:15:58.567220] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-12-31T20:15:58.568496] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-12-31T20:15:58.568553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:58.568613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:58.568644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:58.568704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:58.635227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:58.636554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:58.636711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:58.636779] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:58.765110] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:58.765362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:58.765447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:58.765483] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:58.769718] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=65.59%) [2025-12-31T20:15:58.770086] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-12-31T20:15:58.770245] [INFO ] [sig ] AMBP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:15:58.922673] [INFO ] [LOCAL ] Saved forecast: AMBP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMBP.txt [2025-12-31T20:15:58.922889] [INFO ] [sig ] [153/3534] Completed AMBP in 0.4s | 2.84 sym/s | Total: 53.8s | ETA: 19.8m [2025-12-31T20:15:58.922934] [INFO ] [sig ] [154/3534] Forecasting AMC... [2025-12-31T20:15:58.922963] [INFO ] [sig ] Generating forecast for: AMC [2025-12-31T20:15:58.922995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-12-31T20:15:58.936771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMC'. [2025-12-31T20:15:58.937148] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-12-31T20:15:58.938120] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-12-31T20:15:58.938175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:58.938209] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:58.938236] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:58.938298] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:58.999529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:59.000718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:59.000828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:59.000865] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:59.129752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:59.130009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:59.130085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:59.130147] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:59.134739] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=9.95%) [2025-12-31T20:15:59.135074] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-12-31T20:15:59.135225] [INFO ] [sig ] AMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:59.314405] [INFO ] [LOCAL ] Saved forecast: AMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMC.txt [2025-12-31T20:15:59.314733] [INFO ] [sig ] [154/3534] Completed AMC in 0.4s | 2.84 sym/s | Total: 54.2s | ETA: 19.8m [2025-12-31T20:15:59.314815] [INFO ] [sig ] [155/3534] Forecasting AMCX... [2025-12-31T20:15:59.314882] [INFO ] [sig ] Generating forecast for: AMCX [2025-12-31T20:15:59.314941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'. [2025-12-31T20:15:59.330123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMCX'. [2025-12-31T20:15:59.331002] [INFO ] [FORECASTER] Starting predict_future for AMCX [2025-12-31T20:15:59.332249] [DEBUG] [LOCAL ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt [2025-12-31T20:15:59.332305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:59.332340] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:59.332380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:59.332473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:59.400123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:59.401512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:59.401687] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:59.401724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:59.537355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:59.537619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:59.537674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:59.537709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:59.542239] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-12-31T20:15:59.542693] [INFO ] [FORECASTER] Completed predict_future for AMCX [2025-12-31T20:15:59.542860] [INFO ] [sig ] AMCX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:15:59.701748] [INFO ] [LOCAL ] Saved forecast: AMCX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMCX.txt [2025-12-31T20:15:59.701974] [INFO ] [sig ] [155/3534] Completed AMCX in 0.4s | 2.84 sym/s | Total: 54.6s | ETA: 19.8m [2025-12-31T20:15:59.702025] [INFO ] [sig ] [156/3534] Forecasting AMD... [2025-12-31T20:15:59.702056] [INFO ] [sig ] Generating forecast for: AMD [2025-12-31T20:15:59.702090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'. [2025-12-31T20:15:59.717481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMD'. [2025-12-31T20:15:59.718034] [INFO ] [FORECASTER] Starting predict_future for AMD [2025-12-31T20:15:59.719037] [DEBUG] [LOCAL ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt [2025-12-31T20:15:59.719108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:15:59.719163] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:15:59.719200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:15:59.719285] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:15:59.796528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:15:59.797492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:15:59.797652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:15:59.797703] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:15:59.926446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:15:59.926616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:15:59.926661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:15:59.926691] [INFO ] [FORECASTER] Training complete [2025-12-31T20:15:59.930078] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=89.84%) [2025-12-31T20:15:59.930363] [INFO ] [FORECASTER] Completed predict_future for AMD [2025-12-31T20:15:59.930488] [INFO ] [sig ] AMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:00.068699] [INFO ] [LOCAL ] Saved forecast: AMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMD.txt [2025-12-31T20:16:00.068831] [INFO ] [sig ] [156/3534] Completed AMD in 0.4s | 2.84 sym/s | Total: 55.0s | ETA: 19.8m [2025-12-31T20:16:00.068871] [INFO ] [sig ] [157/3534] Forecasting AMDL... [2025-12-31T20:16:00.068902] [INFO ] [sig ] Generating forecast for: AMDL [2025-12-31T20:16:00.068932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'. [2025-12-31T20:16:00.080043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMDL'. [2025-12-31T20:16:00.080327] [INFO ] [FORECASTER] Starting predict_future for AMDL [2025-12-31T20:16:00.081127] [DEBUG] [LOCAL ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt [2025-12-31T20:16:00.081179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:00.081212] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:00.081240] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:00.081298] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:00.138467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:00.139341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:00.139430] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:00.139464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:00.271719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:00.271857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:00.271902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:00.271932] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:00.275485] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=95.45%) [2025-12-31T20:16:00.275799] [INFO ] [FORECASTER] Completed predict_future for AMDL [2025-12-31T20:16:00.275930] [INFO ] [sig ] AMDL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:00.418953] [INFO ] [LOCAL ] Saved forecast: AMDL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMDL.txt [2025-12-31T20:16:00.419307] [INFO ] [sig ] [157/3534] Completed AMDL in 0.4s | 2.84 sym/s | Total: 55.3s | ETA: 19.8m [2025-12-31T20:16:00.419363] [INFO ] [sig ] [158/3534] Forecasting AME... [2025-12-31T20:16:00.419394] [INFO ] [sig ] Generating forecast for: AME [2025-12-31T20:16:00.419425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-12-31T20:16:00.435431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AME'. [2025-12-31T20:16:00.435749] [INFO ] [FORECASTER] Starting predict_future for AME [2025-12-31T20:16:00.436511] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-12-31T20:16:00.436563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:00.436618] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:00.436656] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:00.436715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:00.506754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:00.507386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:00.507470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:00.507502] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:00.630596] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:00.630744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:00.630783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:00.630811] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:00.634337] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=0.61%) [2025-12-31T20:16:00.634619] [INFO ] [FORECASTER] Completed predict_future for AME [2025-12-31T20:16:00.634747] [INFO ] [sig ] AME: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:00.773603] [INFO ] [LOCAL ] Saved forecast: AME 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AME.txt [2025-12-31T20:16:00.773738] [INFO ] [sig ] [158/3534] Completed AME in 0.4s | 2.84 sym/s | Total: 55.7s | ETA: 19.8m [2025-12-31T20:16:00.773778] [INFO ] [sig ] [159/3534] Forecasting AMG... [2025-12-31T20:16:00.773811] [INFO ] [sig ] Generating forecast for: AMG [2025-12-31T20:16:00.773841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-12-31T20:16:00.785104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMG'. [2025-12-31T20:16:00.785405] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-12-31T20:16:00.786207] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-12-31T20:16:00.786259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:00.786292] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:00.786318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:00.786376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:00.843669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:00.844502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:00.844603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:00.844639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:00.958798] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:00.958937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:00.958974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:00.959003] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:00.962288] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=94.44%) [2025-12-31T20:16:00.962559] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-12-31T20:16:00.962697] [INFO ] [sig ] AMG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:01.107870] [INFO ] [LOCAL ] Saved forecast: AMG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMG.txt [2025-12-31T20:16:01.108033] [INFO ] [sig ] [159/3534] Completed AMG in 0.3s | 2.84 sym/s | Total: 56.0s | ETA: 19.8m [2025-12-31T20:16:01.108074] [INFO ] [sig ] [160/3534] Forecasting AMGN... [2025-12-31T20:16:01.108103] [INFO ] [sig ] Generating forecast for: AMGN [2025-12-31T20:16:01.108133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'. [2025-12-31T20:16:01.119069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMGN'. [2025-12-31T20:16:01.119397] [INFO ] [FORECASTER] Starting predict_future for AMGN [2025-12-31T20:16:01.120215] [DEBUG] [LOCAL ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt [2025-12-31T20:16:01.120268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:01.120303] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:01.120332] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:01.120391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:01.178214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:01.178936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:01.179020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:01.179053] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:01.294735] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:01.294896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:01.294935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:01.294964] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:01.298313] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=4.00%) [2025-12-31T20:16:01.298599] [INFO ] [FORECASTER] Completed predict_future for AMGN [2025-12-31T20:16:01.298730] [INFO ] [sig ] AMGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:01.438816] [INFO ] [LOCAL ] Saved forecast: AMGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMGN.txt [2025-12-31T20:16:01.438955] [INFO ] [sig ] [160/3534] Completed AMGN in 0.3s | 2.84 sym/s | Total: 56.3s | ETA: 19.8m [2025-12-31T20:16:01.438996] [INFO ] [sig ] [161/3534] Forecasting AMH... [2025-12-31T20:16:01.439024] [INFO ] [sig ] Generating forecast for: AMH [2025-12-31T20:16:01.439054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-12-31T20:16:01.450745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMH'. [2025-12-31T20:16:01.451036] [INFO ] [FORECASTER] Starting predict_future for AMH [2025-12-31T20:16:01.451832] [DEBUG] [LOCAL ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt [2025-12-31T20:16:01.451884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:01.451916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:01.451944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:01.452001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:01.508259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:01.508919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:01.509201] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:01.509236] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:01.624672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:01.624830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:01.624871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:01.624900] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:01.628282] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=43.38%) [2025-12-31T20:16:01.628563] [INFO ] [FORECASTER] Completed predict_future for AMH [2025-12-31T20:16:01.628705] [INFO ] [sig ] AMH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:01.767381] [INFO ] [LOCAL ] Saved forecast: AMH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMH.txt [2025-12-31T20:16:01.767513] [INFO ] [sig ] [161/3534] Completed AMH in 0.3s | 2.84 sym/s | Total: 56.7s | ETA: 19.8m [2025-12-31T20:16:01.767553] [INFO ] [sig ] [162/3534] Forecasting AMLX... [2025-12-31T20:16:01.767600] [INFO ] [sig ] Generating forecast for: AMLX [2025-12-31T20:16:01.767648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'. [2025-12-31T20:16:01.779976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMLX'. [2025-12-31T20:16:01.780261] [INFO ] [FORECASTER] Starting predict_future for AMLX [2025-12-31T20:16:01.781055] [DEBUG] [LOCAL ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt [2025-12-31T20:16:01.781107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:01.781140] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:01.781166] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:01.781223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:01.837479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:01.838102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:01.838179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:01.838212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:01.953159] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:01.953319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:01.953358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:01.953388] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:01.956761] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=24.24%) [2025-12-31T20:16:01.957053] [INFO ] [FORECASTER] Completed predict_future for AMLX [2025-12-31T20:16:01.957175] [INFO ] [sig ] AMLX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:02.097348] [INFO ] [LOCAL ] Saved forecast: AMLX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMLX.txt [2025-12-31T20:16:02.097487] [INFO ] [sig ] [162/3534] Completed AMLX in 0.3s | 2.84 sym/s | Total: 57.0s | ETA: 19.8m [2025-12-31T20:16:02.097529] [INFO ] [sig ] [163/3534] Forecasting AMN... [2025-12-31T20:16:02.097558] [INFO ] [sig ] Generating forecast for: AMN [2025-12-31T20:16:02.097608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-12-31T20:16:02.113482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMN'. [2025-12-31T20:16:02.114141] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-12-31T20:16:02.115323] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-12-31T20:16:02.115411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:02.115502] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:02.115536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:02.115624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:02.185269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:02.186658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:02.186780] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:02.186817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:02.313931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:02.314099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:02.314139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:02.314170] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:02.317601] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=56.11%) [2025-12-31T20:16:02.317887] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-12-31T20:16:02.318017] [INFO ] [sig ] AMN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:02.464328] [INFO ] [LOCAL ] Saved forecast: AMN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMN.txt [2025-12-31T20:16:02.464502] [INFO ] [sig ] [163/3534] Completed AMN in 0.4s | 2.84 sym/s | Total: 57.4s | ETA: 19.8m [2025-12-31T20:16:02.464545] [INFO ] [sig ] [164/3534] Forecasting AMP... [2025-12-31T20:16:02.464594] [INFO ] [sig ] Generating forecast for: AMP [2025-12-31T20:16:02.464628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-12-31T20:16:02.479969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMP'. [2025-12-31T20:16:02.480379] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-12-31T20:16:02.481404] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-12-31T20:16:02.481467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:02.481510] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:02.481546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:02.481644] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:02.543460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:02.544549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:02.544660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:02.544695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:02.665182] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:02.665344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:02.665384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:02.665412] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:02.668774] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=20.35%) [2025-12-31T20:16:02.669051] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-12-31T20:16:02.669173] [INFO ] [sig ] AMP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:02.811554] [INFO ] [LOCAL ] Saved forecast: AMP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMP.txt [2025-12-31T20:16:02.811712] [INFO ] [sig ] [164/3534] Completed AMP in 0.3s | 2.84 sym/s | Total: 57.7s | ETA: 19.8m [2025-12-31T20:16:02.811754] [INFO ] [sig ] [165/3534] Forecasting AMPG... [2025-12-31T20:16:02.811802] [INFO ] [sig ] Generating forecast for: AMPG [2025-12-31T20:16:02.811833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'. [2025-12-31T20:16:02.823440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPG'. [2025-12-31T20:16:02.823752] [INFO ] [FORECASTER] Starting predict_future for AMPG [2025-12-31T20:16:02.824517] [DEBUG] [LOCAL ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt [2025-12-31T20:16:02.824588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:02.824624] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:02.824651] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:02.824709] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:02.881767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:02.882509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:02.882606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:02.882641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:03.002312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:03.002471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:03.002511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:03.002539] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:03.005944] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: DOWN (p=4.38%) [2025-12-31T20:16:03.006219] [INFO ] [FORECASTER] Completed predict_future for AMPG [2025-12-31T20:16:03.006342] [INFO ] [sig ] AMPG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:03.144187] [INFO ] [LOCAL ] Saved forecast: AMPG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMPG.txt [2025-12-31T20:16:03.144358] [INFO ] [sig ] [165/3534] Completed AMPG in 0.3s | 2.84 sym/s | Total: 58.0s | ETA: 19.7m [2025-12-31T20:16:03.144404] [INFO ] [sig ] [166/3534] Forecasting AMPH... [2025-12-31T20:16:03.144433] [INFO ] [sig ] Generating forecast for: AMPH [2025-12-31T20:16:03.144465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'. [2025-12-31T20:16:03.155905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPH'. [2025-12-31T20:16:03.156239] [INFO ] [FORECASTER] Starting predict_future for AMPH [2025-12-31T20:16:03.157078] [DEBUG] [LOCAL ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt [2025-12-31T20:16:03.157130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:03.157162] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:03.157189] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:03.157247] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:03.213124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:03.213901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:03.213984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:03.214016] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:03.340149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:03.340344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:03.340396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:03.340463] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:03.344375] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=16.85%) [2025-12-31T20:16:03.344730] [INFO ] [FORECASTER] Completed predict_future for AMPH [2025-12-31T20:16:03.344877] [INFO ] [sig ] AMPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:03.484170] [INFO ] [LOCAL ] Saved forecast: AMPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMPH.txt [2025-12-31T20:16:03.484333] [INFO ] [sig ] [166/3534] Completed AMPH in 0.3s | 2.84 sym/s | Total: 58.4s | ETA: 19.7m [2025-12-31T20:16:03.484384] [INFO ] [sig ] [167/3534] Forecasting AMPL... [2025-12-31T20:16:03.484415] [INFO ] [sig ] Generating forecast for: AMPL [2025-12-31T20:16:03.484446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'. [2025-12-31T20:16:03.496138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPL'. [2025-12-31T20:16:03.496440] [INFO ] [FORECASTER] Starting predict_future for AMPL [2025-12-31T20:16:03.497476] [DEBUG] [LOCAL ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt [2025-12-31T20:16:03.497528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:03.497560] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:03.497605] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:03.497664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:03.555679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:03.556565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:03.556663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:03.556696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:03.678532] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:03.678724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:03.678766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:03.678797] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:03.682489] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=3.10%) [2025-12-31T20:16:03.682823] [INFO ] [FORECASTER] Completed predict_future for AMPL [2025-12-31T20:16:03.682969] [INFO ] [sig ] AMPL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:03.825913] [INFO ] [LOCAL ] Saved forecast: AMPL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMPL.txt [2025-12-31T20:16:03.826053] [INFO ] [sig ] [167/3534] Completed AMPL in 0.3s | 2.84 sym/s | Total: 58.7s | ETA: 19.7m [2025-12-31T20:16:03.826095] [INFO ] [sig ] [168/3534] Forecasting AMPX... [2025-12-31T20:16:03.826125] [INFO ] [sig ] Generating forecast for: AMPX [2025-12-31T20:16:03.826155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-12-31T20:16:03.837240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMPX'. [2025-12-31T20:16:03.837537] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-12-31T20:16:03.838321] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-12-31T20:16:03.838373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:03.838414] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:03.838442] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:03.838501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:03.894550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:03.895347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:03.895430] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:03.895463] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:04.019538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:04.019742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:04.019791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:04.019822] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:04.023283] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=6.08%) [2025-12-31T20:16:04.023586] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-12-31T20:16:04.023716] [INFO ] [sig ] AMPX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:04.164864] [INFO ] [LOCAL ] Saved forecast: AMPX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMPX.txt [2025-12-31T20:16:04.165000] [INFO ] [sig ] [168/3534] Completed AMPX in 0.3s | 2.84 sym/s | Total: 59.1s | ETA: 19.7m [2025-12-31T20:16:04.165049] [INFO ] [sig ] [169/3534] Forecasting AMRC... [2025-12-31T20:16:04.165267] [INFO ] [sig ] Generating forecast for: AMRC [2025-12-31T20:16:04.165299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-12-31T20:16:04.178616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRC'. [2025-12-31T20:16:04.178894] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-12-31T20:16:04.179694] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-12-31T20:16:04.179746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:04.179778] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:04.179806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:04.179863] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:04.236856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:04.237484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:04.237563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:04.237612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:04.362266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:04.362424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:04.362461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:04.362489] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:04.365832] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=5.88%) [2025-12-31T20:16:04.366105] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-12-31T20:16:04.366228] [INFO ] [sig ] AMRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:04.508593] [INFO ] [LOCAL ] Saved forecast: AMRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMRC.txt [2025-12-31T20:16:04.508733] [INFO ] [sig ] [169/3534] Completed AMRC in 0.3s | 2.85 sym/s | Total: 59.4s | ETA: 19.7m [2025-12-31T20:16:04.508776] [INFO ] [sig ] [170/3534] Forecasting AMRN... [2025-12-31T20:16:04.508807] [INFO ] [sig ] Generating forecast for: AMRN [2025-12-31T20:16:04.508837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'. [2025-12-31T20:16:04.520832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRN'. [2025-12-31T20:16:04.521289] [INFO ] [FORECASTER] Starting predict_future for AMRN [2025-12-31T20:16:04.522084] [DEBUG] [LOCAL ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt [2025-12-31T20:16:04.522136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:04.522169] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:04.522196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:04.522254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:04.580597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:04.581353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:04.581433] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:04.581466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:04.703347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:04.703495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:04.703539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:04.703569] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:04.707289] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=9.01%) [2025-12-31T20:16:04.707561] [INFO ] [FORECASTER] Completed predict_future for AMRN [2025-12-31T20:16:04.707701] [INFO ] [sig ] AMRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:04.852505] [INFO ] [LOCAL ] Saved forecast: AMRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMRN.txt [2025-12-31T20:16:04.852664] [INFO ] [sig ] [170/3534] Completed AMRN in 0.3s | 2.85 sym/s | Total: 59.7s | ETA: 19.7m [2025-12-31T20:16:04.852706] [INFO ] [sig ] [171/3534] Forecasting AMRX... [2025-12-31T20:16:04.852735] [INFO ] [sig ] Generating forecast for: AMRX [2025-12-31T20:16:04.852764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'. [2025-12-31T20:16:04.865855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMRX'. [2025-12-31T20:16:04.866235] [INFO ] [FORECASTER] Starting predict_future for AMRX [2025-12-31T20:16:04.867287] [DEBUG] [LOCAL ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt [2025-12-31T20:16:04.867367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:04.867417] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:04.867460] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:04.867546] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:04.941533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:04.942391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:04.942474] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:04.942507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:05.082774] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:05.082953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:05.083193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:05.083227] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:05.086917] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=97.08%) [2025-12-31T20:16:05.087278] [INFO ] [FORECASTER] Completed predict_future for AMRX [2025-12-31T20:16:05.087436] [INFO ] [sig ] AMRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:05.240662] [INFO ] [LOCAL ] Saved forecast: AMRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMRX.txt [2025-12-31T20:16:05.240851] [INFO ] [sig ] [171/3534] Completed AMRX in 0.4s | 2.84 sym/s | Total: 1.0m | ETA: 19.7m [2025-12-31T20:16:05.240894] [INFO ] [sig ] [172/3534] Forecasting AMSC... [2025-12-31T20:16:05.240925] [INFO ] [sig ] Generating forecast for: AMSC [2025-12-31T20:16:05.240955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'. [2025-12-31T20:16:05.253468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSC'. [2025-12-31T20:16:05.253907] [INFO ] [FORECASTER] Starting predict_future for AMSC [2025-12-31T20:16:05.254865] [DEBUG] [LOCAL ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt [2025-12-31T20:16:05.254918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:05.254961] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:05.255019] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:05.255106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:05.314196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:05.315130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:05.315215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:05.315248] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:05.434853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:05.434966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:05.435003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:05.435032] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:05.438141] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=86.97%) [2025-12-31T20:16:05.438424] [INFO ] [FORECASTER] Completed predict_future for AMSC [2025-12-31T20:16:05.438548] [INFO ] [sig ] AMSC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:05.580631] [INFO ] [LOCAL ] Saved forecast: AMSC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMSC.txt [2025-12-31T20:16:05.580798] [INFO ] [sig ] [172/3534] Completed AMSC in 0.3s | 2.84 sym/s | Total: 1.0m | ETA: 19.7m [2025-12-31T20:16:05.580841] [INFO ] [sig ] [173/3534] Forecasting AMSF... [2025-12-31T20:16:05.580873] [INFO ] [sig ] Generating forecast for: AMSF [2025-12-31T20:16:05.580905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'. [2025-12-31T20:16:05.592113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMSF'. [2025-12-31T20:16:05.592454] [INFO ] [FORECASTER] Starting predict_future for AMSF [2025-12-31T20:16:05.593422] [DEBUG] [LOCAL ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt [2025-12-31T20:16:05.593474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:05.593505] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:05.593533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:05.593611] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:05.652040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:05.652944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:05.653061] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:05.653094] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:05.776783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:05.777138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:05.777178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:05.777208] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:05.780650] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=39.78%) [2025-12-31T20:16:05.780946] [INFO ] [FORECASTER] Completed predict_future for AMSF [2025-12-31T20:16:05.781079] [INFO ] [sig ] AMSF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:05.934337] [INFO ] [LOCAL ] Saved forecast: AMSF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMSF.txt [2025-12-31T20:16:05.934536] [INFO ] [sig ] [173/3534] Completed AMSF in 0.4s | 2.84 sym/s | Total: 1.0m | ETA: 19.7m [2025-12-31T20:16:05.934600] [INFO ] [sig ] [174/3534] Forecasting AMTB... [2025-12-31T20:16:05.934634] [INFO ] [sig ] Generating forecast for: AMTB [2025-12-31T20:16:05.934665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-12-31T20:16:06.093902] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTB'. [2025-12-31T20:16:06.094411] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-12-31T20:16:06.095659] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-12-31T20:16:06.095732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:06.095789] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:06.095839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:06.095934] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:06.166627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:06.167591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:06.167683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:06.167717] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:06.292740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:06.292941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:06.292991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:06.293027] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:06.296734] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=47.21%) [2025-12-31T20:16:06.297180] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-12-31T20:16:06.297351] [INFO ] [sig ] AMTB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:06.466201] [INFO ] [LOCAL ] Saved forecast: AMTB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMTB.txt [2025-12-31T20:16:06.466387] [INFO ] [sig ] [174/3534] Completed AMTB in 0.5s | 2.84 sym/s | Total: 1.0m | ETA: 19.7m [2025-12-31T20:16:06.466437] [INFO ] [sig ] [175/3534] Forecasting AMTX... [2025-12-31T20:16:06.466471] [INFO ] [sig ] Generating forecast for: AMTX [2025-12-31T20:16:06.466504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'. [2025-12-31T20:16:06.481156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMTX'. [2025-12-31T20:16:06.481734] [INFO ] [FORECASTER] Starting predict_future for AMTX [2025-12-31T20:16:06.482881] [DEBUG] [LOCAL ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt [2025-12-31T20:16:06.482944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:06.482980] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:06.483007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:06.483067] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:06.568000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:06.569216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:06.569379] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:06.569434] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:06.722687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:06.722889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:06.722944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:06.722986] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:06.728324] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-12-31T20:16:06.728767] [INFO ] [FORECASTER] Completed predict_future for AMTX [2025-12-31T20:16:06.728935] [INFO ] [sig ] AMTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:06.919761] [INFO ] [LOCAL ] Saved forecast: AMTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMTX.txt [2025-12-31T20:16:06.920032] [INFO ] [sig ] [175/3534] Completed AMTX in 0.5s | 2.83 sym/s | Total: 1.0m | ETA: 19.8m [2025-12-31T20:16:06.920104] [INFO ] [sig ] [176/3534] Forecasting AMWD... [2025-12-31T20:16:06.920158] [INFO ] [sig ] Generating forecast for: AMWD [2025-12-31T20:16:06.920210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'. [2025-12-31T20:16:06.937080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWD'. [2025-12-31T20:16:06.937627] [INFO ] [FORECASTER] Starting predict_future for AMWD [2025-12-31T20:16:06.938846] [DEBUG] [LOCAL ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt [2025-12-31T20:16:06.938918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:06.938969] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:06.939012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:06.939106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:07.009608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:07.010782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:07.010901] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:07.010945] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:07.171516] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:07.171722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:07.171766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:07.171797] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:07.175603] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=35.04%) [2025-12-31T20:16:07.175934] [INFO ] [FORECASTER] Completed predict_future for AMWD [2025-12-31T20:16:07.176074] [INFO ] [sig ] AMWD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:07.330757] [INFO ] [LOCAL ] Saved forecast: AMWD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMWD.txt [2025-12-31T20:16:07.331012] [INFO ] [sig ] [176/3534] Completed AMWD in 0.4s | 2.83 sym/s | Total: 1.0m | ETA: 19.8m [2025-12-31T20:16:07.331072] [INFO ] [sig ] [177/3534] Forecasting AMWL... [2025-12-31T20:16:07.331120] [INFO ] [sig ] Generating forecast for: AMWL [2025-12-31T20:16:07.331168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-12-31T20:16:07.344239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMWL'. [2025-12-31T20:16:07.344691] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-12-31T20:16:07.345757] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-12-31T20:16:07.345816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:07.345852] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:07.345881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:07.345940] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:07.409041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:07.410226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:07.410347] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:07.410395] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:07.533786] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:07.533955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:07.533997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:07.534027] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:07.537509] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=22.44%) [2025-12-31T20:16:07.537815] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-12-31T20:16:07.537944] [INFO ] [sig ] AMWL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:07.677822] [INFO ] [LOCAL ] Saved forecast: AMWL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMWL.txt [2025-12-31T20:16:07.677950] [INFO ] [sig ] [177/3534] Completed AMWL in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.8m [2025-12-31T20:16:07.677989] [INFO ] [sig ] [178/3534] Forecasting AMX... [2025-12-31T20:16:07.678018] [INFO ] [sig ] Generating forecast for: AMX [2025-12-31T20:16:07.678049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-12-31T20:16:07.689394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMX'. [2025-12-31T20:16:07.689679] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-12-31T20:16:07.690515] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-12-31T20:16:07.690585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:07.690620] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:07.690649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:07.690707] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:07.747641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:07.748262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:07.748343] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:07.748376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:07.867154] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:07.867264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:07.867317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:07.867347] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:07.870504] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=85.28%) [2025-12-31T20:16:07.870785] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-12-31T20:16:07.870906] [INFO ] [sig ] AMX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:08.009734] [INFO ] [LOCAL ] Saved forecast: AMX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMX.txt [2025-12-31T20:16:08.009862] [INFO ] [sig ] [178/3534] Completed AMX in 0.3s | 2.83 sym/s | Total: 1.0m | ETA: 19.8m [2025-12-31T20:16:08.009902] [INFO ] [sig ] [179/3534] Forecasting AMZD... [2025-12-31T20:16:08.009930] [INFO ] [sig ] Generating forecast for: AMZD [2025-12-31T20:16:08.009959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'. [2025-12-31T20:16:08.021142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZD'. [2025-12-31T20:16:08.021416] [INFO ] [FORECASTER] Starting predict_future for AMZD [2025-12-31T20:16:08.022395] [DEBUG] [LOCAL ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt [2025-12-31T20:16:08.022448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:08.022480] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:08.022506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:08.022562] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:08.078313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:08.078928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:08.079008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:08.079040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:08.194405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:08.194586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:08.194629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:08.194658] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:08.198032] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=64.34%) [2025-12-31T20:16:08.198314] [INFO ] [FORECASTER] Completed predict_future for AMZD [2025-12-31T20:16:08.198438] [INFO ] [sig ] AMZD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:08.338986] [INFO ] [LOCAL ] Saved forecast: AMZD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMZD.txt [2025-12-31T20:16:08.339151] [INFO ] [sig ] [179/3534] Completed AMZD in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.8m [2025-12-31T20:16:08.339192] [INFO ] [sig ] [180/3534] Forecasting AMZN... [2025-12-31T20:16:08.339221] [INFO ] [sig ] Generating forecast for: AMZN [2025-12-31T20:16:08.339251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'. [2025-12-31T20:16:08.351684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZN'. [2025-12-31T20:16:08.352075] [INFO ] [FORECASTER] Starting predict_future for AMZN [2025-12-31T20:16:08.352909] [DEBUG] [LOCAL ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt [2025-12-31T20:16:08.352964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:08.353038] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:08.353075] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:08.353154] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:08.412668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:08.413590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:08.413678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:08.413711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:08.539063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:08.539226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:08.539283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:08.539313] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:08.543428] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=6.47%) [2025-12-31T20:16:08.543752] [INFO ] [FORECASTER] Completed predict_future for AMZN [2025-12-31T20:16:08.543882] [INFO ] [sig ] AMZN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:08.684603] [INFO ] [LOCAL ] Saved forecast: AMZN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AMZN.txt [2025-12-31T20:16:08.684761] [INFO ] [sig ] [180/3534] Completed AMZN in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:08.684804] [INFO ] [sig ] [181/3534] Forecasting AMZZ... [2025-12-31T20:16:08.684834] [INFO ] [sig ] Generating forecast for: AMZZ [2025-12-31T20:16:08.684865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'. [2025-12-31T20:16:08.697024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'. [2025-12-31T20:16:08.697602] [INFO ] [FORECASTER] Starting predict_future for AMZZ [2025-12-31T20:16:08.698440] [DEBUG] [LOCAL ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt [2025-12-31T20:16:08.698494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:08.698527] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:08.698556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:08.698649] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:08.755691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:08.756524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:08.756629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:08.756665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:08.878110] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:08.878271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:08.878311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:08.878338] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:08.881746] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=82.93%) [2025-12-31T20:16:08.882020] [INFO ] [FORECASTER] Completed predict_future for AMZZ [2025-12-31T20:16:08.882144] [INFO ] [sig ] AMZZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:09.025251] [INFO ] [LOCAL ] Saved forecast: AMZZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AMZZ.txt [2025-12-31T20:16:09.025412] [INFO ] [sig ] [181/3534] Completed AMZZ in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:09.025453] [INFO ] [sig ] [182/3534] Forecasting AN... [2025-12-31T20:16:09.025483] [INFO ] [sig ] Generating forecast for: AN [2025-12-31T20:16:09.025513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-12-31T20:16:09.036945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AN'. [2025-12-31T20:16:09.037295] [INFO ] [FORECASTER] Starting predict_future for AN [2025-12-31T20:16:09.038109] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-12-31T20:16:09.038161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:09.038205] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:09.038233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:09.038291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:09.095079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:09.095965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:09.096237] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:09.096269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:09.218219] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:09.218365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:09.218403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:09.218431] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:09.221849] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=75.47%) [2025-12-31T20:16:09.222125] [INFO ] [FORECASTER] Completed predict_future for AN [2025-12-31T20:16:09.222248] [INFO ] [sig ] AN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:09.365034] [INFO ] [LOCAL ] Saved forecast: AN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AN.txt [2025-12-31T20:16:09.365164] [INFO ] [sig ] [182/3534] Completed AN in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:09.365204] [INFO ] [sig ] [183/3534] Forecasting ANAB... [2025-12-31T20:16:09.365233] [INFO ] [sig ] Generating forecast for: ANAB [2025-12-31T20:16:09.365264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'. [2025-12-31T20:16:09.377377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANAB'. [2025-12-31T20:16:09.377702] [INFO ] [FORECASTER] Starting predict_future for ANAB [2025-12-31T20:16:09.378484] [DEBUG] [LOCAL ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt [2025-12-31T20:16:09.378538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:09.378589] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:09.378620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:09.378680] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:09.435932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:09.436725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:09.436810] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:09.436841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:09.557319] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:09.557476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:09.557515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:09.557593] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:09.561566] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=65.61%) [2025-12-31T20:16:09.561872] [INFO ] [FORECASTER] Completed predict_future for ANAB [2025-12-31T20:16:09.562021] [INFO ] [sig ] ANAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:09.702081] [INFO ] [LOCAL ] Saved forecast: ANAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ANAB.txt [2025-12-31T20:16:09.702234] [INFO ] [sig ] [183/3534] Completed ANAB in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:09.702274] [INFO ] [sig ] [184/3534] Forecasting ANDE... [2025-12-31T20:16:09.702303] [INFO ] [sig ] Generating forecast for: ANDE [2025-12-31T20:16:09.702334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'. [2025-12-31T20:16:09.713441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANDE'. [2025-12-31T20:16:09.713777] [INFO ] [FORECASTER] Starting predict_future for ANDE [2025-12-31T20:16:09.714635] [DEBUG] [LOCAL ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt [2025-12-31T20:16:09.714690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:09.714724] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:09.714751] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:09.714810] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:09.776340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:09.777167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:09.777250] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:09.777284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:09.906474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:09.906646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:09.906686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:09.906717] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:09.910354] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=97.00%) [2025-12-31T20:16:09.910664] [INFO ] [FORECASTER] Completed predict_future for ANDE [2025-12-31T20:16:09.910793] [INFO ] [sig ] ANDE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:10.063703] [INFO ] [LOCAL ] Saved forecast: ANDE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ANDE.txt [2025-12-31T20:16:10.063869] [INFO ] [sig ] [184/3534] Completed ANDE in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:10.063923] [INFO ] [sig ] [185/3534] Forecasting ANF... [2025-12-31T20:16:10.063955] [INFO ] [sig ] Generating forecast for: ANF [2025-12-31T20:16:10.063987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-12-31T20:16:10.078390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANF'. [2025-12-31T20:16:10.078872] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-12-31T20:16:10.080202] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-12-31T20:16:10.080288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:10.080332] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:10.080372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:10.080447] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:10.151463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:10.152368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:10.152453] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:10.152487] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:10.273360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:10.273513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:10.273555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:10.273602] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:10.276955] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=17.42%) [2025-12-31T20:16:10.277230] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-12-31T20:16:10.277355] [INFO ] [sig ] ANF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:10.427222] [INFO ] [LOCAL ] Saved forecast: ANF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ANF.txt [2025-12-31T20:16:10.427384] [INFO ] [sig ] [185/3534] Completed ANF in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:10.427426] [INFO ] [sig ] [186/3534] Forecasting ANGI... [2025-12-31T20:16:10.427462] [INFO ] [sig ] Generating forecast for: ANGI [2025-12-31T20:16:10.427495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'. [2025-12-31T20:16:10.440233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGI'. [2025-12-31T20:16:10.440616] [INFO ] [FORECASTER] Starting predict_future for ANGI [2025-12-31T20:16:10.441610] [DEBUG] [LOCAL ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt [2025-12-31T20:16:10.441662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:10.441694] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:10.441720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:10.441777] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:10.507110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:10.508082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:10.508174] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:10.508207] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:10.626935] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:10.627093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:10.627134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:10.627163] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:10.630698] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=88.86%) [2025-12-31T20:16:10.630990] [INFO ] [FORECASTER] Completed predict_future for ANGI [2025-12-31T20:16:10.631120] [INFO ] [sig ] ANGI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:10.775505] [INFO ] [LOCAL ] Saved forecast: ANGI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ANGI.txt [2025-12-31T20:16:10.775704] [INFO ] [sig ] [186/3534] Completed ANGI in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:10.775747] [INFO ] [sig ] [187/3534] Forecasting ANGL... [2025-12-31T20:16:10.775777] [INFO ] [sig ] Generating forecast for: ANGL [2025-12-31T20:16:10.775808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'. [2025-12-31T20:16:10.786375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGL'. [2025-12-31T20:16:10.786806] [INFO ] [FORECASTER] Starting predict_future for ANGL [2025-12-31T20:16:10.787850] [DEBUG] [LOCAL ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt [2025-12-31T20:16:10.787904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:10.787939] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:10.787968] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:10.788026] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:10.847913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:10.848823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:10.848916] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:10.848951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:10.974795] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:10.974974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:10.975025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:10.975066] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:10.978985] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=2.74%) [2025-12-31T20:16:10.979290] [INFO ] [FORECASTER] Completed predict_future for ANGL [2025-12-31T20:16:10.979420] [INFO ] [sig ] ANGL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:11.127975] [INFO ] [LOCAL ] Saved forecast: ANGL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ANGL.txt [2025-12-31T20:16:11.128325] [INFO ] [sig ] [187/3534] Completed ANGL in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:11.128366] [INFO ] [sig ] [188/3534] Forecasting ANGO... [2025-12-31T20:16:11.128395] [INFO ] [sig ] Generating forecast for: ANGO [2025-12-31T20:16:11.128427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'. [2025-12-31T20:16:11.140120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANGO'. [2025-12-31T20:16:11.140522] [INFO ] [FORECASTER] Starting predict_future for ANGO [2025-12-31T20:16:11.141409] [DEBUG] [LOCAL ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt [2025-12-31T20:16:11.141465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:11.141499] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:11.141526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:11.141602] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:11.202419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:11.203306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:11.203391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:11.203425] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:11.330139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:11.330300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:11.330341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:11.330372] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:11.334493] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: DOWN (p=2.30%) [2025-12-31T20:16:11.334859] [INFO ] [FORECASTER] Completed predict_future for ANGO [2025-12-31T20:16:11.335001] [INFO ] [sig ] ANGO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:11.481615] [INFO ] [LOCAL ] Saved forecast: ANGO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ANGO.txt [2025-12-31T20:16:11.481772] [INFO ] [sig ] [188/3534] Completed ANGO in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:11.481814] [INFO ] [sig ] [189/3534] Forecasting ANIK... [2025-12-31T20:16:11.481843] [INFO ] [sig ] Generating forecast for: ANIK [2025-12-31T20:16:11.481874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'. [2025-12-31T20:16:11.493804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIK'. [2025-12-31T20:16:11.494227] [INFO ] [FORECASTER] Starting predict_future for ANIK [2025-12-31T20:16:11.495081] [DEBUG] [LOCAL ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt [2025-12-31T20:16:11.495136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:11.495361] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:11.495388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:11.495445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:11.554508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:11.555365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:11.555451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:11.555485] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:11.683778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:11.683967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:11.684009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:11.684055] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:11.687598] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=16.31%) [2025-12-31T20:16:11.687897] [INFO ] [FORECASTER] Completed predict_future for ANIK [2025-12-31T20:16:11.688042] [INFO ] [sig ] ANIK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:11.833085] [INFO ] [LOCAL ] Saved forecast: ANIK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ANIK.txt [2025-12-31T20:16:11.833240] [INFO ] [sig ] [189/3534] Completed ANIK in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:11.833281] [INFO ] [sig ] [190/3534] Forecasting ANIP... [2025-12-31T20:16:11.833310] [INFO ] [sig ] Generating forecast for: ANIP [2025-12-31T20:16:11.833340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'. [2025-12-31T20:16:11.844263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIP'. [2025-12-31T20:16:11.844677] [INFO ] [FORECASTER] Starting predict_future for ANIP [2025-12-31T20:16:11.845749] [DEBUG] [LOCAL ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt [2025-12-31T20:16:11.845803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:11.845836] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:11.845864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:11.845923] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:11.903702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:11.904544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:11.904672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:11.904711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:12.030931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:12.031102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:12.031141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:12.031169] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:12.034605] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=97.22%) [2025-12-31T20:16:12.034910] [INFO ] [FORECASTER] Completed predict_future for ANIP [2025-12-31T20:16:12.035043] [INFO ] [sig ] ANIP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:12.178453] [INFO ] [LOCAL ] Saved forecast: ANIP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ANIP.txt [2025-12-31T20:16:12.178634] [INFO ] [sig ] [190/3534] Completed ANIP in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:12.178679] [INFO ] [sig ] [191/3534] Forecasting ANIX... [2025-12-31T20:16:12.178710] [INFO ] [sig ] Generating forecast for: ANIX [2025-12-31T20:16:12.178742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'. [2025-12-31T20:16:12.189655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANIX'. [2025-12-31T20:16:12.189974] [INFO ] [FORECASTER] Starting predict_future for ANIX [2025-12-31T20:16:12.190827] [DEBUG] [LOCAL ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt [2025-12-31T20:16:12.190881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:12.190915] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:12.190942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:12.191000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:12.249839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:12.250727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:12.250809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:12.250857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:12.373204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:12.373365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:12.373405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:12.373435] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:12.376841] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=50.03%) [2025-12-31T20:16:12.377149] [INFO ] [FORECASTER] Completed predict_future for ANIX [2025-12-31T20:16:12.377282] [INFO ] [sig ] ANIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:12.521431] [INFO ] [LOCAL ] Saved forecast: ANIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ANIX.txt [2025-12-31T20:16:12.521613] [INFO ] [sig ] [191/3534] Completed ANIX in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:12.521656] [INFO ] [sig ] [192/3534] Forecasting ANNX... [2025-12-31T20:16:12.521687] [INFO ] [sig ] Generating forecast for: ANNX [2025-12-31T20:16:12.521717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'. [2025-12-31T20:16:12.532624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANNX'. [2025-12-31T20:16:12.532927] [INFO ] [FORECASTER] Starting predict_future for ANNX [2025-12-31T20:16:12.533764] [DEBUG] [LOCAL ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt [2025-12-31T20:16:12.533818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:12.533851] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:12.533877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:12.533938] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:12.591775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:12.592647] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:12.592736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:12.592769] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:12.711889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:12.712048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:12.712089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:12.712117] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:12.715424] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=25.54%) [2025-12-31T20:16:12.715719] [INFO ] [FORECASTER] Completed predict_future for ANNX [2025-12-31T20:16:12.715840] [INFO ] [sig ] ANNX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:12.862802] [INFO ] [LOCAL ] Saved forecast: ANNX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ANNX.txt [2025-12-31T20:16:12.863008] [INFO ] [sig ] [192/3534] Completed ANNX in 0.3s | 2.83 sym/s | Total: 1.1m | ETA: 19.7m [2025-12-31T20:16:12.863060] [INFO ] [sig ] [193/3534] Forecasting ANTX... [2025-12-31T20:16:12.863090] [INFO ] [sig ] Generating forecast for: ANTX [2025-12-31T20:16:12.863121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'. [2025-12-31T20:16:12.873604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANTX'. [2025-12-31T20:16:12.873972] [INFO ] [FORECASTER] Starting predict_future for ANTX [2025-12-31T20:16:12.874783] [DEBUG] [LOCAL ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt [2025-12-31T20:16:12.874836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:12.874869] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:12.874909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:12.874968] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:12.933168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:12.934056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:12.934151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:12.934188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:13.060229] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:13.060390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:13.060430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:13.060462] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:13.064169] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=66.48%) [2025-12-31T20:16:13.064506] [INFO ] [FORECASTER] Completed predict_future for ANTX [2025-12-31T20:16:13.064662] [INFO ] [sig ] ANTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:13.213980] [INFO ] [LOCAL ] Saved forecast: ANTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ANTX.txt [2025-12-31T20:16:13.214233] [INFO ] [sig ] [193/3534] Completed ANTX in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.6m [2025-12-31T20:16:13.214287] [INFO ] [sig ] [194/3534] Forecasting ANVS... [2025-12-31T20:16:13.214329] [INFO ] [sig ] Generating forecast for: ANVS [2025-12-31T20:16:13.214372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-12-31T20:16:13.228695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ANVS'. [2025-12-31T20:16:13.229171] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-12-31T20:16:13.230274] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-12-31T20:16:13.230332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:13.230367] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:13.230396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:13.230455] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:13.289532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:13.290607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:13.290695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:13.290727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:13.418216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:13.418382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:13.418422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:13.418452] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:13.422087] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=0.92%) [2025-12-31T20:16:13.422426] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-12-31T20:16:13.422565] [INFO ] [sig ] ANVS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:13.569744] [INFO ] [LOCAL ] Saved forecast: ANVS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ANVS.txt [2025-12-31T20:16:13.569904] [INFO ] [sig ] [194/3534] Completed ANVS in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.6m [2025-12-31T20:16:13.569951] [INFO ] [sig ] [195/3534] Forecasting AOD... [2025-12-31T20:16:13.569987] [INFO ] [sig ] Generating forecast for: AOD [2025-12-31T20:16:13.570026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-12-31T20:16:13.580855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOD'. [2025-12-31T20:16:13.581226] [INFO ] [FORECASTER] Starting predict_future for AOD [2025-12-31T20:16:13.582031] [DEBUG] [LOCAL ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt [2025-12-31T20:16:13.582083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:13.582117] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:13.582144] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:13.582395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:13.644455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:13.645321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:13.645404] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:13.645438] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:13.773183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:13.773349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:13.773388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:13.773419] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:13.776868] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=34.81%) [2025-12-31T20:16:13.777160] [INFO ] [FORECASTER] Completed predict_future for AOD [2025-12-31T20:16:13.777295] [INFO ] [sig ] AOD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:13.928845] [INFO ] [LOCAL ] Saved forecast: AOD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AOD.txt [2025-12-31T20:16:13.929019] [INFO ] [sig ] [195/3534] Completed AOD in 0.4s | 2.83 sym/s | Total: 1.1m | ETA: 19.6m [2025-12-31T20:16:13.929068] [INFO ] [sig ] [196/3534] Forecasting AOHY... [2025-12-31T20:16:13.929097] [INFO ] [sig ] Generating forecast for: AOHY [2025-12-31T20:16:13.929127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'. [2025-12-31T20:16:13.940614] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOHY'. [2025-12-31T20:16:13.940991] [INFO ] [FORECASTER] Starting predict_future for AOHY [2025-12-31T20:16:13.941797] [DEBUG] [LOCAL ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt [2025-12-31T20:16:13.941849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:13.941882] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:13.941909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:13.941966] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:13.998236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:13.999117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:13.999198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:13.999232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:14.121900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:14.122066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:14.122106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:14.122137] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:14.125820] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-12-31T20:16:14.126321] [INFO ] [FORECASTER] Completed predict_future for AOHY [2025-12-31T20:16:14.126454] [INFO ] [sig ] AOHY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:14.271660] [INFO ] [LOCAL ] Saved forecast: AOHY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AOHY.txt [2025-12-31T20:16:14.271839] [INFO ] [sig ] [196/3534] Completed AOHY in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:14.271886] [INFO ] [sig ] [197/3534] Forecasting AON... [2025-12-31T20:16:14.271916] [INFO ] [sig ] Generating forecast for: AON [2025-12-31T20:16:14.271953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-12-31T20:16:14.283394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AON'. [2025-12-31T20:16:14.283831] [INFO ] [FORECASTER] Starting predict_future for AON [2025-12-31T20:16:14.284770] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-12-31T20:16:14.284829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:14.284903] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:14.284936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:14.285015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:14.345670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:14.346538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:14.346637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:14.346672] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:14.469942] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:14.470109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:14.470152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:14.470180] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:14.473595] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=16.01%) [2025-12-31T20:16:14.473894] [INFO ] [FORECASTER] Completed predict_future for AON [2025-12-31T20:16:14.474024] [INFO ] [sig ] AON: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:14.617436] [INFO ] [LOCAL ] Saved forecast: AON 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AON.txt [2025-12-31T20:16:14.617610] [INFO ] [sig ] [197/3534] Completed AON in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:14.617655] [INFO ] [sig ] [198/3534] Forecasting AOS... [2025-12-31T20:16:14.617685] [INFO ] [sig ] Generating forecast for: AOS [2025-12-31T20:16:14.617715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-12-31T20:16:14.628832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOS'. [2025-12-31T20:16:14.629172] [INFO ] [FORECASTER] Starting predict_future for AOS [2025-12-31T20:16:14.630091] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-12-31T20:16:14.630154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:14.630189] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:14.630217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:14.630281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:14.692288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:14.693254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:14.693340] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:14.693373] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:14.811783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:14.811936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:14.811993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:14.812021] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:14.815461] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=53.89%) [2025-12-31T20:16:14.815770] [INFO ] [FORECASTER] Completed predict_future for AOS [2025-12-31T20:16:14.815904] [INFO ] [sig ] AOS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:14.956741] [INFO ] [LOCAL ] Saved forecast: AOS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AOS.txt [2025-12-31T20:16:14.956884] [INFO ] [sig ] [198/3534] Completed AOS in 0.3s | 2.83 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:14.956927] [INFO ] [sig ] [199/3534] Forecasting AOSL... [2025-12-31T20:16:14.956956] [INFO ] [sig ] Generating forecast for: AOSL [2025-12-31T20:16:14.956986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'. [2025-12-31T20:16:14.968019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AOSL'. [2025-12-31T20:16:14.968324] [INFO ] [FORECASTER] Starting predict_future for AOSL [2025-12-31T20:16:14.969098] [DEBUG] [LOCAL ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt [2025-12-31T20:16:14.969150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:14.969183] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:14.969209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:14.969282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:15.025286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:15.026035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:15.026115] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:15.026147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:15.142902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:15.143060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:15.143099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:15.143127] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:15.146445] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=78.80%) [2025-12-31T20:16:15.146738] [INFO ] [FORECASTER] Completed predict_future for AOSL [2025-12-31T20:16:15.146863] [INFO ] [sig ] AOSL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:15.285499] [INFO ] [LOCAL ] Saved forecast: AOSL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AOSL.txt [2025-12-31T20:16:15.285653] [INFO ] [sig ] [199/3534] Completed AOSL in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:15.285694] [INFO ] [sig ] [200/3534] Forecasting AP... [2025-12-31T20:16:15.285722] [INFO ] [sig ] Generating forecast for: AP [2025-12-31T20:16:15.285751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-12-31T20:16:15.296408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AP'. [2025-12-31T20:16:15.296765] [INFO ] [FORECASTER] Starting predict_future for AP [2025-12-31T20:16:15.297523] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-12-31T20:16:15.297600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:15.297634] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:15.297661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:15.297718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:15.355813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:15.356515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:15.356609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:15.356644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:15.478422] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:15.478611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:15.478657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:15.478686] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:15.482268] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=60.52%) [2025-12-31T20:16:15.482550] [INFO ] [FORECASTER] Completed predict_future for AP [2025-12-31T20:16:15.482694] [INFO ] [sig ] AP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:15.623249] [INFO ] [LOCAL ] Saved forecast: AP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AP.txt [2025-12-31T20:16:15.623384] [INFO ] [sig ] [200/3534] Completed AP in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:15.623424] [INFO ] [sig ] [201/3534] Forecasting APA... [2025-12-31T20:16:15.623453] [INFO ] [sig ] Generating forecast for: APA [2025-12-31T20:16:15.623484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'. [2025-12-31T20:16:15.633637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APA'. [2025-12-31T20:16:15.633901] [INFO ] [FORECASTER] Starting predict_future for APA [2025-12-31T20:16:15.634674] [DEBUG] [LOCAL ] No optimal features file found for APA: ./output/feature-sets/APA.txt [2025-12-31T20:16:15.634725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:15.634757] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:15.634783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:15.634840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:15.690702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:15.691407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:15.691485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:15.691517] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:15.813617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:15.813765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:15.813805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:15.813833] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:15.817144] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=3.68%) [2025-12-31T20:16:15.817411] [INFO ] [FORECASTER] Completed predict_future for APA [2025-12-31T20:16:15.817531] [INFO ] [sig ] APA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:15.955677] [INFO ] [LOCAL ] Saved forecast: APA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APA.txt [2025-12-31T20:16:15.955797] [INFO ] [sig ] [201/3534] Completed APA in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:15.955835] [INFO ] [sig ] [202/3534] Forecasting APAM... [2025-12-31T20:16:15.955864] [INFO ] [sig ] Generating forecast for: APAM [2025-12-31T20:16:15.955894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-12-31T20:16:15.967163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APAM'. [2025-12-31T20:16:15.967428] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-12-31T20:16:15.968214] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-12-31T20:16:15.968266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:15.968297] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:15.968323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:15.968379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:16.024587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:16.025362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:16.025444] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:16.025477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:16.143436] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:16.143607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:16.143648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:16.143677] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:16.146936] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=93.43%) [2025-12-31T20:16:16.147201] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-12-31T20:16:16.147320] [INFO ] [sig ] APAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:16.286907] [INFO ] [LOCAL ] Saved forecast: APAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APAM.txt [2025-12-31T20:16:16.287032] [INFO ] [sig ] [202/3534] Completed APAM in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:16.287075] [INFO ] [sig ] [203/3534] Forecasting APD... [2025-12-31T20:16:16.287104] [INFO ] [sig ] Generating forecast for: APD [2025-12-31T20:16:16.287133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-12-31T20:16:16.300342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APD'. [2025-12-31T20:16:16.300804] [INFO ] [FORECASTER] Starting predict_future for APD [2025-12-31T20:16:16.301652] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-12-31T20:16:16.301707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:16.301741] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:16.301769] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:16.301827] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:16.360793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:16.361908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:16.362013] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:16.362068] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:16.488391] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:16.488552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:16.488613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:16.488643] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:16.492045] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=12.47%) [2025-12-31T20:16:16.492329] [INFO ] [FORECASTER] Completed predict_future for APD [2025-12-31T20:16:16.492456] [INFO ] [sig ] APD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:16.635402] [INFO ] [LOCAL ] Saved forecast: APD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APD.txt [2025-12-31T20:16:16.635561] [INFO ] [sig ] [203/3534] Completed APD in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.6m [2025-12-31T20:16:16.635624] [INFO ] [sig ] [204/3534] Forecasting APEI... [2025-12-31T20:16:16.635654] [INFO ] [sig ] Generating forecast for: APEI [2025-12-31T20:16:16.635684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'. [2025-12-31T20:16:16.646871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APEI'. [2025-12-31T20:16:16.647239] [INFO ] [FORECASTER] Starting predict_future for APEI [2025-12-31T20:16:16.648082] [DEBUG] [LOCAL ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt [2025-12-31T20:16:16.648137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:16.648173] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:16.648211] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:16.648276] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:16.706122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:16.706991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:16.707077] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:16.707113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:16.823359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:16.823518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:16.823557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:16.823614] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:16.826949] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=61.73%) [2025-12-31T20:16:16.827227] [INFO ] [FORECASTER] Completed predict_future for APEI [2025-12-31T20:16:16.827349] [INFO ] [sig ] APEI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:16.967828] [INFO ] [LOCAL ] Saved forecast: APEI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APEI.txt [2025-12-31T20:16:16.967982] [INFO ] [sig ] [204/3534] Completed APEI in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:16.968024] [INFO ] [sig ] [205/3534] Forecasting APG... [2025-12-31T20:16:16.968054] [INFO ] [sig ] Generating forecast for: APG [2025-12-31T20:16:16.968085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-12-31T20:16:16.978131] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APG'. [2025-12-31T20:16:16.978414] [INFO ] [FORECASTER] Starting predict_future for APG [2025-12-31T20:16:16.979210] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-12-31T20:16:16.979461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:16.979494] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:16.979521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:16.979594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:17.036344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:17.037120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:17.037203] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:17.037236] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:17.158163] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:17.158320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:17.158360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:17.158389] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:17.161733] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=98.13%) [2025-12-31T20:16:17.162008] [INFO ] [FORECASTER] Completed predict_future for APG [2025-12-31T20:16:17.162136] [INFO ] [sig ] APG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:17.302503] [INFO ] [LOCAL ] Saved forecast: APG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APG.txt [2025-12-31T20:16:17.302694] [INFO ] [sig ] [205/3534] Completed APG in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:17.302739] [INFO ] [sig ] [206/3534] Forecasting APGE... [2025-12-31T20:16:17.302768] [INFO ] [sig ] Generating forecast for: APGE [2025-12-31T20:16:17.302798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'. [2025-12-31T20:16:17.318829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APGE'. [2025-12-31T20:16:17.319333] [INFO ] [FORECASTER] Starting predict_future for APGE [2025-12-31T20:16:17.320328] [DEBUG] [LOCAL ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt [2025-12-31T20:16:17.320389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:17.320442] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:17.320477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:17.320555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:17.385141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:17.386081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:17.386172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:17.386208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:17.511542] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:17.511719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:17.511759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:17.511788] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:17.515217] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=85.59%) [2025-12-31T20:16:17.515530] [INFO ] [FORECASTER] Completed predict_future for APGE [2025-12-31T20:16:17.515687] [INFO ] [sig ] APGE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:17.662745] [INFO ] [LOCAL ] Saved forecast: APGE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APGE.txt [2025-12-31T20:16:17.662944] [INFO ] [sig ] [206/3534] Completed APGE in 0.4s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:17.662996] [INFO ] [sig ] [207/3534] Forecasting APH... [2025-12-31T20:16:17.663032] [INFO ] [sig ] Generating forecast for: APH [2025-12-31T20:16:17.663074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-12-31T20:16:17.676087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APH'. [2025-12-31T20:16:17.676536] [INFO ] [FORECASTER] Starting predict_future for APH [2025-12-31T20:16:17.677474] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-12-31T20:16:17.677534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:17.677567] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:17.677617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:17.677875] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:17.740464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:17.741591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:17.741709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:17.741743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:17.867911] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:17.868072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:17.868111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:17.868140] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:17.871543] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=70.24%) [2025-12-31T20:16:17.871863] [INFO ] [FORECASTER] Completed predict_future for APH [2025-12-31T20:16:17.872003] [INFO ] [sig ] APH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:18.011746] [INFO ] [LOCAL ] Saved forecast: APH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APH.txt [2025-12-31T20:16:18.011889] [INFO ] [sig ] [207/3534] Completed APH in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:18.011928] [INFO ] [sig ] [208/3534] Forecasting API... [2025-12-31T20:16:18.011958] [INFO ] [sig ] Generating forecast for: API [2025-12-31T20:16:18.011988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'. [2025-12-31T20:16:18.022384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'API'. [2025-12-31T20:16:18.022663] [INFO ] [FORECASTER] Starting predict_future for API [2025-12-31T20:16:18.023455] [DEBUG] [LOCAL ] No optimal features file found for API: ./output/feature-sets/API.txt [2025-12-31T20:16:18.023506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:18.023538] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:18.023565] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:18.023648] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:18.080463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:18.081150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:18.081226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:18.081267] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:18.198877] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:18.199036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:18.199076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:18.199104] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:18.202488] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=88.60%) [2025-12-31T20:16:18.202785] [INFO ] [FORECASTER] Completed predict_future for API [2025-12-31T20:16:18.202908] [INFO ] [sig ] API: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:18.344943] [INFO ] [LOCAL ] Saved forecast: API 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/API.txt [2025-12-31T20:16:18.345079] [INFO ] [sig ] [208/3534] Completed API in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:18.345119] [INFO ] [sig ] [209/3534] Forecasting APLD... [2025-12-31T20:16:18.345148] [INFO ] [sig ] Generating forecast for: APLD [2025-12-31T20:16:18.345178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'. [2025-12-31T20:16:18.356476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLD'. [2025-12-31T20:16:18.356755] [INFO ] [FORECASTER] Starting predict_future for APLD [2025-12-31T20:16:18.357514] [DEBUG] [LOCAL ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt [2025-12-31T20:16:18.357566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:18.357621] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:18.357648] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:18.357705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:18.413670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:18.414277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:18.414354] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:18.414386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:18.534670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:18.534812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:18.534856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:18.534886] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:18.538168] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=87.70%) [2025-12-31T20:16:18.538432] [INFO ] [FORECASTER] Completed predict_future for APLD [2025-12-31T20:16:18.538553] [INFO ] [sig ] APLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:18.675936] [INFO ] [LOCAL ] Saved forecast: APLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APLD.txt [2025-12-31T20:16:18.676051] [INFO ] [sig ] [209/3534] Completed APLD in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:18.676097] [INFO ] [sig ] [210/3534] Forecasting APLE... [2025-12-31T20:16:18.676130] [INFO ] [sig ] Generating forecast for: APLE [2025-12-31T20:16:18.676160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-12-31T20:16:18.688343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLE'. [2025-12-31T20:16:18.688612] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-12-31T20:16:18.689433] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-12-31T20:16:18.689488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:18.689519] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:18.689546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:18.689629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:18.745288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:18.745904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:18.745980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:18.746012] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:18.859179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:18.859356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:18.859405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:18.859437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:18.862760] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=1.62%) [2025-12-31T20:16:18.863037] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-12-31T20:16:18.863163] [INFO ] [sig ] APLE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:19.000654] [INFO ] [LOCAL ] Saved forecast: APLE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APLE.txt [2025-12-31T20:16:19.000809] [INFO ] [sig ] [210/3534] Completed APLE in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:19.000849] [INFO ] [sig ] [211/3534] Forecasting APLS... [2025-12-31T20:16:19.000880] [INFO ] [sig ] Generating forecast for: APLS [2025-12-31T20:16:19.000911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'. [2025-12-31T20:16:19.011250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APLS'. [2025-12-31T20:16:19.011525] [INFO ] [FORECASTER] Starting predict_future for APLS [2025-12-31T20:16:19.012324] [DEBUG] [LOCAL ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt [2025-12-31T20:16:19.012377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:19.012409] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:19.012435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:19.012492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:19.068466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:19.069248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:19.069372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:19.069406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:19.191480] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:19.191656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:19.191697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:19.191725] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:19.195051] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: DOWN (p=35.25%) [2025-12-31T20:16:19.195328] [INFO ] [FORECASTER] Completed predict_future for APLS [2025-12-31T20:16:19.195468] [INFO ] [sig ] APLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:19.339241] [INFO ] [LOCAL ] Saved forecast: APLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APLS.txt [2025-12-31T20:16:19.339414] [INFO ] [sig ] [211/3534] Completed APLS in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:19.339462] [INFO ] [sig ] [212/3534] Forecasting APM... [2025-12-31T20:16:19.339492] [INFO ] [sig ] Generating forecast for: APM [2025-12-31T20:16:19.339523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'. [2025-12-31T20:16:19.350080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APM'. [2025-12-31T20:16:19.350364] [INFO ] [FORECASTER] Starting predict_future for APM [2025-12-31T20:16:19.351165] [DEBUG] [LOCAL ] No optimal features file found for APM: ./output/feature-sets/APM.txt [2025-12-31T20:16:19.351217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:19.351248] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:19.351275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:19.351331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:19.407518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:19.408128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:19.408204] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:19.408237] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:19.525316] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:19.525478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:19.525517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:19.525547] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:19.528921] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=8.10%) [2025-12-31T20:16:19.529188] [INFO ] [FORECASTER] Completed predict_future for APM [2025-12-31T20:16:19.529338] [INFO ] [sig ] APM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:19.667924] [INFO ] [LOCAL ] Saved forecast: APM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APM.txt [2025-12-31T20:16:19.668061] [INFO ] [sig ] [212/3534] Completed APM in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:19.668110] [INFO ] [sig ] [213/3534] Forecasting APO... [2025-12-31T20:16:19.668147] [INFO ] [sig ] Generating forecast for: APO [2025-12-31T20:16:19.668184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'. [2025-12-31T20:16:19.679471] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APO'. [2025-12-31T20:16:19.679753] [INFO ] [FORECASTER] Starting predict_future for APO [2025-12-31T20:16:19.680508] [DEBUG] [LOCAL ] No optimal features file found for APO: ./output/feature-sets/APO.txt [2025-12-31T20:16:19.680560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:19.680612] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:19.680640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:19.680701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:19.737793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:19.738514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:19.738612] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:19.738647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:19.869814] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:19.869974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:19.870013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:19.870058] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:19.873389] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: DOWN (p=3.63%) [2025-12-31T20:16:19.873681] [INFO ] [FORECASTER] Completed predict_future for APO [2025-12-31T20:16:19.873805] [INFO ] [sig ] APO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:20.015446] [INFO ] [LOCAL ] Saved forecast: APO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APO.txt [2025-12-31T20:16:20.015649] [INFO ] [sig ] [213/3534] Completed APO in 0.3s | 2.84 sym/s | Total: 1.2m | ETA: 19.5m [2025-12-31T20:16:20.015693] [INFO ] [sig ] [214/3534] Forecasting APOG... [2025-12-31T20:16:20.015724] [INFO ] [sig ] Generating forecast for: APOG [2025-12-31T20:16:20.015754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'. [2025-12-31T20:16:20.026806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APOG'. [2025-12-31T20:16:20.027143] [INFO ] [FORECASTER] Starting predict_future for APOG [2025-12-31T20:16:20.027960] [DEBUG] [LOCAL ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt [2025-12-31T20:16:20.028014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:20.028073] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:20.028101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:20.028164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:20.086064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:20.086942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:20.087031] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:20.087066] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:20.216952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:20.217142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:20.217206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:20.217253] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:20.221194] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=2.15%) [2025-12-31T20:16:20.221488] [INFO ] [FORECASTER] Completed predict_future for APOG [2025-12-31T20:16:20.221639] [INFO ] [sig ] APOG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:20.366622] [INFO ] [LOCAL ] Saved forecast: APOG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APOG.txt [2025-12-31T20:16:20.366761] [INFO ] [sig ] [214/3534] Completed APOG in 0.4s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m [2025-12-31T20:16:20.366801] [INFO ] [sig ] [215/3534] Forecasting APP... [2025-12-31T20:16:20.366831] [INFO ] [sig ] Generating forecast for: APP [2025-12-31T20:16:20.366861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'. [2025-12-31T20:16:20.377849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APP'. [2025-12-31T20:16:20.378137] [INFO ] [FORECASTER] Starting predict_future for APP [2025-12-31T20:16:20.379101] [DEBUG] [LOCAL ] No optimal features file found for APP: ./output/feature-sets/APP.txt [2025-12-31T20:16:20.379153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:20.379184] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:20.379210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:20.379291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:20.436108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:20.436949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:20.437045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:20.437079] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:20.560224] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:20.560391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:20.560435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:20.560467] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:20.563945] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=95.01%) [2025-12-31T20:16:20.564222] [INFO ] [FORECASTER] Completed predict_future for APP [2025-12-31T20:16:20.564351] [INFO ] [sig ] APP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:20.711847] [INFO ] [LOCAL ] Saved forecast: APP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APP.txt [2025-12-31T20:16:20.711988] [INFO ] [sig ] [215/3534] Completed APP in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.5m [2025-12-31T20:16:20.712031] [INFO ] [sig ] [216/3534] Forecasting APPF... [2025-12-31T20:16:20.712061] [INFO ] [sig ] Generating forecast for: APPF [2025-12-31T20:16:20.712093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'. [2025-12-31T20:16:20.722842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPF'. [2025-12-31T20:16:20.723156] [INFO ] [FORECASTER] Starting predict_future for APPF [2025-12-31T20:16:20.723977] [DEBUG] [LOCAL ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt [2025-12-31T20:16:20.724031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:20.724064] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:20.724092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:20.724155] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:20.783558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:20.784527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:20.784648] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:20.784694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:20.905297] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:20.905456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:20.905497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:20.905537] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:20.909113] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=8.83%) [2025-12-31T20:16:20.909623] [INFO ] [FORECASTER] Completed predict_future for APPF [2025-12-31T20:16:20.909752] [INFO ] [sig ] APPF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:21.053392] [INFO ] [LOCAL ] Saved forecast: APPF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APPF.txt [2025-12-31T20:16:21.053550] [INFO ] [sig ] [216/3534] Completed APPF in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:21.053610] [INFO ] [sig ] [217/3534] Forecasting APPN... [2025-12-31T20:16:21.053644] [INFO ] [sig ] Generating forecast for: APPN [2025-12-31T20:16:21.053676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'. [2025-12-31T20:16:21.068388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPN'. [2025-12-31T20:16:21.068813] [INFO ] [FORECASTER] Starting predict_future for APPN [2025-12-31T20:16:21.069647] [DEBUG] [LOCAL ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt [2025-12-31T20:16:21.069700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:21.069732] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:21.069770] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:21.069829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:21.129107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:21.130020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:21.130108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:21.130150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:21.252654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:21.252820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:21.252862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:21.252931] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:21.256752] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=77.72%) [2025-12-31T20:16:21.257039] [INFO ] [FORECASTER] Completed predict_future for APPN [2025-12-31T20:16:21.257168] [INFO ] [sig ] APPN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:21.403183] [INFO ] [LOCAL ] Saved forecast: APPN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APPN.txt [2025-12-31T20:16:21.403346] [INFO ] [sig ] [217/3534] Completed APPN in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:21.403386] [INFO ] [sig ] [218/3534] Forecasting APPS... [2025-12-31T20:16:21.403415] [INFO ] [sig ] Generating forecast for: APPS [2025-12-31T20:16:21.403448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'. [2025-12-31T20:16:21.414182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APPS'. [2025-12-31T20:16:21.414563] [INFO ] [FORECASTER] Starting predict_future for APPS [2025-12-31T20:16:21.415376] [DEBUG] [LOCAL ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt [2025-12-31T20:16:21.415429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:21.415461] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:21.415487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:21.415544] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:21.473591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:21.474448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:21.474535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:21.474570] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:21.594889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:21.595082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:21.595134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:21.595173] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:21.598993] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: UP (p=64.29%) [2025-12-31T20:16:21.599312] [INFO ] [FORECASTER] Completed predict_future for APPS [2025-12-31T20:16:21.599448] [INFO ] [sig ] APPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:21.745288] [INFO ] [LOCAL ] Saved forecast: APPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/APPS.txt [2025-12-31T20:16:21.745417] [INFO ] [sig ] [218/3534] Completed APPS in 0.3s | 2.84 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:21.745457] [INFO ] [sig ] [219/3534] Forecasting APYX... [2025-12-31T20:16:21.745485] [INFO ] [sig ] Generating forecast for: APYX [2025-12-31T20:16:21.745516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'. [2025-12-31T20:16:21.756359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'APYX'. [2025-12-31T20:16:21.756659] [INFO ] [FORECASTER] Starting predict_future for APYX [2025-12-31T20:16:21.757437] [DEBUG] [LOCAL ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt [2025-12-31T20:16:21.757489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:21.757521] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:21.757551] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:21.757638] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:21.815457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:21.816125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:21.816213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:21.816252] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:21.932583] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:21.932753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:21.932794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:21.932823] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:21.936186] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=17.17%) [2025-12-31T20:16:21.936459] [INFO ] [FORECASTER] Completed predict_future for APYX [2025-12-31T20:16:21.936596] [INFO ] [sig ] APYX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:22.075837] [INFO ] [LOCAL ] Saved forecast: APYX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/APYX.txt [2025-12-31T20:16:22.075961] [INFO ] [sig ] [219/3534] Completed APYX in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:22.076000] [INFO ] [sig ] [220/3534] Forecasting AQMS... [2025-12-31T20:16:22.076028] [INFO ] [sig ] Generating forecast for: AQMS [2025-12-31T20:16:22.076060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'. [2025-12-31T20:16:22.087491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQMS'. [2025-12-31T20:16:22.087933] [INFO ] [FORECASTER] Starting predict_future for AQMS [2025-12-31T20:16:22.088793] [DEBUG] [LOCAL ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt [2025-12-31T20:16:22.088849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:22.088883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:22.088910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:22.088973] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:22.148484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:22.149443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:22.149532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:22.149566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:22.264134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:22.264308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:22.264351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:22.264381] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:22.267887] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=43.65%) [2025-12-31T20:16:22.268169] [INFO ] [FORECASTER] Completed predict_future for AQMS [2025-12-31T20:16:22.268297] [INFO ] [sig ] AQMS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:22.409202] [INFO ] [LOCAL ] Saved forecast: AQMS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AQMS.txt [2025-12-31T20:16:22.409379] [INFO ] [sig ] [220/3534] Completed AQMS in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:22.409422] [INFO ] [sig ] [221/3534] Forecasting AQN... [2025-12-31T20:16:22.409453] [INFO ] [sig ] Generating forecast for: AQN [2025-12-31T20:16:22.409490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-12-31T20:16:22.419920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQN'. [2025-12-31T20:16:22.420217] [INFO ] [FORECASTER] Starting predict_future for AQN [2025-12-31T20:16:22.421024] [DEBUG] [LOCAL ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt [2025-12-31T20:16:22.421078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:22.421111] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:22.421139] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:22.421198] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:22.477967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:22.478698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:22.478779] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:22.478813] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:22.597888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:22.598047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:22.598088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:22.598117] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:22.601527] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=71.36%) [2025-12-31T20:16:22.601825] [INFO ] [FORECASTER] Completed predict_future for AQN [2025-12-31T20:16:22.601952] [INFO ] [sig ] AQN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:22.742107] [INFO ] [LOCAL ] Saved forecast: AQN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AQN.txt [2025-12-31T20:16:22.742239] [INFO ] [sig ] [221/3534] Completed AQN in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:22.742278] [INFO ] [sig ] [222/3534] Forecasting AQNB... [2025-12-31T20:16:22.742308] [INFO ] [sig ] Generating forecast for: AQNB [2025-12-31T20:16:22.742338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-12-31T20:16:22.752701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AQNB'. [2025-12-31T20:16:22.752998] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-12-31T20:16:22.753780] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-12-31T20:16:22.753833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:22.753865] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:22.753892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:22.753950] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:22.811103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:22.811952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:22.812035] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:22.812069] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:22.925000] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:22.925186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:22.925226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:22.925255] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:22.928646] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=98.10%) [2025-12-31T20:16:22.928921] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-12-31T20:16:22.929041] [INFO ] [sig ] AQNB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:23.069631] [INFO ] [LOCAL ] Saved forecast: AQNB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AQNB.txt [2025-12-31T20:16:23.069783] [INFO ] [sig ] [222/3534] Completed AQNB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:23.069827] [INFO ] [sig ] [223/3534] Forecasting ARBB... [2025-12-31T20:16:23.069859] [INFO ] [sig ] Generating forecast for: ARBB [2025-12-31T20:16:23.069891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'. [2025-12-31T20:16:23.079437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBB'. [2025-12-31T20:16:23.079768] [INFO ] [FORECASTER] Starting predict_future for ARBB [2025-12-31T20:16:23.080525] [DEBUG] [LOCAL ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt [2025-12-31T20:16:23.080600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:23.080634] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:23.080661] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:23.080718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:23.138038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:23.138795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:23.138879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:23.138914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:23.256159] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:23.256327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:23.256370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:23.256398] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:23.259758] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=92.43%) [2025-12-31T20:16:23.260028] [INFO ] [FORECASTER] Completed predict_future for ARBB [2025-12-31T20:16:23.260154] [INFO ] [sig ] ARBB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:23.401876] [INFO ] [LOCAL ] Saved forecast: ARBB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARBB.txt [2025-12-31T20:16:23.402029] [INFO ] [sig ] [223/3534] Completed ARBB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:23.402069] [INFO ] [sig ] [224/3534] Forecasting ARBE... [2025-12-31T20:16:23.402100] [INFO ] [sig ] Generating forecast for: ARBE [2025-12-31T20:16:23.402130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'. [2025-12-31T20:16:23.412549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARBE'. [2025-12-31T20:16:23.412895] [INFO ] [FORECASTER] Starting predict_future for ARBE [2025-12-31T20:16:23.413686] [DEBUG] [LOCAL ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt [2025-12-31T20:16:23.413738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:23.413769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:23.413795] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:23.413851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:23.471328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:23.472000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:23.472107] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:23.472140] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:23.596900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:23.597057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:23.597097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:23.597142] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:23.604081] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=8.82%) [2025-12-31T20:16:23.604390] [INFO ] [FORECASTER] Completed predict_future for ARBE [2025-12-31T20:16:23.604556] [INFO ] [sig ] ARBE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:23.747836] [INFO ] [LOCAL ] Saved forecast: ARBE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARBE.txt [2025-12-31T20:16:23.747991] [INFO ] [sig ] [224/3534] Completed ARBE in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:23.748031] [INFO ] [sig ] [225/3534] Forecasting ARCB... [2025-12-31T20:16:23.748062] [INFO ] [sig ] Generating forecast for: ARCB [2025-12-31T20:16:23.748093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'. [2025-12-31T20:16:23.758970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCB'. [2025-12-31T20:16:23.759323] [INFO ] [FORECASTER] Starting predict_future for ARCB [2025-12-31T20:16:23.760168] [DEBUG] [LOCAL ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt [2025-12-31T20:16:23.760222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:23.760260] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:23.760290] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:23.760350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:23.820756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:23.821658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:23.821746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:23.821779] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:23.950454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:23.950625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:23.950667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:23.950696] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:23.954517] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=19.57%) [2025-12-31T20:16:23.954812] [INFO ] [FORECASTER] Completed predict_future for ARCB [2025-12-31T20:16:23.954937] [INFO ] [sig ] ARCB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:24.096307] [INFO ] [LOCAL ] Saved forecast: ARCB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARCB.txt [2025-12-31T20:16:24.096647] [INFO ] [sig ] [225/3534] Completed ARCB in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:24.096688] [INFO ] [sig ] [226/3534] Forecasting ARCC... [2025-12-31T20:16:24.096718] [INFO ] [sig ] Generating forecast for: ARCC [2025-12-31T20:16:24.096749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'. [2025-12-31T20:16:24.110741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCC'. [2025-12-31T20:16:24.111066] [INFO ] [FORECASTER] Starting predict_future for ARCC [2025-12-31T20:16:24.111917] [DEBUG] [LOCAL ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt [2025-12-31T20:16:24.111971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:24.112003] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:24.112031] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:24.112089] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:24.175831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:24.176747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:24.176843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:24.176877] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:24.298728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:24.298885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:24.298924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:24.298953] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:24.302304] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=22.65%) [2025-12-31T20:16:24.302596] [INFO ] [FORECASTER] Completed predict_future for ARCC [2025-12-31T20:16:24.302720] [INFO ] [sig ] ARCC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:24.444599] [INFO ] [LOCAL ] Saved forecast: ARCC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARCC.txt [2025-12-31T20:16:24.444764] [INFO ] [sig ] [226/3534] Completed ARCC in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.4m [2025-12-31T20:16:24.444805] [INFO ] [sig ] [227/3534] Forecasting ARCO... [2025-12-31T20:16:24.444835] [INFO ] [sig ] Generating forecast for: ARCO [2025-12-31T20:16:24.444866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-12-31T20:16:24.456464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARCO'. [2025-12-31T20:16:24.456788] [INFO ] [FORECASTER] Starting predict_future for ARCO [2025-12-31T20:16:24.457564] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-12-31T20:16:24.457639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:24.457672] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:24.457699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:24.457756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:24.516618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:24.517489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:24.517592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:24.517630] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:24.631510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:24.631706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:24.631746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:24.631776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:24.635093] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=6.53%) [2025-12-31T20:16:24.635368] [INFO ] [FORECASTER] Completed predict_future for ARCO [2025-12-31T20:16:24.635490] [INFO ] [sig ] ARCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:24.776855] [INFO ] [LOCAL ] Saved forecast: ARCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARCO.txt [2025-12-31T20:16:24.777049] [INFO ] [sig ] [227/3534] Completed ARCO in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m [2025-12-31T20:16:24.777115] [INFO ] [sig ] [228/3534] Forecasting ARDC... [2025-12-31T20:16:24.777159] [INFO ] [sig ] Generating forecast for: ARDC [2025-12-31T20:16:24.777201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-12-31T20:16:24.789636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDC'. [2025-12-31T20:16:24.789935] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-12-31T20:16:24.790751] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-12-31T20:16:24.790805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:24.790839] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:24.790867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:24.790936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:24.848882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:24.849684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:24.849767] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:24.849800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:24.964281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:24.964442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:24.964482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:24.964513] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:24.968035] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=66.85%) [2025-12-31T20:16:24.968317] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-12-31T20:16:24.968442] [INFO ] [sig ] ARDC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:25.109248] [INFO ] [LOCAL ] Saved forecast: ARDC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARDC.txt [2025-12-31T20:16:25.109430] [INFO ] [sig ] [228/3534] Completed ARDC in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m [2025-12-31T20:16:25.109680] [INFO ] [sig ] [229/3534] Forecasting ARDX... [2025-12-31T20:16:25.109710] [INFO ] [sig ] Generating forecast for: ARDX [2025-12-31T20:16:25.109744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'. [2025-12-31T20:16:25.121179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARDX'. [2025-12-31T20:16:25.121491] [INFO ] [FORECASTER] Starting predict_future for ARDX [2025-12-31T20:16:25.122293] [DEBUG] [LOCAL ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt [2025-12-31T20:16:25.122347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:25.122380] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:25.122407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:25.122465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:25.182429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:25.183320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:25.183406] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:25.183439] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:25.304507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:25.304681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:25.304724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:25.304754] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:25.308556] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=32.76%) [2025-12-31T20:16:25.308852] [INFO ] [FORECASTER] Completed predict_future for ARDX [2025-12-31T20:16:25.308975] [INFO ] [sig ] ARDX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:25.450504] [INFO ] [LOCAL ] Saved forecast: ARDX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARDX.txt [2025-12-31T20:16:25.450675] [INFO ] [sig ] [229/3534] Completed ARDX in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m [2025-12-31T20:16:25.450723] [INFO ] [sig ] [230/3534] Forecasting ARE... [2025-12-31T20:16:25.450768] [INFO ] [sig ] Generating forecast for: ARE [2025-12-31T20:16:25.450804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-12-31T20:16:25.462034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARE'. [2025-12-31T20:16:25.462354] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-12-31T20:16:25.463163] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-12-31T20:16:25.463226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:25.463262] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:25.463290] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:25.463347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:25.521825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:25.522703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:25.522790] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:25.522823] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:25.648269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:25.648429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:25.648469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:25.648500] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:25.652089] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=93.93%) [2025-12-31T20:16:25.652399] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-12-31T20:16:25.652525] [INFO ] [sig ] ARE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:25.795898] [INFO ] [LOCAL ] Saved forecast: ARE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARE.txt [2025-12-31T20:16:25.796038] [INFO ] [sig ] [230/3534] Completed ARE in 0.3s | 2.85 sym/s | Total: 1.3m | ETA: 19.3m [2025-12-31T20:16:25.796077] [INFO ] [sig ] [231/3534] Forecasting AREC... [2025-12-31T20:16:25.796108] [INFO ] [sig ] Generating forecast for: AREC [2025-12-31T20:16:25.796138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'. [2025-12-31T20:16:25.807159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AREC'. [2025-12-31T20:16:25.807462] [INFO ] [FORECASTER] Starting predict_future for AREC [2025-12-31T20:16:25.808244] [DEBUG] [LOCAL ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt [2025-12-31T20:16:25.808296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:25.808354] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:25.808383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:25.808442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:25.864798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:25.865542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:25.865637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:25.865671] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:25.985630] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:25.985783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:25.985822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:25.985850] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:25.989163] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=90.57%) [2025-12-31T20:16:25.989483] [INFO ] [FORECASTER] Completed predict_future for AREC [2025-12-31T20:16:25.989622] [INFO ] [sig ] AREC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:26.128969] [INFO ] [LOCAL ] Saved forecast: AREC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AREC.txt [2025-12-31T20:16:26.129107] [INFO ] [sig ] [231/3534] Completed AREC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m [2025-12-31T20:16:26.129145] [INFO ] [sig ] [232/3534] Forecasting ARES... [2025-12-31T20:16:26.129175] [INFO ] [sig ] Generating forecast for: ARES [2025-12-31T20:16:26.129205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'. [2025-12-31T20:16:26.140101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARES'. [2025-12-31T20:16:26.140383] [INFO ] [FORECASTER] Starting predict_future for ARES [2025-12-31T20:16:26.141162] [DEBUG] [LOCAL ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt [2025-12-31T20:16:26.141213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:26.141246] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:26.141272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:26.141329] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:26.197496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:26.198399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:26.198487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:26.198519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:26.332598] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:26.332755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:26.332800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:26.332830] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:26.336278] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=61.38%) [2025-12-31T20:16:26.336555] [INFO ] [FORECASTER] Completed predict_future for ARES [2025-12-31T20:16:26.336712] [INFO ] [sig ] ARES: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:26.480098] [INFO ] [LOCAL ] Saved forecast: ARES 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARES.txt [2025-12-31T20:16:26.480257] [INFO ] [sig ] [232/3534] Completed ARES in 0.4s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m [2025-12-31T20:16:26.480300] [INFO ] [sig ] [233/3534] Forecasting ARGX... [2025-12-31T20:16:26.480334] [INFO ] [sig ] Generating forecast for: ARGX [2025-12-31T20:16:26.480366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'. [2025-12-31T20:16:26.492016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARGX'. [2025-12-31T20:16:26.492336] [INFO ] [FORECASTER] Starting predict_future for ARGX [2025-12-31T20:16:26.493129] [DEBUG] [LOCAL ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt [2025-12-31T20:16:26.493181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:26.493214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:26.493241] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:26.493299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:26.553214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:26.554082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:26.554167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:26.554201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:26.679551] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:26.679726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:26.679767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:26.679797] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:26.683212] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=31.24%) [2025-12-31T20:16:26.683485] [INFO ] [FORECASTER] Completed predict_future for ARGX [2025-12-31T20:16:26.683631] [INFO ] [sig ] ARGX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:26.826027] [INFO ] [LOCAL ] Saved forecast: ARGX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARGX.txt [2025-12-31T20:16:26.826199] [INFO ] [sig ] [233/3534] Completed ARGX in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m [2025-12-31T20:16:26.826241] [INFO ] [sig ] [234/3534] Forecasting ARHS... [2025-12-31T20:16:26.826270] [INFO ] [sig ] Generating forecast for: ARHS [2025-12-31T20:16:26.826301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'. [2025-12-31T20:16:26.837161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARHS'. [2025-12-31T20:16:26.837465] [INFO ] [FORECASTER] Starting predict_future for ARHS [2025-12-31T20:16:26.838246] [DEBUG] [LOCAL ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt [2025-12-31T20:16:26.838298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:26.838330] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:26.838356] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:26.838412] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:26.895532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:26.896411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:26.896495] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:26.896527] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:27.018164] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:27.018330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:27.018368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:27.018434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:27.021885] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=15.97%) [2025-12-31T20:16:27.022175] [INFO ] [FORECASTER] Completed predict_future for ARHS [2025-12-31T20:16:27.022304] [INFO ] [sig ] ARHS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:27.161827] [INFO ] [LOCAL ] Saved forecast: ARHS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARHS.txt [2025-12-31T20:16:27.161962] [INFO ] [sig ] [234/3534] Completed ARHS in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m [2025-12-31T20:16:27.162002] [INFO ] [sig ] [235/3534] Forecasting ARI... [2025-12-31T20:16:27.162032] [INFO ] [sig ] Generating forecast for: ARI [2025-12-31T20:16:27.162063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-12-31T20:16:27.174341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARI'. [2025-12-31T20:16:27.174900] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-12-31T20:16:27.175773] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-12-31T20:16:27.175826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:27.175860] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:27.175888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:27.175947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:27.233979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:27.234846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:27.234932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:27.234967] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:27.361130] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:27.361278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:27.361320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:27.361350] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:27.364882] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=66.13%) [2025-12-31T20:16:27.365176] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-12-31T20:16:27.365300] [INFO ] [sig ] ARI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:27.505284] [INFO ] [LOCAL ] Saved forecast: ARI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARI.txt [2025-12-31T20:16:27.505417] [INFO ] [sig ] [235/3534] Completed ARI in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m [2025-12-31T20:16:27.505457] [INFO ] [sig ] [236/3534] Forecasting ARKO... [2025-12-31T20:16:27.505486] [INFO ] [sig ] Generating forecast for: ARKO [2025-12-31T20:16:27.505516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'. [2025-12-31T20:16:27.517650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARKO'. [2025-12-31T20:16:27.517931] [INFO ] [FORECASTER] Starting predict_future for ARKO [2025-12-31T20:16:27.518706] [DEBUG] [LOCAL ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt [2025-12-31T20:16:27.518757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:27.518788] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:27.518815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:27.518873] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:27.576507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:27.577206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:27.577284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:27.577316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:27.695075] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:27.695231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:27.695271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:27.695300] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:27.698691] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=68.57%) [2025-12-31T20:16:27.698969] [INFO ] [FORECASTER] Completed predict_future for ARKO [2025-12-31T20:16:27.699092] [INFO ] [sig ] ARKO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:27.836715] [INFO ] [LOCAL ] Saved forecast: ARKO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARKO.txt [2025-12-31T20:16:27.836849] [INFO ] [sig ] [236/3534] Completed ARKO in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m [2025-12-31T20:16:27.836888] [INFO ] [sig ] [237/3534] Forecasting ARLO... [2025-12-31T20:16:27.836918] [INFO ] [sig ] Generating forecast for: ARLO [2025-12-31T20:16:27.836948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-12-31T20:16:27.848188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLO'. [2025-12-31T20:16:27.848473] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-12-31T20:16:27.849284] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-12-31T20:16:27.849338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:27.849370] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:27.849396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:27.849453] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:27.905515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:27.906343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:27.906424] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:27.906457] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:28.027162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:28.027316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:28.027358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:28.027388] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:28.030857] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=78.23%) [2025-12-31T20:16:28.031132] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-12-31T20:16:28.031260] [INFO ] [sig ] ARLO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:28.173982] [INFO ] [LOCAL ] Saved forecast: ARLO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARLO.txt [2025-12-31T20:16:28.174128] [INFO ] [sig ] [237/3534] Completed ARLO in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.3m [2025-12-31T20:16:28.174169] [INFO ] [sig ] [238/3534] Forecasting ARLP... [2025-12-31T20:16:28.174197] [INFO ] [sig ] Generating forecast for: ARLP [2025-12-31T20:16:28.174228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'. [2025-12-31T20:16:28.186233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARLP'. [2025-12-31T20:16:28.186550] [INFO ] [FORECASTER] Starting predict_future for ARLP [2025-12-31T20:16:28.187536] [DEBUG] [LOCAL ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt [2025-12-31T20:16:28.187621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:28.187656] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:28.187685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:28.187744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:28.247410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:28.248219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:28.248299] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:28.248332] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:28.366276] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:28.366431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:28.366473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:28.366504] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:28.369996] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=54.60%) [2025-12-31T20:16:28.370279] [INFO ] [FORECASTER] Completed predict_future for ARLP [2025-12-31T20:16:28.370408] [INFO ] [sig ] ARLP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:28.510133] [INFO ] [LOCAL ] Saved forecast: ARLP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARLP.txt [2025-12-31T20:16:28.510267] [INFO ] [sig ] [238/3534] Completed ARLP in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:28.510307] [INFO ] [sig ] [239/3534] Forecasting ARM... [2025-12-31T20:16:28.510337] [INFO ] [sig ] Generating forecast for: ARM [2025-12-31T20:16:28.510367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'. [2025-12-31T20:16:28.521664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARM'. [2025-12-31T20:16:28.521969] [INFO ] [FORECASTER] Starting predict_future for ARM [2025-12-31T20:16:28.522830] [DEBUG] [LOCAL ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt [2025-12-31T20:16:28.522885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:28.522918] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:28.522946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:28.523007] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:28.580504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:28.581227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:28.581308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:28.581341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:28.705100] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:28.705256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:28.705296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:28.705327] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:28.708868] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=6.95%) [2025-12-31T20:16:28.709152] [INFO ] [FORECASTER] Completed predict_future for ARM [2025-12-31T20:16:28.709305] [INFO ] [sig ] ARM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:28.852359] [INFO ] [LOCAL ] Saved forecast: ARM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARM.txt [2025-12-31T20:16:28.852536] [INFO ] [sig ] [239/3534] Completed ARM in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:28.852594] [INFO ] [sig ] [240/3534] Forecasting ARMK... [2025-12-31T20:16:28.852626] [INFO ] [sig ] Generating forecast for: ARMK [2025-12-31T20:16:28.852656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-12-31T20:16:28.864141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARMK'. [2025-12-31T20:16:28.864489] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-12-31T20:16:28.865295] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-12-31T20:16:28.865349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:28.865381] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:28.865407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:28.865464] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:28.923193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:28.924077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:28.924166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:28.924300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:29.051852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:29.052008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:29.052060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:29.052093] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:29.055833] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-12-31T20:16:29.056132] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-12-31T20:16:29.056269] [INFO ] [sig ] ARMK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:29.196978] [INFO ] [LOCAL ] Saved forecast: ARMK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARMK.txt [2025-12-31T20:16:29.197135] [INFO ] [sig ] [240/3534] Completed ARMK in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:29.197174] [INFO ] [sig ] [241/3534] Forecasting AROC... [2025-12-31T20:16:29.197204] [INFO ] [sig ] Generating forecast for: AROC [2025-12-31T20:16:29.197235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-12-31T20:16:29.209147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AROC'. [2025-12-31T20:16:29.209480] [INFO ] [FORECASTER] Starting predict_future for AROC [2025-12-31T20:16:29.210286] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-12-31T20:16:29.210340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:29.210383] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:29.210412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:29.210473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:29.269909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:29.270800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:29.270915] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:29.270954] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:29.392738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:29.392906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:29.392949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:29.392979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:29.397051] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=13.90%) [2025-12-31T20:16:29.397339] [INFO ] [FORECASTER] Completed predict_future for AROC [2025-12-31T20:16:29.397468] [INFO ] [sig ] AROC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:29.543602] [INFO ] [LOCAL ] Saved forecast: AROC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AROC.txt [2025-12-31T20:16:29.543735] [INFO ] [sig ] [241/3534] Completed AROC in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:29.543776] [INFO ] [sig ] [242/3534] Forecasting ARQ... [2025-12-31T20:16:29.543805] [INFO ] [sig ] Generating forecast for: ARQ [2025-12-31T20:16:29.543836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'. [2025-12-31T20:16:29.554970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQ'. [2025-12-31T20:16:29.555258] [INFO ] [FORECASTER] Starting predict_future for ARQ [2025-12-31T20:16:29.556098] [DEBUG] [LOCAL ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt [2025-12-31T20:16:29.556151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:29.556184] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:29.556212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:29.556270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:29.613961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:29.614728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:29.614809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:29.614842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:29.732744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:29.732901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:29.732942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:29.732972] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:29.736312] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-12-31T20:16:29.736603] [INFO ] [FORECASTER] Completed predict_future for ARQ [2025-12-31T20:16:29.736726] [INFO ] [sig ] ARQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:29.876413] [INFO ] [LOCAL ] Saved forecast: ARQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARQ.txt [2025-12-31T20:16:29.876544] [INFO ] [sig ] [242/3534] Completed ARQ in 0.3s | 2.85 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:29.876603] [INFO ] [sig ] [243/3534] Forecasting ARQQ... [2025-12-31T20:16:29.876635] [INFO ] [sig ] Generating forecast for: ARQQ [2025-12-31T20:16:29.876666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'. [2025-12-31T20:16:29.887918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'. [2025-12-31T20:16:29.888219] [INFO ] [FORECASTER] Starting predict_future for ARQQ [2025-12-31T20:16:29.888998] [DEBUG] [LOCAL ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt [2025-12-31T20:16:29.889050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:29.889082] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:29.889109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:29.889166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:29.945830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:29.946540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:29.946634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:29.946667] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:30.068317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:30.068469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:30.068512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:30.068541] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:30.072063] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=60.85%) [2025-12-31T20:16:30.072335] [INFO ] [FORECASTER] Completed predict_future for ARQQ [2025-12-31T20:16:30.072462] [INFO ] [sig ] ARQQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:30.214165] [INFO ] [LOCAL ] Saved forecast: ARQQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARQQ.txt [2025-12-31T20:16:30.214326] [INFO ] [sig ] [243/3534] Completed ARQQ in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:30.214368] [INFO ] [sig ] [244/3534] Forecasting ARRY... [2025-12-31T20:16:30.214398] [INFO ] [sig ] Generating forecast for: ARRY [2025-12-31T20:16:30.214429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'. [2025-12-31T20:16:30.225993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARRY'. [2025-12-31T20:16:30.226317] [INFO ] [FORECASTER] Starting predict_future for ARRY [2025-12-31T20:16:30.227149] [DEBUG] [LOCAL ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt [2025-12-31T20:16:30.227203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:30.227237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:30.227265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:30.227324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:30.285075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:30.285975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:30.286064] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:30.286096] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:30.408324] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:30.408488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:30.408534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:30.408564] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:30.412286] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=6.08%) [2025-12-31T20:16:30.412569] [INFO ] [FORECASTER] Completed predict_future for ARRY [2025-12-31T20:16:30.412718] [INFO ] [sig ] ARRY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:30.555992] [INFO ] [LOCAL ] Saved forecast: ARRY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARRY.txt [2025-12-31T20:16:30.556195] [INFO ] [sig ] [244/3534] Completed ARRY in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:30.556275] [INFO ] [sig ] [245/3534] Forecasting ARTL... [2025-12-31T20:16:30.556320] [INFO ] [sig ] Generating forecast for: ARTL [2025-12-31T20:16:30.556377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'. [2025-12-31T20:16:30.567730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTL'. [2025-12-31T20:16:30.568047] [INFO ] [FORECASTER] Starting predict_future for ARTL [2025-12-31T20:16:30.568851] [DEBUG] [LOCAL ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt [2025-12-31T20:16:30.568903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:30.568936] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:30.568962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:30.569020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:30.630167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:30.631005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:30.631091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:30.631124] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:30.749320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:30.749481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:30.749520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:30.749548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:30.753472] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=11.31%) [2025-12-31T20:16:30.753936] [INFO ] [FORECASTER] Completed predict_future for ARTL [2025-12-31T20:16:30.754059] [INFO ] [sig ] ARTL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:30.893006] [INFO ] [LOCAL ] Saved forecast: ARTL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARTL.txt [2025-12-31T20:16:30.893141] [INFO ] [sig ] [245/3534] Completed ARTL in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:30.893180] [INFO ] [sig ] [246/3534] Forecasting ARTNA... [2025-12-31T20:16:30.893210] [INFO ] [sig ] Generating forecast for: ARTNA [2025-12-31T20:16:30.893255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'. [2025-12-31T20:16:30.904777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'. [2025-12-31T20:16:30.905123] [INFO ] [FORECASTER] Starting predict_future for ARTNA [2025-12-31T20:16:30.905933] [DEBUG] [LOCAL ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt [2025-12-31T20:16:30.905986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:30.906020] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:30.906049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:30.906109] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:30.964996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:30.965719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:30.965799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:30.965831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:31.083345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:31.083506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:31.083546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:31.083593] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:31.086926] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-12-31T20:16:31.087201] [INFO ] [FORECASTER] Completed predict_future for ARTNA [2025-12-31T20:16:31.087339] [INFO ] [sig ] ARTNA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:31.227795] [INFO ] [LOCAL ] Saved forecast: ARTNA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ARTNA.txt [2025-12-31T20:16:31.227963] [INFO ] [sig ] [246/3534] Completed ARTNA in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:31.228006] [INFO ] [sig ] [247/3534] Forecasting ARVN... [2025-12-31T20:16:31.228036] [INFO ] [sig ] Generating forecast for: ARVN [2025-12-31T20:16:31.228066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'. [2025-12-31T20:16:31.240231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ARVN'. [2025-12-31T20:16:31.240546] [INFO ] [FORECASTER] Starting predict_future for ARVN [2025-12-31T20:16:31.241329] [DEBUG] [LOCAL ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt [2025-12-31T20:16:31.241384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:31.241419] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:31.241446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:31.241503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:31.301334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:31.302460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:31.302551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:31.302599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:31.425059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:31.425209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:31.425248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:31.425278] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:31.428640] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=74.37%) [2025-12-31T20:16:31.428914] [INFO ] [FORECASTER] Completed predict_future for ARVN [2025-12-31T20:16:31.429067] [INFO ] [sig ] ARVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:31.573247] [INFO ] [LOCAL ] Saved forecast: ARVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ARVN.txt [2025-12-31T20:16:31.573389] [INFO ] [sig ] [247/3534] Completed ARVN in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:31.573436] [INFO ] [sig ] [248/3534] Forecasting ASA... [2025-12-31T20:16:31.573471] [INFO ] [sig ] Generating forecast for: ASA [2025-12-31T20:16:31.573508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-12-31T20:16:31.585486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASA'. [2025-12-31T20:16:31.585793] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-12-31T20:16:31.586556] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-12-31T20:16:31.586625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:31.586681] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:31.586710] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:31.586767] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:31.644711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:31.645437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:31.645518] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:31.645550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:31.768037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:31.768192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:31.768249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:31.768279] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:31.772284] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=9.50%) [2025-12-31T20:16:31.772604] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-12-31T20:16:31.772920] [INFO ] [sig ] ASA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:31.915692] [INFO ] [LOCAL ] Saved forecast: ASA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASA.txt [2025-12-31T20:16:31.915829] [INFO ] [sig ] [248/3534] Completed ASA in 0.3s | 2.86 sym/s | Total: 1.4m | ETA: 19.2m [2025-12-31T20:16:31.915867] [INFO ] [sig ] [249/3534] Forecasting ASB... [2025-12-31T20:16:31.915898] [INFO ] [sig ] Generating forecast for: ASB [2025-12-31T20:16:31.915928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-12-31T20:16:31.927380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASB'. [2025-12-31T20:16:31.927720] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-12-31T20:16:31.928642] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-12-31T20:16:31.928709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:31.928755] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:31.928796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:31.928884] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:31.986372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:31.987091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:31.987174] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:31.987207] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:32.109504] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:32.109673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:32.109717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:32.109748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:32.113404] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=41.53%) [2025-12-31T20:16:32.113705] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-12-31T20:16:32.113834] [INFO ] [sig ] ASB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:32.256764] [INFO ] [LOCAL ] Saved forecast: ASB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASB.txt [2025-12-31T20:16:32.256902] [INFO ] [sig ] [249/3534] Completed ASB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m [2025-12-31T20:16:32.256943] [INFO ] [sig ] [250/3534] Forecasting ASBA... [2025-12-31T20:16:32.256972] [INFO ] [sig ] Generating forecast for: ASBA [2025-12-31T20:16:32.257003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-12-31T20:16:32.268139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASBA'. [2025-12-31T20:16:32.268432] [INFO ] [FORECASTER] Starting predict_future for ASBA [2025-12-31T20:16:32.269210] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-12-31T20:16:32.269281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:32.269314] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:32.269341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:32.269398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:32.328766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:32.329624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:32.329724] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:32.329759] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:32.440614] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:32.440768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:32.440808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:32.440839] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:32.444267] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=9.55%) [2025-12-31T20:16:32.444548] [INFO ] [FORECASTER] Completed predict_future for ASBA [2025-12-31T20:16:32.444694] [INFO ] [sig ] ASBA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:32.584923] [INFO ] [LOCAL ] Saved forecast: ASBA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASBA.txt [2025-12-31T20:16:32.585050] [INFO ] [sig ] [250/3534] Completed ASBA in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.2m [2025-12-31T20:16:32.585090] [INFO ] [sig ] [251/3534] Forecasting ASC... [2025-12-31T20:16:32.585118] [INFO ] [sig ] Generating forecast for: ASC [2025-12-31T20:16:32.585148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-12-31T20:16:32.596050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASC'. [2025-12-31T20:16:32.596310] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-12-31T20:16:32.597126] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-12-31T20:16:32.597180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:32.597214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:32.597242] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:32.597301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:32.655741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:32.656444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:32.656536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:32.656591] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:32.771751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:32.771898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:32.771940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:32.772002] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:32.775496] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=26.94%) [2025-12-31T20:16:32.775814] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-12-31T20:16:32.775943] [INFO ] [sig ] ASC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:32.920206] [INFO ] [LOCAL ] Saved forecast: ASC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASC.txt [2025-12-31T20:16:32.920338] [INFO ] [sig ] [251/3534] Completed ASC in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:32.920379] [INFO ] [sig ] [252/3534] Forecasting ASG... [2025-12-31T20:16:32.920415] [INFO ] [sig ] Generating forecast for: ASG [2025-12-31T20:16:32.920454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-12-31T20:16:32.932080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASG'. [2025-12-31T20:16:32.932366] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-12-31T20:16:32.933208] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-12-31T20:16:32.933263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:32.933297] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:32.933335] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:32.933396] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:32.990911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:32.991563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:32.991659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:32.991692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:33.114793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:33.114948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:33.114992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:33.115021] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:33.118340] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=27.81%) [2025-12-31T20:16:33.118624] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-12-31T20:16:33.118748] [INFO ] [sig ] ASG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:33.256665] [INFO ] [LOCAL ] Saved forecast: ASG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASG.txt [2025-12-31T20:16:33.256791] [INFO ] [sig ] [252/3534] Completed ASG in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:33.256830] [INFO ] [sig ] [253/3534] Forecasting ASGI... [2025-12-31T20:16:33.256859] [INFO ] [sig ] Generating forecast for: ASGI [2025-12-31T20:16:33.256889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-12-31T20:16:33.268523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGI'. [2025-12-31T20:16:33.268836] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-12-31T20:16:33.269701] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-12-31T20:16:33.269757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:33.269789] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:33.269816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:33.269903] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:33.326505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:33.327237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:33.327317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:33.327349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:33.448855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:33.449005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:33.449044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:33.449072] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:33.452497] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=13.96%) [2025-12-31T20:16:33.452787] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-12-31T20:16:33.452912] [INFO ] [sig ] ASGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:33.592180] [INFO ] [LOCAL ] Saved forecast: ASGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASGI.txt [2025-12-31T20:16:33.592308] [INFO ] [sig ] [253/3534] Completed ASGI in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:33.592348] [INFO ] [sig ] [254/3534] Forecasting ASGN... [2025-12-31T20:16:33.592377] [INFO ] [sig ] Generating forecast for: ASGN [2025-12-31T20:16:33.592409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-12-31T20:16:33.603900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASGN'. [2025-12-31T20:16:33.604198] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-12-31T20:16:33.604988] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-12-31T20:16:33.605039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:33.605071] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:33.605098] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:33.605155] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:33.661240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:33.661876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:33.661951] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:33.661983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:33.783895] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:33.784044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:33.784087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:33.784115] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:33.787551] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=21.81%) [2025-12-31T20:16:33.787850] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-12-31T20:16:33.787978] [INFO ] [sig ] ASGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:33.926140] [INFO ] [LOCAL ] Saved forecast: ASGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASGN.txt [2025-12-31T20:16:33.926315] [INFO ] [sig ] [254/3534] Completed ASGN in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:33.926359] [INFO ] [sig ] [255/3534] Forecasting ASH... [2025-12-31T20:16:33.926388] [INFO ] [sig ] Generating forecast for: ASH [2025-12-31T20:16:33.926417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-12-31T20:16:33.940257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASH'. [2025-12-31T20:16:33.940664] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-12-31T20:16:33.941481] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-12-31T20:16:33.941535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:33.941568] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:33.941624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:33.941683] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:33.999109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:33.999846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:33.999926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:33.999961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:34.121984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:34.122120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:34.122160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:34.122189] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:34.125761] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=51.24%) [2025-12-31T20:16:34.126041] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-12-31T20:16:34.126169] [INFO ] [sig ] ASH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:34.266736] [INFO ] [LOCAL ] Saved forecast: ASH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASH.txt [2025-12-31T20:16:34.266853] [INFO ] [sig ] [255/3534] Completed ASH in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:34.266892] [INFO ] [sig ] [256/3534] Forecasting ASIX... [2025-12-31T20:16:34.266921] [INFO ] [sig ] Generating forecast for: ASIX [2025-12-31T20:16:34.266957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-12-31T20:16:34.277920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASIX'. [2025-12-31T20:16:34.278358] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-12-31T20:16:34.279198] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-12-31T20:16:34.279278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:34.279315] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:34.279352] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:34.279410] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:34.335931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:34.336806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:34.336891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:34.336923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:34.452658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:34.452808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:34.452847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:34.452875] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:34.456190] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=41.86%) [2025-12-31T20:16:34.456464] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-12-31T20:16:34.456606] [INFO ] [sig ] ASIX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:34.594166] [INFO ] [LOCAL ] Saved forecast: ASIX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASIX.txt [2025-12-31T20:16:34.594286] [INFO ] [sig ] [256/3534] Completed ASIX in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:34.594327] [INFO ] [sig ] [257/3534] Forecasting ASLE... [2025-12-31T20:16:34.594355] [INFO ] [sig ] Generating forecast for: ASLE [2025-12-31T20:16:34.594385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'. [2025-12-31T20:16:34.605145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASLE'. [2025-12-31T20:16:34.605420] [INFO ] [FORECASTER] Starting predict_future for ASLE [2025-12-31T20:16:34.606201] [DEBUG] [LOCAL ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt [2025-12-31T20:16:34.606254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:34.606287] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:34.606313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:34.606370] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:34.665615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:34.666239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:34.666316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:34.666348] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:34.782748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:34.782898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:34.782938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:34.782967] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:34.786290] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=53.99%) [2025-12-31T20:16:34.786565] [INFO ] [FORECASTER] Completed predict_future for ASLE [2025-12-31T20:16:34.786705] [INFO ] [sig ] ASLE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:34.925433] [INFO ] [LOCAL ] Saved forecast: ASLE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASLE.txt [2025-12-31T20:16:34.925594] [INFO ] [sig ] [257/3534] Completed ASLE in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:34.925636] [INFO ] [sig ] [258/3534] Forecasting ASMB... [2025-12-31T20:16:34.925665] [INFO ] [sig ] Generating forecast for: ASMB [2025-12-31T20:16:34.925695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'. [2025-12-31T20:16:34.937124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASMB'. [2025-12-31T20:16:34.937474] [INFO ] [FORECASTER] Starting predict_future for ASMB [2025-12-31T20:16:34.938285] [DEBUG] [LOCAL ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt [2025-12-31T20:16:34.938337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:34.938369] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:34.938397] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:34.938454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:34.995095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:34.995759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:34.995865] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:34.995899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:35.118229] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:35.118382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:35.118423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:35.118452] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:35.121858] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=32.66%) [2025-12-31T20:16:35.122125] [INFO ] [FORECASTER] Completed predict_future for ASMB [2025-12-31T20:16:35.122250] [INFO ] [sig ] ASMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:35.261295] [INFO ] [LOCAL ] Saved forecast: ASMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASMB.txt [2025-12-31T20:16:35.261450] [INFO ] [sig ] [258/3534] Completed ASMB in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:35.261491] [INFO ] [sig ] [259/3534] Forecasting ASML... [2025-12-31T20:16:35.261522] [INFO ] [sig ] Generating forecast for: ASML [2025-12-31T20:16:35.261554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'. [2025-12-31T20:16:35.273625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASML'. [2025-12-31T20:16:35.274030] [INFO ] [FORECASTER] Starting predict_future for ASML [2025-12-31T20:16:35.274940] [DEBUG] [LOCAL ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt [2025-12-31T20:16:35.274999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:35.275032] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:35.275060] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:35.275119] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:35.333074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:35.333939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:35.334024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:35.334057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:35.458890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:35.459043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:35.459082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:35.459128] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:35.462622] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=52.13%) [2025-12-31T20:16:35.462896] [INFO ] [FORECASTER] Completed predict_future for ASML [2025-12-31T20:16:35.463023] [INFO ] [sig ] ASML: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:35.602205] [INFO ] [LOCAL ] Saved forecast: ASML 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASML.txt [2025-12-31T20:16:35.602327] [INFO ] [sig ] [259/3534] Completed ASML in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:35.602367] [INFO ] [sig ] [260/3534] Forecasting ASND... [2025-12-31T20:16:35.602395] [INFO ] [sig ] Generating forecast for: ASND [2025-12-31T20:16:35.602425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'. [2025-12-31T20:16:35.613916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASND'. [2025-12-31T20:16:35.614222] [INFO ] [FORECASTER] Starting predict_future for ASND [2025-12-31T20:16:35.615004] [DEBUG] [LOCAL ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt [2025-12-31T20:16:35.615055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:35.615087] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:35.615114] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:35.615172] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:35.673190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:35.673851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:35.673927] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:35.673960] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:35.797095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:35.797236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:35.797275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:35.797304] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:35.800714] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=73.79%) [2025-12-31T20:16:35.800987] [INFO ] [FORECASTER] Completed predict_future for ASND [2025-12-31T20:16:35.801108] [INFO ] [sig ] ASND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:35.939392] [INFO ] [LOCAL ] Saved forecast: ASND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASND.txt [2025-12-31T20:16:35.939516] [INFO ] [sig ] [260/3534] Completed ASND in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:35.939555] [INFO ] [sig ] [261/3534] Forecasting ASO... [2025-12-31T20:16:35.939603] [INFO ] [sig ] Generating forecast for: ASO [2025-12-31T20:16:35.939635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'. [2025-12-31T20:16:35.950835] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASO'. [2025-12-31T20:16:35.951107] [INFO ] [FORECASTER] Starting predict_future for ASO [2025-12-31T20:16:35.951889] [DEBUG] [LOCAL ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt [2025-12-31T20:16:35.951943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:35.951975] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:35.952002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:35.952059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:36.008704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:36.009384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:36.009462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:36.009495] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:36.122123] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:36.122242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:36.122282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:36.122314] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:36.125647] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=2.25%) [2025-12-31T20:16:36.125920] [INFO ] [FORECASTER] Completed predict_future for ASO [2025-12-31T20:16:36.126040] [INFO ] [sig ] ASO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:36.320252] [INFO ] [LOCAL ] Saved forecast: ASO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASO.txt [2025-12-31T20:16:36.320413] [INFO ] [sig ] [261/3534] Completed ASO in 0.4s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:36.320453] [INFO ] [sig ] [262/3534] Forecasting ASPI... [2025-12-31T20:16:36.320485] [INFO ] [sig ] Generating forecast for: ASPI [2025-12-31T20:16:36.320517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'. [2025-12-31T20:16:36.331833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPI'. [2025-12-31T20:16:36.332111] [INFO ] [FORECASTER] Starting predict_future for ASPI [2025-12-31T20:16:36.332897] [DEBUG] [LOCAL ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt [2025-12-31T20:16:36.332951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:36.332984] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:36.333012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:36.333070] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:36.389560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:36.390200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:36.390279] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:36.390311] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:36.505114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:36.505261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:36.505300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:36.505330] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:36.508656] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=1.34%) [2025-12-31T20:16:36.508931] [INFO ] [FORECASTER] Completed predict_future for ASPI [2025-12-31T20:16:36.509054] [INFO ] [sig ] ASPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:36.648237] [INFO ] [LOCAL ] Saved forecast: ASPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASPI.txt [2025-12-31T20:16:36.648394] [INFO ] [sig ] [262/3534] Completed ASPI in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.1m [2025-12-31T20:16:36.648437] [INFO ] [sig ] [263/3534] Forecasting ASPN... [2025-12-31T20:16:36.648468] [INFO ] [sig ] Generating forecast for: ASPN [2025-12-31T20:16:36.648502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-12-31T20:16:36.659822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPN'. [2025-12-31T20:16:36.660114] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-12-31T20:16:36.660898] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-12-31T20:16:36.660951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:36.660984] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:36.661013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:36.661083] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:36.717612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:36.718317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:36.718397] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:36.718430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:36.842731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:36.842884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:36.842925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:36.842954] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:36.846253] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=9.80%) [2025-12-31T20:16:36.846534] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-12-31T20:16:36.846707] [INFO ] [sig ] ASPN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:36.986869] [INFO ] [LOCAL ] Saved forecast: ASPN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASPN.txt [2025-12-31T20:16:36.987017] [INFO ] [sig ] [263/3534] Completed ASPN in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.0m [2025-12-31T20:16:36.987060] [INFO ] [sig ] [264/3534] Forecasting ASPS... [2025-12-31T20:16:36.987091] [INFO ] [sig ] Generating forecast for: ASPS [2025-12-31T20:16:36.987123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'. [2025-12-31T20:16:36.997974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASPS'. [2025-12-31T20:16:36.998251] [INFO ] [FORECASTER] Starting predict_future for ASPS [2025-12-31T20:16:36.999053] [DEBUG] [LOCAL ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt [2025-12-31T20:16:36.999109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:36.999142] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:36.999170] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:36.999229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:37.057386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:37.058034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:37.058114] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:37.058147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:37.170404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:37.170560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:37.170617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:37.170648] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:37.173982] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=56.07%) [2025-12-31T20:16:37.174273] [INFO ] [FORECASTER] Completed predict_future for ASPS [2025-12-31T20:16:37.174403] [INFO ] [sig ] ASPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:37.314056] [INFO ] [LOCAL ] Saved forecast: ASPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASPS.txt [2025-12-31T20:16:37.314194] [INFO ] [sig ] [264/3534] Completed ASPS in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.0m [2025-12-31T20:16:37.314234] [INFO ] [sig ] [265/3534] Forecasting ASTE... [2025-12-31T20:16:37.314264] [INFO ] [sig ] Generating forecast for: ASTE [2025-12-31T20:16:37.314294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'. [2025-12-31T20:16:37.325288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTE'. [2025-12-31T20:16:37.325594] [INFO ] [FORECASTER] Starting predict_future for ASTE [2025-12-31T20:16:37.326375] [DEBUG] [LOCAL ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt [2025-12-31T20:16:37.326437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:37.326496] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:37.326532] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:37.326623] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:37.382611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:37.383256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:37.383333] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:37.383365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:37.500074] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:37.500223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:37.500263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:37.500293] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:37.503624] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: UP (p=78.87%) [2025-12-31T20:16:37.503898] [INFO ] [FORECASTER] Completed predict_future for ASTE [2025-12-31T20:16:37.504018] [INFO ] [sig ] ASTE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:37.642471] [INFO ] [LOCAL ] Saved forecast: ASTE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASTE.txt [2025-12-31T20:16:37.642633] [INFO ] [sig ] [265/3534] Completed ASTE in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.0m [2025-12-31T20:16:37.642677] [INFO ] [sig ] [266/3534] Forecasting ASTH... [2025-12-31T20:16:37.642706] [INFO ] [sig ] Generating forecast for: ASTH [2025-12-31T20:16:37.642737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'. [2025-12-31T20:16:37.653929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTH'. [2025-12-31T20:16:37.654220] [INFO ] [FORECASTER] Starting predict_future for ASTH [2025-12-31T20:16:37.655010] [DEBUG] [LOCAL ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt [2025-12-31T20:16:37.655062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:37.655093] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:37.655120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:37.655178] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:37.715214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:37.715940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:37.716020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:37.716052] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:37.842835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:37.842981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:37.843021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:37.843049] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:37.846361] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=95.39%) [2025-12-31T20:16:37.846653] [INFO ] [FORECASTER] Completed predict_future for ASTH [2025-12-31T20:16:37.846775] [INFO ] [sig ] ASTH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:37.987536] [INFO ] [LOCAL ] Saved forecast: ASTH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASTH.txt [2025-12-31T20:16:37.987689] [INFO ] [sig ] [266/3534] Completed ASTH in 0.3s | 2.86 sym/s | Total: 1.5m | ETA: 19.0m [2025-12-31T20:16:37.987729] [INFO ] [sig ] [267/3534] Forecasting ASTI... [2025-12-31T20:16:37.987758] [INFO ] [sig ] Generating forecast for: ASTI [2025-12-31T20:16:37.987788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'. [2025-12-31T20:16:37.999593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTI'. [2025-12-31T20:16:38.000084] [INFO ] [FORECASTER] Starting predict_future for ASTI [2025-12-31T20:16:38.000912] [DEBUG] [LOCAL ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt [2025-12-31T20:16:38.000966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:38.001000] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:38.001029] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:38.001088] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:38.059007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:38.059695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:38.059774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:38.059807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:38.183497] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:38.183670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:38.183710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:38.183739] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:38.187415] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=90.96%) [2025-12-31T20:16:38.187702] [INFO ] [FORECASTER] Completed predict_future for ASTI [2025-12-31T20:16:38.187828] [INFO ] [sig ] ASTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:38.325861] [INFO ] [LOCAL ] Saved forecast: ASTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASTI.txt [2025-12-31T20:16:38.325967] [INFO ] [sig ] [267/3534] Completed ASTI in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:38.326006] [INFO ] [sig ] [268/3534] Forecasting ASTL... [2025-12-31T20:16:38.326035] [INFO ] [sig ] Generating forecast for: ASTL [2025-12-31T20:16:38.326066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'. [2025-12-31T20:16:38.337086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTL'. [2025-12-31T20:16:38.337337] [INFO ] [FORECASTER] Starting predict_future for ASTL [2025-12-31T20:16:38.338112] [DEBUG] [LOCAL ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt [2025-12-31T20:16:38.338164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:38.338196] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:38.338224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:38.338281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:38.395491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:38.396131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:38.396210] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:38.396244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:38.512463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:38.512622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:38.512661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:38.512716] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:38.515998] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=2.77%) [2025-12-31T20:16:38.516271] [INFO ] [FORECASTER] Completed predict_future for ASTL [2025-12-31T20:16:38.516392] [INFO ] [sig ] ASTL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:38.654299] [INFO ] [LOCAL ] Saved forecast: ASTL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ASTL.txt [2025-12-31T20:16:38.654417] [INFO ] [sig ] [268/3534] Completed ASTL in 0.3s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:38.654457] [INFO ] [sig ] [269/3534] Forecasting ASTS... [2025-12-31T20:16:38.654487] [INFO ] [sig ] Generating forecast for: ASTS [2025-12-31T20:16:38.654518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'. [2025-12-31T20:16:38.665345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASTS'. [2025-12-31T20:16:38.665639] [INFO ] [FORECASTER] Starting predict_future for ASTS [2025-12-31T20:16:38.666407] [DEBUG] [LOCAL ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt [2025-12-31T20:16:38.666459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:38.666491] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:38.666518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:38.666598] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:38.723840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:38.724602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:38.724680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:38.724713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:38.845097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:38.845233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:38.845273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:38.845304] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:38.848700] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=98.97%) [2025-12-31T20:16:38.848974] [INFO ] [FORECASTER] Completed predict_future for ASTS [2025-12-31T20:16:38.849097] [INFO ] [sig ] ASTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:38.988609] [INFO ] [LOCAL ] Saved forecast: ASTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASTS.txt [2025-12-31T20:16:38.988942] [INFO ] [sig ] [269/3534] Completed ASTS in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:38.988990] [INFO ] [sig ] [270/3534] Forecasting ASX... [2025-12-31T20:16:38.989021] [INFO ] [sig ] Generating forecast for: ASX [2025-12-31T20:16:38.989052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-12-31T20:16:39.000049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASX'. [2025-12-31T20:16:39.000311] [INFO ] [FORECASTER] Starting predict_future for ASX [2025-12-31T20:16:39.001099] [DEBUG] [LOCAL ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt [2025-12-31T20:16:39.001151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:39.001183] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:39.001210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:39.001268] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:39.060466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:39.061327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:39.061411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:39.061444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:39.185672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:39.185814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:39.185858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:39.185889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:39.192882] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=92.83%) [2025-12-31T20:16:39.193195] [INFO ] [FORECASTER] Completed predict_future for ASX [2025-12-31T20:16:39.193322] [INFO ] [sig ] ASX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:39.334092] [INFO ] [LOCAL ] Saved forecast: ASX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASX.txt [2025-12-31T20:16:39.334222] [INFO ] [sig ] [270/3534] Completed ASX in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:39.334262] [INFO ] [sig ] [271/3534] Forecasting ASYS... [2025-12-31T20:16:39.334292] [INFO ] [sig ] Generating forecast for: ASYS [2025-12-31T20:16:39.334323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'. [2025-12-31T20:16:39.345772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ASYS'. [2025-12-31T20:16:39.346069] [INFO ] [FORECASTER] Starting predict_future for ASYS [2025-12-31T20:16:39.346856] [DEBUG] [LOCAL ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt [2025-12-31T20:16:39.346909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:39.346940] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:39.346967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:39.347025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:39.404128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:39.404854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:39.404933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:39.404966] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:39.523812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:39.523960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:39.523999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:39.524027] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:39.527365] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: UP (p=92.54%) [2025-12-31T20:16:39.527689] [INFO ] [FORECASTER] Completed predict_future for ASYS [2025-12-31T20:16:39.527824] [INFO ] [sig ] ASYS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:39.665855] [INFO ] [LOCAL ] Saved forecast: ASYS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ASYS.txt [2025-12-31T20:16:39.665989] [INFO ] [sig ] [271/3534] Completed ASYS in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:39.666027] [INFO ] [sig ] [272/3534] Forecasting ATAI... [2025-12-31T20:16:39.666057] [INFO ] [sig ] Generating forecast for: ATAI [2025-12-31T20:16:39.666087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'. [2025-12-31T20:16:39.678086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATAI'. [2025-12-31T20:16:39.678424] [INFO ] [FORECASTER] Starting predict_future for ATAI [2025-12-31T20:16:39.679446] [DEBUG] [LOCAL ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt [2025-12-31T20:16:39.679500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:39.679533] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:39.679562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:39.679641] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:39.741769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:39.742674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:39.742759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:39.742793] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:39.871979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:39.872176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:39.872235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:39.872275] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:39.876221] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=72.01%) [2025-12-31T20:16:39.876513] [INFO ] [FORECASTER] Completed predict_future for ATAI [2025-12-31T20:16:39.876660] [INFO ] [sig ] ATAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:40.030054] [INFO ] [LOCAL ] Saved forecast: ATAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATAI.txt [2025-12-31T20:16:40.030208] [INFO ] [sig ] [272/3534] Completed ATAI in 0.4s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:40.030254] [INFO ] [sig ] [273/3534] Forecasting ATEC... [2025-12-31T20:16:40.030286] [INFO ] [sig ] Generating forecast for: ATEC [2025-12-31T20:16:40.030318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'. [2025-12-31T20:16:40.043270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEC'. [2025-12-31T20:16:40.043616] [INFO ] [FORECASTER] Starting predict_future for ATEC [2025-12-31T20:16:40.044467] [DEBUG] [LOCAL ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt [2025-12-31T20:16:40.044521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:40.044554] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:40.044609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:40.044671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:40.108983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:40.109841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:40.109926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:40.109960] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:40.240342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:40.240503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:40.240557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:40.240613] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:40.244113] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=98.79%) [2025-12-31T20:16:40.244400] [INFO ] [FORECASTER] Completed predict_future for ATEC [2025-12-31T20:16:40.244551] [INFO ] [sig ] ATEC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:40.395554] [INFO ] [LOCAL ] Saved forecast: ATEC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATEC.txt [2025-12-31T20:16:40.395722] [INFO ] [sig ] [273/3534] Completed ATEC in 0.4s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:40.395765] [INFO ] [sig ] [274/3534] Forecasting ATEN... [2025-12-31T20:16:40.395794] [INFO ] [sig ] Generating forecast for: ATEN [2025-12-31T20:16:40.395826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-12-31T20:16:40.408326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEN'. [2025-12-31T20:16:40.408698] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-12-31T20:16:40.409600] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-12-31T20:16:40.409655] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:40.409687] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:40.409715] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:40.409779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:40.470912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:40.471798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:40.471882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:40.471917] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:40.603821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:40.603978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:40.604019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:40.604049] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:40.607625] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=82.13%) [2025-12-31T20:16:40.607904] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-12-31T20:16:40.608030] [INFO ] [sig ] ATEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:40.760640] [INFO ] [LOCAL ] Saved forecast: ATEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATEN.txt [2025-12-31T20:16:40.761358] [INFO ] [sig ] [274/3534] Completed ATEN in 0.4s | 2.86 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:40.761415] [INFO ] [sig ] [275/3534] Forecasting ATEX... [2025-12-31T20:16:40.761448] [INFO ] [sig ] Generating forecast for: ATEX [2025-12-31T20:16:40.761480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'. [2025-12-31T20:16:40.772632] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATEX'. [2025-12-31T20:16:40.772946] [INFO ] [FORECASTER] Starting predict_future for ATEX [2025-12-31T20:16:40.773800] [DEBUG] [LOCAL ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt [2025-12-31T20:16:40.773865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:40.773913] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:40.773957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:40.774023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:40.836010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:40.836869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:40.836993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:40.837040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:40.952069] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:40.952220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:40.952260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:40.952289] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:40.955638] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=6.34%) [2025-12-31T20:16:40.955916] [INFO ] [FORECASTER] Completed predict_future for ATEX [2025-12-31T20:16:40.956039] [INFO ] [sig ] ATEX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:41.093378] [INFO ] [LOCAL ] Saved forecast: ATEX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATEX.txt [2025-12-31T20:16:41.093520] [INFO ] [sig ] [275/3534] Completed ATEX in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 19.0m [2025-12-31T20:16:41.093562] [INFO ] [sig ] [276/3534] Forecasting ATGE... [2025-12-31T20:16:41.093611] [INFO ] [sig ] Generating forecast for: ATGE [2025-12-31T20:16:41.093644] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-12-31T20:16:41.105007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATGE'. [2025-12-31T20:16:41.105348] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-12-31T20:16:41.106155] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-12-31T20:16:41.106209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:41.106252] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:41.106280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:41.106338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:41.163031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:41.163793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:41.163873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:41.163905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:41.280518] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:41.280688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:41.280728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:41.280757] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:41.284266] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=34.32%) [2025-12-31T20:16:41.284537] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-12-31T20:16:41.284681] [INFO ] [sig ] ATGE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:41.422735] [INFO ] [LOCAL ] Saved forecast: ATGE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATGE.txt [2025-12-31T20:16:41.422874] [INFO ] [sig ] [276/3534] Completed ATGE in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:41.422913] [INFO ] [sig ] [277/3534] Forecasting ATHA... [2025-12-31T20:16:41.422943] [INFO ] [sig ] Generating forecast for: ATHA [2025-12-31T20:16:41.422974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'. [2025-12-31T20:16:41.434005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHA'. [2025-12-31T20:16:41.434340] [INFO ] [FORECASTER] Starting predict_future for ATHA [2025-12-31T20:16:41.435155] [DEBUG] [LOCAL ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt [2025-12-31T20:16:41.435212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:41.435272] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:41.435316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:41.435393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:41.492125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:41.492890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:41.492972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:41.493003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:41.618535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:41.618705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:41.618745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:41.618774] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:41.622142] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=1.99%) [2025-12-31T20:16:41.622414] [INFO ] [FORECASTER] Completed predict_future for ATHA [2025-12-31T20:16:41.622537] [INFO ] [sig ] ATHA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:41.761926] [INFO ] [LOCAL ] Saved forecast: ATHA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATHA.txt [2025-12-31T20:16:41.762068] [INFO ] [sig ] [277/3534] Completed ATHA in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:41.762108] [INFO ] [sig ] [278/3534] Forecasting ATHM... [2025-12-31T20:16:41.762138] [INFO ] [sig ] Generating forecast for: ATHM [2025-12-31T20:16:41.762168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-12-31T20:16:41.774145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATHM'. [2025-12-31T20:16:41.774470] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-12-31T20:16:41.775275] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-12-31T20:16:41.775327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:41.775360] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:41.775386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:41.775443] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:41.831788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:41.832604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:41.832685] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:41.832719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:41.952794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:41.952945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:41.952984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:41.953013] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:41.956324] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=60.82%) [2025-12-31T20:16:41.956618] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-12-31T20:16:41.956744] [INFO ] [sig ] ATHM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:42.094100] [INFO ] [LOCAL ] Saved forecast: ATHM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATHM.txt [2025-12-31T20:16:42.094276] [INFO ] [sig ] [278/3534] Completed ATHM in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:42.094319] [INFO ] [sig ] [279/3534] Forecasting ATI... [2025-12-31T20:16:42.094349] [INFO ] [sig ] Generating forecast for: ATI [2025-12-31T20:16:42.094380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-12-31T20:16:42.106072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATI'. [2025-12-31T20:16:42.106398] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-12-31T20:16:42.107387] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-12-31T20:16:42.107440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:42.107471] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:42.107497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:42.107554] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:42.165195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:42.166069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:42.166151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:42.166185] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:42.287020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:42.287181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:42.287221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:42.287250] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:42.290672] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=87.48%) [2025-12-31T20:16:42.290944] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-12-31T20:16:42.291067] [INFO ] [sig ] ATI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:42.429448] [INFO ] [LOCAL ] Saved forecast: ATI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATI.txt [2025-12-31T20:16:42.429628] [INFO ] [sig ] [279/3534] Completed ATI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:42.429677] [INFO ] [sig ] [280/3534] Forecasting ATLC... [2025-12-31T20:16:42.429708] [INFO ] [sig ] Generating forecast for: ATLC [2025-12-31T20:16:42.429741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'. [2025-12-31T20:16:42.441957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLC'. [2025-12-31T20:16:42.442349] [INFO ] [FORECASTER] Starting predict_future for ATLC [2025-12-31T20:16:42.443210] [DEBUG] [LOCAL ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt [2025-12-31T20:16:42.443266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:42.443298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:42.443325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:42.443383] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:42.501203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:42.502126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:42.502214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:42.502247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:42.626412] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:42.626605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:42.626647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:42.626675] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:42.630526] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=46.04%) [2025-12-31T20:16:42.631011] [INFO ] [FORECASTER] Completed predict_future for ATLC [2025-12-31T20:16:42.631201] [INFO ] [sig ] ATLC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:42.777312] [INFO ] [LOCAL ] Saved forecast: ATLC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATLC.txt [2025-12-31T20:16:42.777476] [INFO ] [sig ] [280/3534] Completed ATLC in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:42.777517] [INFO ] [sig ] [281/3534] Forecasting ATLCZ... [2025-12-31T20:16:42.777546] [INFO ] [sig ] Generating forecast for: ATLCZ [2025-12-31T20:16:42.777597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'. [2025-12-31T20:16:42.788320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'. [2025-12-31T20:16:42.788697] [INFO ] [FORECASTER] Starting predict_future for ATLCZ [2025-12-31T20:16:42.789491] [DEBUG] [LOCAL ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt [2025-12-31T20:16:42.789542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:42.789602] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:42.789633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:42.789691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:42.846425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:42.847308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:42.847393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:42.847426] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:42.965915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:42.966075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:42.966115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:42.966145] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:42.969612] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=7.35%) [2025-12-31T20:16:42.969929] [INFO ] [FORECASTER] Completed predict_future for ATLCZ [2025-12-31T20:16:42.970077] [INFO ] [sig ] ATLCZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:43.114418] [INFO ] [LOCAL ] Saved forecast: ATLCZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATLCZ.txt [2025-12-31T20:16:43.114591] [INFO ] [sig ] [281/3534] Completed ATLCZ in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:43.114635] [INFO ] [sig ] [282/3534] Forecasting ATLO... [2025-12-31T20:16:43.114665] [INFO ] [sig ] Generating forecast for: ATLO [2025-12-31T20:16:43.114696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'. [2025-12-31T20:16:43.124964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATLO'. [2025-12-31T20:16:43.125274] [INFO ] [FORECASTER] Starting predict_future for ATLO [2025-12-31T20:16:43.126110] [DEBUG] [LOCAL ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt [2025-12-31T20:16:43.126164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:43.126221] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:43.126248] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:43.126306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:43.181898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:43.182515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:43.182609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:43.182644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:43.291866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:43.292022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:43.292062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:43.292092] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:43.295389] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=54.56%) [2025-12-31T20:16:43.295676] [INFO ] [FORECASTER] Completed predict_future for ATLO [2025-12-31T20:16:43.295799] [INFO ] [sig ] ATLO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:43.433672] [INFO ] [LOCAL ] Saved forecast: ATLO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATLO.txt [2025-12-31T20:16:43.433804] [INFO ] [sig ] [282/3534] Completed ATLO in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:43.433844] [INFO ] [sig ] [283/3534] Forecasting ATNI... [2025-12-31T20:16:43.433874] [INFO ] [sig ] Generating forecast for: ATNI [2025-12-31T20:16:43.433903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'. [2025-12-31T20:16:43.444994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATNI'. [2025-12-31T20:16:43.445285] [INFO ] [FORECASTER] Starting predict_future for ATNI [2025-12-31T20:16:43.446067] [DEBUG] [LOCAL ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt [2025-12-31T20:16:43.446120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:43.446152] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:43.446178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:43.446235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:43.501886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:43.502516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:43.502610] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:43.502645] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:43.622431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:43.622611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:43.622671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:43.622702] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:43.626048] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-12-31T20:16:43.626325] [INFO ] [FORECASTER] Completed predict_future for ATNI [2025-12-31T20:16:43.626446] [INFO ] [sig ] ATNI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:43.765925] [INFO ] [LOCAL ] Saved forecast: ATNI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATNI.txt [2025-12-31T20:16:43.766062] [INFO ] [sig ] [283/3534] Completed ATNI in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:43.766103] [INFO ] [sig ] [284/3534] Forecasting ATO... [2025-12-31T20:16:43.766132] [INFO ] [sig ] Generating forecast for: ATO [2025-12-31T20:16:43.766163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-12-31T20:16:43.778100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATO'. [2025-12-31T20:16:43.778412] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-12-31T20:16:43.779193] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-12-31T20:16:43.779245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:43.779303] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:43.779330] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:43.779388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:43.836971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:43.837706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:43.837784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:43.837817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:43.964539] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:43.964720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:43.964761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:43.964791] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:43.968125] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=28.35%) [2025-12-31T20:16:43.968397] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-12-31T20:16:43.968524] [INFO ] [sig ] ATO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:44.109054] [INFO ] [LOCAL ] Saved forecast: ATO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATO.txt [2025-12-31T20:16:44.109183] [INFO ] [sig ] [284/3534] Completed ATO in 0.3s | 2.87 sym/s | Total: 1.6m | ETA: 18.9m [2025-12-31T20:16:44.109222] [INFO ] [sig ] [285/3534] Forecasting ATOM... [2025-12-31T20:16:44.109267] [INFO ] [sig ] Generating forecast for: ATOM [2025-12-31T20:16:44.109300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'. [2025-12-31T20:16:44.122474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATOM'. [2025-12-31T20:16:44.122760] [INFO ] [FORECASTER] Starting predict_future for ATOM [2025-12-31T20:16:44.123510] [DEBUG] [LOCAL ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt [2025-12-31T20:16:44.123562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:44.123617] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:44.123645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:44.123702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:44.181791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:44.182403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:44.182494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:44.182528] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:44.307193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:44.307333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:44.307375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:44.307434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:44.310929] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: DOWN (p=8.24%) [2025-12-31T20:16:44.311196] [INFO ] [FORECASTER] Completed predict_future for ATOM [2025-12-31T20:16:44.311320] [INFO ] [sig ] ATOM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:44.452078] [INFO ] [LOCAL ] Saved forecast: ATOM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATOM.txt [2025-12-31T20:16:44.452213] [INFO ] [sig ] [285/3534] Completed ATOM in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.9m [2025-12-31T20:16:44.452251] [INFO ] [sig ] [286/3534] Forecasting ATRA... [2025-12-31T20:16:44.452281] [INFO ] [sig ] Generating forecast for: ATRA [2025-12-31T20:16:44.452312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'. [2025-12-31T20:16:44.465018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRA'. [2025-12-31T20:16:44.465297] [INFO ] [FORECASTER] Starting predict_future for ATRA [2025-12-31T20:16:44.466081] [DEBUG] [LOCAL ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt [2025-12-31T20:16:44.466134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:44.466169] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:44.466196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:44.466258] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:44.523216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:44.523879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:44.523954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:44.523987] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:44.643071] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:44.643232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:44.643271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:44.643300] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:44.647014] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=95.00%) [2025-12-31T20:16:44.647288] [INFO ] [FORECASTER] Completed predict_future for ATRA [2025-12-31T20:16:44.647410] [INFO ] [sig ] ATRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:44.790260] [INFO ] [LOCAL ] Saved forecast: ATRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATRA.txt [2025-12-31T20:16:44.790397] [INFO ] [sig ] [286/3534] Completed ATRA in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.9m [2025-12-31T20:16:44.790440] [INFO ] [sig ] [287/3534] Forecasting ATRC... [2025-12-31T20:16:44.790471] [INFO ] [sig ] Generating forecast for: ATRC [2025-12-31T20:16:44.790508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'. [2025-12-31T20:16:44.802439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRC'. [2025-12-31T20:16:44.802744] [INFO ] [FORECASTER] Starting predict_future for ATRC [2025-12-31T20:16:44.803508] [DEBUG] [LOCAL ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt [2025-12-31T20:16:44.803560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:44.803621] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:44.803650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:44.803708] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:44.860744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:44.861375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:44.861453] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:44.861485] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:44.977566] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:44.977743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:44.977781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:44.977811] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:44.981244] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=5.92%) [2025-12-31T20:16:44.981563] [INFO ] [FORECASTER] Completed predict_future for ATRC [2025-12-31T20:16:44.981717] [INFO ] [sig ] ATRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:45.120647] [INFO ] [LOCAL ] Saved forecast: ATRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATRC.txt [2025-12-31T20:16:45.120782] [INFO ] [sig ] [287/3534] Completed ATRC in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.9m [2025-12-31T20:16:45.120823] [INFO ] [sig ] [288/3534] Forecasting ATRO... [2025-12-31T20:16:45.120852] [INFO ] [sig ] Generating forecast for: ATRO [2025-12-31T20:16:45.120884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'. [2025-12-31T20:16:45.132159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATRO'. [2025-12-31T20:16:45.132414] [INFO ] [FORECASTER] Starting predict_future for ATRO [2025-12-31T20:16:45.133173] [DEBUG] [LOCAL ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt [2025-12-31T20:16:45.133225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:45.133256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:45.133283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:45.133341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:45.189189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:45.189814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:45.189891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:45.189924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:45.310937] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:45.311097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:45.311138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:45.311166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:45.314492] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=45.27%) [2025-12-31T20:16:45.314774] [INFO ] [FORECASTER] Completed predict_future for ATRO [2025-12-31T20:16:45.314895] [INFO ] [sig ] ATRO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:45.452729] [INFO ] [LOCAL ] Saved forecast: ATRO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ATRO.txt [2025-12-31T20:16:45.452871] [INFO ] [sig ] [288/3534] Completed ATRO in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:45.452914] [INFO ] [sig ] [289/3534] Forecasting ATXS... [2025-12-31T20:16:45.452945] [INFO ] [sig ] Generating forecast for: ATXS [2025-12-31T20:16:45.452975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'. [2025-12-31T20:16:45.464007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ATXS'. [2025-12-31T20:16:45.464285] [INFO ] [FORECASTER] Starting predict_future for ATXS [2025-12-31T20:16:45.465053] [DEBUG] [LOCAL ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt [2025-12-31T20:16:45.465106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:45.465138] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:45.465165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:45.465222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:45.521402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:45.522048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:45.522124] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:45.522156] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:45.641777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:45.641921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:45.641959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:45.641987] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:45.645258] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: UP (p=65.69%) [2025-12-31T20:16:45.645529] [INFO ] [FORECASTER] Completed predict_future for ATXS [2025-12-31T20:16:45.645664] [INFO ] [sig ] ATXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:45.784710] [INFO ] [LOCAL ] Saved forecast: ATXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ATXS.txt [2025-12-31T20:16:45.784843] [INFO ] [sig ] [289/3534] Completed ATXS in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:45.784884] [INFO ] [sig ] [290/3534] Forecasting AUB... [2025-12-31T20:16:45.784913] [INFO ] [sig ] Generating forecast for: AUB [2025-12-31T20:16:45.784944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-12-31T20:16:45.796012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUB'. [2025-12-31T20:16:45.796287] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-12-31T20:16:45.797069] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-12-31T20:16:45.797121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:45.797154] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:45.797182] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:45.797239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:45.853864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:45.854766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:45.854849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:45.854882] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:45.973685] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:45.973847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:45.973888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:45.973916] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:45.977369] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=25.45%) [2025-12-31T20:16:45.977678] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-12-31T20:16:45.977807] [INFO ] [sig ] AUB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:46.118224] [INFO ] [LOCAL ] Saved forecast: AUB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AUB.txt [2025-12-31T20:16:46.118394] [INFO ] [sig ] [290/3534] Completed AUB in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:46.118435] [INFO ] [sig ] [291/3534] Forecasting AUDC... [2025-12-31T20:16:46.118470] [INFO ] [sig ] Generating forecast for: AUDC [2025-12-31T20:16:46.118501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'. [2025-12-31T20:16:46.130192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUDC'. [2025-12-31T20:16:46.130546] [INFO ] [FORECASTER] Starting predict_future for AUDC [2025-12-31T20:16:46.131384] [DEBUG] [LOCAL ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt [2025-12-31T20:16:46.131439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:46.131472] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:46.131500] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:46.131559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:46.192900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:46.193925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:46.194024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:46.194060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:46.312145] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:46.312315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:46.312363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:46.312402] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:46.315942] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=60.63%) [2025-12-31T20:16:46.316238] [INFO ] [FORECASTER] Completed predict_future for AUDC [2025-12-31T20:16:46.316366] [INFO ] [sig ] AUDC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:46.455264] [INFO ] [LOCAL ] Saved forecast: AUDC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AUDC.txt [2025-12-31T20:16:46.455399] [INFO ] [sig ] [291/3534] Completed AUDC in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:46.455448] [INFO ] [sig ] [292/3534] Forecasting AUPH... [2025-12-31T20:16:46.455479] [INFO ] [sig ] Generating forecast for: AUPH [2025-12-31T20:16:46.455509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'. [2025-12-31T20:16:46.467200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUPH'. [2025-12-31T20:16:46.467482] [INFO ] [FORECASTER] Starting predict_future for AUPH [2025-12-31T20:16:46.468250] [DEBUG] [LOCAL ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt [2025-12-31T20:16:46.468302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:46.468333] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:46.468360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:46.468417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:46.525357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:46.526082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:46.526191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:46.526224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:46.641293] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:46.641457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:46.641498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:46.641529] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:46.644986] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=1.83%) [2025-12-31T20:16:46.645276] [INFO ] [FORECASTER] Completed predict_future for AUPH [2025-12-31T20:16:46.645424] [INFO ] [sig ] AUPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:46.784372] [INFO ] [LOCAL ] Saved forecast: AUPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AUPH.txt [2025-12-31T20:16:46.784506] [INFO ] [sig ] [292/3534] Completed AUPH in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:46.784548] [INFO ] [sig ] [293/3534] Forecasting AURA... [2025-12-31T20:16:46.784597] [INFO ] [sig ] Generating forecast for: AURA [2025-12-31T20:16:46.784630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'. [2025-12-31T20:16:46.795509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AURA'. [2025-12-31T20:16:46.795810] [INFO ] [FORECASTER] Starting predict_future for AURA [2025-12-31T20:16:46.796565] [DEBUG] [LOCAL ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt [2025-12-31T20:16:46.796642] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:46.796674] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:46.796701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:46.796762] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:46.852956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:46.853711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:46.853792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:46.853825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:46.972949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:46.973106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:46.973146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:46.973175] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:46.976522] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=88.85%) [2025-12-31T20:16:46.976828] [INFO ] [FORECASTER] Completed predict_future for AURA [2025-12-31T20:16:46.976956] [INFO ] [sig ] AURA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:47.114431] [INFO ] [LOCAL ] Saved forecast: AURA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AURA.txt [2025-12-31T20:16:47.114618] [INFO ] [sig ] [293/3534] Completed AURA in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:47.114661] [INFO ] [sig ] [294/3534] Forecasting AUTL... [2025-12-31T20:16:47.114691] [INFO ] [sig ] Generating forecast for: AUTL [2025-12-31T20:16:47.114721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'. [2025-12-31T20:16:47.126078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AUTL'. [2025-12-31T20:16:47.126446] [INFO ] [FORECASTER] Starting predict_future for AUTL [2025-12-31T20:16:47.127269] [DEBUG] [LOCAL ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt [2025-12-31T20:16:47.127324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:47.127356] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:47.127383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:47.127440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:47.183674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:47.184509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:47.184609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:47.184645] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:47.306225] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:47.306381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:47.306419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:47.306464] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:47.309823] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=9.50%) [2025-12-31T20:16:47.310093] [INFO ] [FORECASTER] Completed predict_future for AUTL [2025-12-31T20:16:47.310214] [INFO ] [sig ] AUTL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:47.448731] [INFO ] [LOCAL ] Saved forecast: AUTL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AUTL.txt [2025-12-31T20:16:47.448878] [INFO ] [sig ] [294/3534] Completed AUTL in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:47.448919] [INFO ] [sig ] [295/3534] Forecasting AVA... [2025-12-31T20:16:47.448950] [INFO ] [sig ] Generating forecast for: AVA [2025-12-31T20:16:47.448981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-12-31T20:16:47.460310] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVA'. [2025-12-31T20:16:47.460656] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-12-31T20:16:47.461418] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-12-31T20:16:47.461470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:47.461504] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:47.461532] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:47.461615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:47.519194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:47.520238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:47.520322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:47.520355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:47.634368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:47.634531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:47.634587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:47.634621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:47.637948] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=1.03%) [2025-12-31T20:16:47.638229] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-12-31T20:16:47.638351] [INFO ] [sig ] AVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:47.781859] [INFO ] [LOCAL ] Saved forecast: AVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVA.txt [2025-12-31T20:16:47.782059] [INFO ] [sig ] [295/3534] Completed AVA in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:47.782104] [INFO ] [sig ] [296/3534] Forecasting AVAH... [2025-12-31T20:16:47.782134] [INFO ] [sig ] Generating forecast for: AVAH [2025-12-31T20:16:47.782165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'. [2025-12-31T20:16:47.794271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAH'. [2025-12-31T20:16:47.794611] [INFO ] [FORECASTER] Starting predict_future for AVAH [2025-12-31T20:16:47.795398] [DEBUG] [LOCAL ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt [2025-12-31T20:16:47.795449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:47.795481] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:47.795507] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:47.795564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:47.851459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:47.852350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:47.852451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:47.852504] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:47.970320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:47.970489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:47.970530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:47.970558] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:47.973916] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=45.10%) [2025-12-31T20:16:47.974186] [INFO ] [FORECASTER] Completed predict_future for AVAH [2025-12-31T20:16:47.974308] [INFO ] [sig ] AVAH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:48.111221] [INFO ] [LOCAL ] Saved forecast: AVAH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVAH.txt [2025-12-31T20:16:48.111368] [INFO ] [sig ] [296/3534] Completed AVAH in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:48.111408] [INFO ] [sig ] [297/3534] Forecasting AVAL... [2025-12-31T20:16:48.111438] [INFO ] [sig ] Generating forecast for: AVAL [2025-12-31T20:16:48.111469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-12-31T20:16:48.124754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVAL'. [2025-12-31T20:16:48.125107] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-12-31T20:16:48.125902] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-12-31T20:16:48.125953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:48.125985] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:48.126011] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:48.126068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:48.182020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:48.182766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:48.182844] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:48.182877] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:48.300311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:48.300479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:48.300520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:48.300550] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:48.303988] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=98.25%) [2025-12-31T20:16:48.304265] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-12-31T20:16:48.304390] [INFO ] [sig ] AVAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:48.442213] [INFO ] [LOCAL ] Saved forecast: AVAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AVAL.txt [2025-12-31T20:16:48.442354] [INFO ] [sig ] [297/3534] Completed AVAL in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:48.442394] [INFO ] [sig ] [298/3534] Forecasting AVB... [2025-12-31T20:16:48.442423] [INFO ] [sig ] Generating forecast for: AVB [2025-12-31T20:16:48.442453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-12-31T20:16:48.455284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVB'. [2025-12-31T20:16:48.455645] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-12-31T20:16:48.456415] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-12-31T20:16:48.456467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:48.456500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:48.456539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:48.456618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:48.513609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:48.514408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:48.514491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:48.514523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:48.635885] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:48.636049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:48.636089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:48.636119] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:48.639487] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=6.10%) [2025-12-31T20:16:48.639772] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-12-31T20:16:48.639896] [INFO ] [sig ] AVB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:48.781995] [INFO ] [LOCAL ] Saved forecast: AVB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVB.txt [2025-12-31T20:16:48.782171] [INFO ] [sig ] [298/3534] Completed AVB in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:48.782223] [INFO ] [sig ] [299/3534] Forecasting AVBP... [2025-12-31T20:16:48.782255] [INFO ] [sig ] Generating forecast for: AVBP [2025-12-31T20:16:48.782287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'. [2025-12-31T20:16:48.794795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVBP'. [2025-12-31T20:16:48.795133] [INFO ] [FORECASTER] Starting predict_future for AVBP [2025-12-31T20:16:48.796005] [DEBUG] [LOCAL ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt [2025-12-31T20:16:48.796059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:48.796134] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:48.796168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:48.796245] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:48.853965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:48.854775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:48.854858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:48.854892] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:48.972036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:48.972190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:48.972230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:48.972258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:48.975563] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=11.82%) [2025-12-31T20:16:48.975856] [INFO ] [FORECASTER] Completed predict_future for AVBP [2025-12-31T20:16:48.975978] [INFO ] [sig ] AVBP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:49.116742] [INFO ] [LOCAL ] Saved forecast: AVBP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVBP.txt [2025-12-31T20:16:49.116888] [INFO ] [sig ] [299/3534] Completed AVBP in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.8m [2025-12-31T20:16:49.116929] [INFO ] [sig ] [300/3534] Forecasting AVD... [2025-12-31T20:16:49.116959] [INFO ] [sig ] Generating forecast for: AVD [2025-12-31T20:16:49.116989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-12-31T20:16:49.129113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVD'. [2025-12-31T20:16:49.129430] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-12-31T20:16:49.130226] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-12-31T20:16:49.130278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:49.130310] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:49.130336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:49.130393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:49.186513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:49.187285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:49.187365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:49.187396] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:49.306427] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:49.306646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:49.306690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:49.306719] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:49.310522] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=10.43%) [2025-12-31T20:16:49.310909] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-12-31T20:16:49.311053] [INFO ] [sig ] AVD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:49.462398] [INFO ] [LOCAL ] Saved forecast: AVD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVD.txt [2025-12-31T20:16:49.462560] [INFO ] [sig ] [300/3534] Completed AVD in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.7m [2025-12-31T20:16:49.462619] [INFO ] [sig ] [301/3534] Forecasting AVDL... [2025-12-31T20:16:49.462650] [INFO ] [sig ] Generating forecast for: AVDL [2025-12-31T20:16:49.462682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'. [2025-12-31T20:16:49.475880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVDL'. [2025-12-31T20:16:49.476292] [INFO ] [FORECASTER] Starting predict_future for AVDL [2025-12-31T20:16:49.477123] [DEBUG] [LOCAL ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt [2025-12-31T20:16:49.477177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:49.477210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:49.477236] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:49.477294] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:49.537123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:49.538097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:49.538195] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:49.538227] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:49.667507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:49.667695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:49.667737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:49.667767] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:49.671254] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=15.98%) [2025-12-31T20:16:49.671531] [INFO ] [FORECASTER] Completed predict_future for AVDL [2025-12-31T20:16:49.671675] [INFO ] [sig ] AVDL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:49.811521] [INFO ] [LOCAL ] Saved forecast: AVDL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVDL.txt [2025-12-31T20:16:49.811697] [INFO ] [sig ] [301/3534] Completed AVDL in 0.3s | 2.87 sym/s | Total: 1.7m | ETA: 18.7m [2025-12-31T20:16:49.811739] [INFO ] [sig ] [302/3534] Forecasting AVGO... [2025-12-31T20:16:49.811767] [INFO ] [sig ] Generating forecast for: AVGO [2025-12-31T20:16:49.811816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'. [2025-12-31T20:16:49.824403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGO'. [2025-12-31T20:16:49.824782] [INFO ] [FORECASTER] Starting predict_future for AVGO [2025-12-31T20:16:49.825562] [DEBUG] [LOCAL ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt [2025-12-31T20:16:49.825633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:49.825665] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:49.825691] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:49.825749] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:49.881814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:49.882698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:49.882784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:49.882816] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:50.004711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:50.004874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:50.004914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:50.004984] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:50.008470] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=96.30%) [2025-12-31T20:16:50.008780] [INFO ] [FORECASTER] Completed predict_future for AVGO [2025-12-31T20:16:50.008916] [INFO ] [sig ] AVGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:50.148461] [INFO ] [LOCAL ] Saved forecast: AVGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AVGO.txt [2025-12-31T20:16:50.148643] [INFO ] [sig ] [302/3534] Completed AVGO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:50.148686] [INFO ] [sig ] [303/3534] Forecasting AVGX... [2025-12-31T20:16:50.148718] [INFO ] [sig ] Generating forecast for: AVGX [2025-12-31T20:16:50.148750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'. [2025-12-31T20:16:50.162516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVGX'. [2025-12-31T20:16:50.162928] [INFO ] [FORECASTER] Starting predict_future for AVGX [2025-12-31T20:16:50.163807] [DEBUG] [LOCAL ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt [2025-12-31T20:16:50.163875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:50.163918] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:50.163951] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:50.164017] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:50.222449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:50.223345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:50.223431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:50.223464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:50.347519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:50.347707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:50.347753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:50.347783] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:50.351327] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=86.60%) [2025-12-31T20:16:50.351662] [INFO ] [FORECASTER] Completed predict_future for AVGX [2025-12-31T20:16:50.351834] [INFO ] [sig ] AVGX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:50.493504] [INFO ] [LOCAL ] Saved forecast: AVGX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AVGX.txt [2025-12-31T20:16:50.493696] [INFO ] [sig ] [303/3534] Completed AVGX in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:50.493742] [INFO ] [sig ] [304/3534] Forecasting AVK... [2025-12-31T20:16:50.493772] [INFO ] [sig ] Generating forecast for: AVK [2025-12-31T20:16:50.493802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-12-31T20:16:50.505528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVK'. [2025-12-31T20:16:50.505934] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-12-31T20:16:50.506911] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-12-31T20:16:50.506962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:50.506994] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:50.507021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:50.507079] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:50.564360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:50.565218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:50.565298] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:50.565330] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:50.685551] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:50.685723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:50.685763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:50.685792] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:50.689139] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=60.28%) [2025-12-31T20:16:50.689424] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-12-31T20:16:50.689545] [INFO ] [sig ] AVK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:50.834248] [INFO ] [LOCAL ] Saved forecast: AVK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AVK.txt [2025-12-31T20:16:50.834425] [INFO ] [sig ] [304/3534] Completed AVK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:50.834470] [INFO ] [sig ] [305/3534] Forecasting AVNS... [2025-12-31T20:16:50.834501] [INFO ] [sig ] Generating forecast for: AVNS [2025-12-31T20:16:50.834534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-12-31T20:16:50.847681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVNS'. [2025-12-31T20:16:50.847971] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-12-31T20:16:50.848937] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-12-31T20:16:50.848989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:50.849022] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:50.849063] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:50.849146] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:50.907556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:50.908523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:50.908625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:50.908663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:51.030654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:51.030806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:51.030845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:51.030872] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:51.034205] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=5.00%) [2025-12-31T20:16:51.034479] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-12-31T20:16:51.034618] [INFO ] [sig ] AVNS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:51.171732] [INFO ] [LOCAL ] Saved forecast: AVNS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVNS.txt [2025-12-31T20:16:51.171882] [INFO ] [sig ] [305/3534] Completed AVNS in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:51.171922] [INFO ] [sig ] [306/3534] Forecasting AVO... [2025-12-31T20:16:51.171953] [INFO ] [sig ] Generating forecast for: AVO [2025-12-31T20:16:51.171983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'. [2025-12-31T20:16:51.184273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVO'. [2025-12-31T20:16:51.184641] [INFO ] [FORECASTER] Starting predict_future for AVO [2025-12-31T20:16:51.185402] [DEBUG] [LOCAL ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt [2025-12-31T20:16:51.185455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:51.185487] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:51.185514] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:51.185599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:51.242993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:51.243937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:51.244021] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:51.244055] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:51.363553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:51.363728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:51.363770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:51.363801] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:51.367172] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=99.40%) [2025-12-31T20:16:51.367461] [INFO ] [FORECASTER] Completed predict_future for AVO [2025-12-31T20:16:51.367611] [INFO ] [sig ] AVO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:51.507424] [INFO ] [LOCAL ] Saved forecast: AVO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AVO.txt [2025-12-31T20:16:51.507613] [INFO ] [sig ] [306/3534] Completed AVO in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:51.507657] [INFO ] [sig ] [307/3534] Forecasting AVTX... [2025-12-31T20:16:51.507687] [INFO ] [sig ] Generating forecast for: AVTX [2025-12-31T20:16:51.507718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'. [2025-12-31T20:16:51.521930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVTX'. [2025-12-31T20:16:51.522443] [INFO ] [FORECASTER] Starting predict_future for AVTX [2025-12-31T20:16:51.523487] [DEBUG] [LOCAL ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt [2025-12-31T20:16:51.523546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:51.523601] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:51.523633] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:51.523696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:51.582621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:51.583704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:51.583797] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:51.583831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:51.710299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:51.710484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:51.710526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:51.710556] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:51.714131] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=65.40%) [2025-12-31T20:16:51.714409] [INFO ] [FORECASTER] Completed predict_future for AVTX [2025-12-31T20:16:51.714538] [INFO ] [sig ] AVTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:51.866088] [INFO ] [LOCAL ] Saved forecast: AVTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AVTX.txt [2025-12-31T20:16:51.866245] [INFO ] [sig ] [307/3534] Completed AVTX in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:51.866287] [INFO ] [sig ] [308/3534] Forecasting AVXL... [2025-12-31T20:16:51.866317] [INFO ] [sig ] Generating forecast for: AVXL [2025-12-31T20:16:51.866347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'. [2025-12-31T20:16:51.878594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVXL'. [2025-12-31T20:16:51.878925] [INFO ] [FORECASTER] Starting predict_future for AVXL [2025-12-31T20:16:51.879751] [DEBUG] [LOCAL ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt [2025-12-31T20:16:51.879804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:51.879836] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:51.879863] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:51.879920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:51.938421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:51.939328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:51.939414] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:51.939448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:52.060929] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:52.061093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:52.061131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:52.061159] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:52.064692] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-12-31T20:16:52.064969] [INFO ] [FORECASTER] Completed predict_future for AVXL [2025-12-31T20:16:52.065279] [INFO ] [sig ] AVXL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:52.201298] [INFO ] [LOCAL ] Saved forecast: AVXL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AVXL.txt [2025-12-31T20:16:52.201412] [INFO ] [sig ] [308/3534] Completed AVXL in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:52.201451] [INFO ] [sig ] [309/3534] Forecasting AVY... [2025-12-31T20:16:52.201480] [INFO ] [sig ] Generating forecast for: AVY [2025-12-31T20:16:52.201510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'. [2025-12-31T20:16:52.213562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AVY'. [2025-12-31T20:16:52.213844] [INFO ] [FORECASTER] Starting predict_future for AVY [2025-12-31T20:16:52.214602] [DEBUG] [LOCAL ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt [2025-12-31T20:16:52.214654] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:52.214686] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:52.214713] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:52.214771] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:52.270302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:52.270916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:52.271016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:52.271050] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:52.387720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:52.387848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:52.387886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:52.387914] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:52.391111] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=79.31%) [2025-12-31T20:16:52.391377] [INFO ] [FORECASTER] Completed predict_future for AVY [2025-12-31T20:16:52.391495] [INFO ] [sig ] AVY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:52.533607] [INFO ] [LOCAL ] Saved forecast: AVY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AVY.txt [2025-12-31T20:16:52.533740] [INFO ] [sig ] [309/3534] Completed AVY in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:52.533787] [INFO ] [sig ] [310/3534] Forecasting AWF... [2025-12-31T20:16:52.533818] [INFO ] [sig ] Generating forecast for: AWF [2025-12-31T20:16:52.533850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-12-31T20:16:52.545642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWF'. [2025-12-31T20:16:52.545897] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-12-31T20:16:52.546663] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-12-31T20:16:52.546715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:52.546747] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:52.546774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:52.546831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:52.603151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:52.603758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:52.603835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:52.603866] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:52.722404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:52.722536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:52.722591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:52.722623] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:52.725841] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=41.23%) [2025-12-31T20:16:52.726109] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-12-31T20:16:52.726226] [INFO ] [sig ] AWF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:52.863283] [INFO ] [LOCAL ] Saved forecast: AWF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AWF.txt [2025-12-31T20:16:52.863405] [INFO ] [sig ] [310/3534] Completed AWF in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:52.863444] [INFO ] [sig ] [311/3534] Forecasting AWI... [2025-12-31T20:16:52.863474] [INFO ] [sig ] Generating forecast for: AWI [2025-12-31T20:16:52.863504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-12-31T20:16:52.874951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWI'. [2025-12-31T20:16:52.875211] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-12-31T20:16:52.875980] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-12-31T20:16:52.876031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:52.876073] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:52.876102] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:52.876159] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:52.931956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:52.932592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:52.932668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:52.932700] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:53.052463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:53.052646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:53.052685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:53.052715] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:53.056004] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=22.96%) [2025-12-31T20:16:53.056269] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-12-31T20:16:53.056394] [INFO ] [sig ] AWI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:53.196635] [INFO ] [LOCAL ] Saved forecast: AWI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AWI.txt [2025-12-31T20:16:53.196798] [INFO ] [sig ] [311/3534] Completed AWI in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:53.196844] [INFO ] [sig ] [312/3534] Forecasting AWK... [2025-12-31T20:16:53.196875] [INFO ] [sig ] Generating forecast for: AWK [2025-12-31T20:16:53.196905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-12-31T20:16:53.210153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWK'. [2025-12-31T20:16:53.210431] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-12-31T20:16:53.211333] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-12-31T20:16:53.211385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:53.211417] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:53.211444] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:53.211501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:53.267255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:53.267921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:53.268007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:53.268040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:53.384976] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:53.385158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:53.385198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:53.385227] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:53.388562] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=69.57%) [2025-12-31T20:16:53.388879] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-12-31T20:16:53.389004] [INFO ] [sig ] AWK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:53.526143] [INFO ] [LOCAL ] Saved forecast: AWK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AWK.txt [2025-12-31T20:16:53.526313] [INFO ] [sig ] [312/3534] Completed AWK in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:53.526355] [INFO ] [sig ] [313/3534] Forecasting AWP... [2025-12-31T20:16:53.526385] [INFO ] [sig ] Generating forecast for: AWP [2025-12-31T20:16:53.526416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-12-31T20:16:53.537556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWP'. [2025-12-31T20:16:53.537898] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-12-31T20:16:53.538673] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-12-31T20:16:53.538725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:53.538757] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:53.538785] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:53.538843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:53.594871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:53.595674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:53.595755] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:53.595788] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:53.716811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:53.716981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:53.717021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:53.717049] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:53.720771] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=97.23%) [2025-12-31T20:16:53.721049] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-12-31T20:16:53.721351] [INFO ] [sig ] AWP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:53.858254] [INFO ] [LOCAL ] Saved forecast: AWP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AWP.txt [2025-12-31T20:16:53.858466] [INFO ] [sig ] [313/3534] Completed AWP in 0.3s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:53.858529] [INFO ] [sig ] [314/3534] Forecasting AWRE... [2025-12-31T20:16:53.858605] [INFO ] [sig ] Generating forecast for: AWRE [2025-12-31T20:16:53.858662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'. [2025-12-31T20:16:53.875005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AWRE'. [2025-12-31T20:16:53.875458] [INFO ] [FORECASTER] Starting predict_future for AWRE [2025-12-31T20:16:53.876474] [DEBUG] [LOCAL ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt [2025-12-31T20:16:53.876535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:53.876598] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:53.876639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:53.876702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:53.951876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:53.952980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:53.953089] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:53.953130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:54.070738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:54.070909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:54.070951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:54.070979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:54.074415] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=13.31%) [2025-12-31T20:16:54.074727] [INFO ] [FORECASTER] Completed predict_future for AWRE [2025-12-31T20:16:54.074879] [INFO ] [sig ] AWRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:54.239610] [INFO ] [LOCAL ] Saved forecast: AWRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AWRE.txt [2025-12-31T20:16:54.239843] [INFO ] [sig ] [314/3534] Completed AWRE in 0.4s | 2.88 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:54.239925] [INFO ] [sig ] [315/3534] Forecasting AXGN... [2025-12-31T20:16:54.239980] [INFO ] [sig ] Generating forecast for: AXGN [2025-12-31T20:16:54.240033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'. [2025-12-31T20:16:54.257119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXGN'. [2025-12-31T20:16:54.257698] [INFO ] [FORECASTER] Starting predict_future for AXGN [2025-12-31T20:16:54.258760] [DEBUG] [LOCAL ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt [2025-12-31T20:16:54.258818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:54.258853] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:54.258880] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:54.258942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:54.330232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:54.331465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:54.331628] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:54.331687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:54.495680] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:54.495891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:54.495959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:54.496013] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:54.501925] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=0.84%) [2025-12-31T20:16:54.502475] [INFO ] [FORECASTER] Completed predict_future for AXGN [2025-12-31T20:16:54.502719] [INFO ] [sig ] AXGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:54.746001] [INFO ] [LOCAL ] Saved forecast: AXGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AXGN.txt [2025-12-31T20:16:54.746246] [INFO ] [sig ] [315/3534] Completed AXGN in 0.5s | 2.87 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:54.746319] [INFO ] [sig ] [316/3534] Forecasting AXL... [2025-12-31T20:16:54.746372] [INFO ] [sig ] Generating forecast for: AXL [2025-12-31T20:16:54.746427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-12-31T20:16:54.767437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXL'. [2025-12-31T20:16:54.768000] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-12-31T20:16:54.769167] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-12-31T20:16:54.769242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:54.769470] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:54.769519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:54.769629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:54.857121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:54.858369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:54.858533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:54.858617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:55.045000] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:55.045198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:55.045263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:55.045308] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:55.050509] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=88.15%) [2025-12-31T20:16:55.051031] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-12-31T20:16:55.051268] [INFO ] [sig ] AXL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:55.284949] [INFO ] [LOCAL ] Saved forecast: AXL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AXL.txt [2025-12-31T20:16:55.285166] [INFO ] [sig ] [316/3534] Completed AXL in 0.5s | 2.87 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:55.285236] [INFO ] [sig ] [317/3534] Forecasting AXON... [2025-12-31T20:16:55.285286] [INFO ] [sig ] Generating forecast for: AXON [2025-12-31T20:16:55.285337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'. [2025-12-31T20:16:55.300519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXON'. [2025-12-31T20:16:55.300978] [INFO ] [FORECASTER] Starting predict_future for AXON [2025-12-31T20:16:55.301839] [DEBUG] [LOCAL ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt [2025-12-31T20:16:55.301893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:55.301927] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:55.301957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:55.302014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:55.359099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:55.360081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:55.360362] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:55.360395] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:55.478078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:55.478252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:55.478291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:55.478320] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:55.481817] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=64.82%) [2025-12-31T20:16:55.482097] [INFO ] [FORECASTER] Completed predict_future for AXON [2025-12-31T20:16:55.482224] [INFO ] [sig ] AXON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:55.623052] [INFO ] [LOCAL ] Saved forecast: AXON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AXON.txt [2025-12-31T20:16:55.623210] [INFO ] [sig ] [317/3534] Completed AXON in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:55.623252] [INFO ] [sig ] [318/3534] Forecasting AXP... [2025-12-31T20:16:55.623281] [INFO ] [sig ] Generating forecast for: AXP [2025-12-31T20:16:55.623312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-12-31T20:16:55.635476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXP'. [2025-12-31T20:16:55.635788] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-12-31T20:16:55.636550] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-12-31T20:16:55.636621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:55.636655] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:55.636682] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:55.636739] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:55.693144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:55.693761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:55.693837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:55.693869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:55.814596] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:55.814736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:55.814773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:55.814820] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:55.818038] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=10.67%) [2025-12-31T20:16:55.818300] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-12-31T20:16:55.818424] [INFO ] [sig ] AXP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:55.955873] [INFO ] [LOCAL ] Saved forecast: AXP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AXP.txt [2025-12-31T20:16:55.955992] [INFO ] [sig ] [318/3534] Completed AXP in 0.3s | 2.87 sym/s | Total: 1.8m | ETA: 18.7m [2025-12-31T20:16:55.956032] [INFO ] [sig ] [319/3534] Forecasting AXS... [2025-12-31T20:16:55.956060] [INFO ] [sig ] Generating forecast for: AXS [2025-12-31T20:16:55.956092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-12-31T20:16:55.970087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXS'. [2025-12-31T20:16:55.970623] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-12-31T20:16:55.971683] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-12-31T20:16:55.971748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:55.971791] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:55.971824] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:55.971904] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:56.035563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:56.036508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:56.036619] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:56.036655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:56.155099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:56.155279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:56.155320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:56.155390] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:56.158885] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=61.04%) [2025-12-31T20:16:56.159216] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-12-31T20:16:56.159374] [INFO ] [sig ] AXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:56.300171] [INFO ] [LOCAL ] Saved forecast: AXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AXS.txt [2025-12-31T20:16:56.300347] [INFO ] [sig ] [319/3534] Completed AXS in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m [2025-12-31T20:16:56.300389] [INFO ] [sig ] [320/3534] Forecasting AXSM... [2025-12-31T20:16:56.300420] [INFO ] [sig ] Generating forecast for: AXSM [2025-12-31T20:16:56.300452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'. [2025-12-31T20:16:56.315932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXSM'. [2025-12-31T20:16:56.316329] [INFO ] [FORECASTER] Starting predict_future for AXSM [2025-12-31T20:16:56.317294] [DEBUG] [LOCAL ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt [2025-12-31T20:16:56.317355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:56.317393] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:56.317425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:56.317500] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:56.382209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:56.383110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:56.383199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:56.383251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:56.511473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:56.511652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:56.511695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:56.511726] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:56.515422] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=21.53%) [2025-12-31T20:16:56.515722] [INFO ] [FORECASTER] Completed predict_future for AXSM [2025-12-31T20:16:56.515856] [INFO ] [sig ] AXSM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:56.660739] [INFO ] [LOCAL ] Saved forecast: AXSM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AXSM.txt [2025-12-31T20:16:56.660916] [INFO ] [sig ] [320/3534] Completed AXSM in 0.4s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m [2025-12-31T20:16:56.660959] [INFO ] [sig ] [321/3534] Forecasting AXTA... [2025-12-31T20:16:56.660988] [INFO ] [sig ] Generating forecast for: AXTA [2025-12-31T20:16:56.661024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-12-31T20:16:56.672173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTA'. [2025-12-31T20:16:56.672442] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-12-31T20:16:56.673236] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-12-31T20:16:56.673290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:56.673322] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:56.673349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:56.673407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:56.730886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:56.731507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:56.731605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:56.731641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:56.854756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:56.854916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:56.854958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:56.854988] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:56.858390] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=74.40%) [2025-12-31T20:16:56.858681] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-12-31T20:16:56.858812] [INFO ] [sig ] AXTA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:56.997492] [INFO ] [LOCAL ] Saved forecast: AXTA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AXTA.txt [2025-12-31T20:16:56.997623] [INFO ] [sig ] [321/3534] Completed AXTA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m [2025-12-31T20:16:56.997663] [INFO ] [sig ] [322/3534] Forecasting AXTI... [2025-12-31T20:16:56.997693] [INFO ] [sig ] Generating forecast for: AXTI [2025-12-31T20:16:56.997729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'. [2025-12-31T20:16:57.008903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AXTI'. [2025-12-31T20:16:57.009168] [INFO ] [FORECASTER] Starting predict_future for AXTI [2025-12-31T20:16:57.009983] [DEBUG] [LOCAL ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt [2025-12-31T20:16:57.010037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:57.010070] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:57.010108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:57.010168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:57.068976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:57.069623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:57.069702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:57.069734] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:57.193940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:57.194111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:57.194154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:57.194183] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:57.197629] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=70.71%) [2025-12-31T20:16:57.197895] [INFO ] [FORECASTER] Completed predict_future for AXTI [2025-12-31T20:16:57.198028] [INFO ] [sig ] AXTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:57.337680] [INFO ] [LOCAL ] Saved forecast: AXTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AXTI.txt [2025-12-31T20:16:57.337792] [INFO ] [sig ] [322/3534] Completed AXTI in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m [2025-12-31T20:16:57.337841] [INFO ] [sig ] [323/3534] Forecasting AYI... [2025-12-31T20:16:57.337873] [INFO ] [sig ] Generating forecast for: AYI [2025-12-31T20:16:57.337904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-12-31T20:16:57.350054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AYI'. [2025-12-31T20:16:57.350346] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-12-31T20:16:57.351158] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-12-31T20:16:57.351215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:57.351247] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:57.351275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:57.351333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:57.408173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:57.408776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:57.408851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:57.408883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:57.531206] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:57.531318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:57.531354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:57.531382] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:57.534587] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=94.72%) [2025-12-31T20:16:57.534850] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-12-31T20:16:57.534972] [INFO ] [sig ] AYI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:57.672880] [INFO ] [LOCAL ] Saved forecast: AYI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AYI.txt [2025-12-31T20:16:57.672989] [INFO ] [sig ] [323/3534] Completed AYI in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.7m [2025-12-31T20:16:57.673027] [INFO ] [sig ] [324/3534] Forecasting AZ... [2025-12-31T20:16:57.673056] [INFO ] [sig ] Generating forecast for: AZ [2025-12-31T20:16:57.673086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'. [2025-12-31T20:16:57.684524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZ'. [2025-12-31T20:16:57.684803] [INFO ] [FORECASTER] Starting predict_future for AZ [2025-12-31T20:16:57.685617] [DEBUG] [LOCAL ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt [2025-12-31T20:16:57.685670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:57.685701] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:57.685728] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:57.685784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:57.742367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:57.742966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:57.743043] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:57.743075] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:57.864228] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:57.864380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:57.864422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:57.864452] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:57.867873] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=18.76%) [2025-12-31T20:16:57.868156] [INFO ] [FORECASTER] Completed predict_future for AZ [2025-12-31T20:16:57.868286] [INFO ] [sig ] AZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:58.011035] [INFO ] [LOCAL ] Saved forecast: AZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AZ.txt [2025-12-31T20:16:58.011156] [INFO ] [sig ] [324/3534] Completed AZ in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:16:58.011196] [INFO ] [sig ] [325/3534] Forecasting AZN... [2025-12-31T20:16:58.011225] [INFO ] [sig ] Generating forecast for: AZN [2025-12-31T20:16:58.011254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'. [2025-12-31T20:16:58.022715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZN'. [2025-12-31T20:16:58.023035] [INFO ] [FORECASTER] Starting predict_future for AZN [2025-12-31T20:16:58.023828] [DEBUG] [LOCAL ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt [2025-12-31T20:16:58.023880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:58.023912] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:58.023939] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:58.023998] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:58.080741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:58.081371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:58.081447] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:58.081479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:58.203698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:58.203805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:58.203843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:58.203870] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:58.206999] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=79.65%) [2025-12-31T20:16:58.207267] [INFO ] [FORECASTER] Completed predict_future for AZN [2025-12-31T20:16:58.207390] [INFO ] [sig ] AZN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:58.349463] [INFO ] [LOCAL ] Saved forecast: AZN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AZN.txt [2025-12-31T20:16:58.349606] [INFO ] [sig ] [325/3534] Completed AZN in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:16:58.349647] [INFO ] [sig ] [326/3534] Forecasting AZO... [2025-12-31T20:16:58.349678] [INFO ] [sig ] Generating forecast for: AZO [2025-12-31T20:16:58.349709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-12-31T20:16:58.360555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZO'. [2025-12-31T20:16:58.360843] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-12-31T20:16:58.361616] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-12-31T20:16:58.361668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:58.361699] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:58.361727] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:58.361784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:58.417505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:58.418140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:58.418216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:58.418274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:58.532711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:58.532861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:58.532902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:58.532933] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:58.536326] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=96.85%) [2025-12-31T20:16:58.536627] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-12-31T20:16:58.536756] [INFO ] [sig ] AZO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:16:58.678542] [INFO ] [LOCAL ] Saved forecast: AZO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/AZO.txt [2025-12-31T20:16:58.678674] [INFO ] [sig ] [326/3534] Completed AZO in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:16:58.678714] [INFO ] [sig ] [327/3534] Forecasting AZTA... [2025-12-31T20:16:58.678743] [INFO ] [sig ] Generating forecast for: AZTA [2025-12-31T20:16:58.678773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'. [2025-12-31T20:16:58.689929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZTA'. [2025-12-31T20:16:58.690205] [INFO ] [FORECASTER] Starting predict_future for AZTA [2025-12-31T20:16:58.691000] [DEBUG] [LOCAL ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt [2025-12-31T20:16:58.691053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:58.691085] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:58.691112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:58.691170] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:58.746934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:58.747550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:58.747645] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:58.747678] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:58.867327] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:58.867450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:58.867489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:58.867517] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:58.870815] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=4.09%) [2025-12-31T20:16:58.871084] [INFO ] [FORECASTER] Completed predict_future for AZTA [2025-12-31T20:16:58.871205] [INFO ] [sig ] AZTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:59.009688] [INFO ] [LOCAL ] Saved forecast: AZTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AZTA.txt [2025-12-31T20:16:59.009809] [INFO ] [sig ] [327/3534] Completed AZTA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:16:59.009849] [INFO ] [sig ] [328/3534] Forecasting AZZ... [2025-12-31T20:16:59.009878] [INFO ] [sig ] Generating forecast for: AZZ [2025-12-31T20:16:59.009908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-12-31T20:16:59.021080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'AZZ'. [2025-12-31T20:16:59.021357] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-12-31T20:16:59.022137] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-12-31T20:16:59.022189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:59.022221] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:59.022247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:59.022304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:59.079007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:59.079662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:59.079741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:59.079775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:59.197113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:59.197248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:59.197286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:59.197314] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:59.200518] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=9.14%) [2025-12-31T20:16:59.200812] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-12-31T20:16:59.200946] [INFO ] [sig ] AZZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:59.338418] [INFO ] [LOCAL ] Saved forecast: AZZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/AZZ.txt [2025-12-31T20:16:59.338533] [INFO ] [sig ] [328/3534] Completed AZZ in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:16:59.338586] [INFO ] [sig ] [329/3534] Forecasting BA... [2025-12-31T20:16:59.338619] [INFO ] [sig ] Generating forecast for: BA [2025-12-31T20:16:59.338650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-12-31T20:16:59.349932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BA'. [2025-12-31T20:16:59.350206] [INFO ] [FORECASTER] Starting predict_future for BA [2025-12-31T20:16:59.350990] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-12-31T20:16:59.351042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:59.351074] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:59.351106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:59.351164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:59.410430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:59.411126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:59.411208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:59.411242] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:59.532787] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:59.532905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:59.532943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:59.532970] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:59.536431] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=42.90%) [2025-12-31T20:16:59.536732] [INFO ] [FORECASTER] Completed predict_future for BA [2025-12-31T20:16:59.536855] [INFO ] [sig ] BA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:16:59.675672] [INFO ] [LOCAL ] Saved forecast: BA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BA.txt [2025-12-31T20:16:59.675819] [INFO ] [sig ] [329/3534] Completed BA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:16:59.675860] [INFO ] [sig ] [330/3534] Forecasting BABA... [2025-12-31T20:16:59.675890] [INFO ] [sig ] Generating forecast for: BABA [2025-12-31T20:16:59.675919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-12-31T20:16:59.687563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABA'. [2025-12-31T20:16:59.687875] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-12-31T20:16:59.688655] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-12-31T20:16:59.688707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:16:59.688739] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:16:59.688766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:16:59.688823] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:16:59.745715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:16:59.746367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:16:59.746446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:16:59.746478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:16:59.865180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:16:59.865300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:16:59.865337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:16:59.865365] [INFO ] [FORECASTER] Training complete [2025-12-31T20:16:59.868668] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=41.84%) [2025-12-31T20:16:59.868939] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-12-31T20:16:59.869063] [INFO ] [sig ] BABA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:00.006783] [INFO ] [LOCAL ] Saved forecast: BABA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BABA.txt [2025-12-31T20:17:00.006897] [INFO ] [sig ] [330/3534] Completed BABA in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:17:00.006935] [INFO ] [sig ] [331/3534] Forecasting BABX... [2025-12-31T20:17:00.006964] [INFO ] [sig ] Generating forecast for: BABX [2025-12-31T20:17:00.006994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'. [2025-12-31T20:17:00.018560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BABX'. [2025-12-31T20:17:00.018867] [INFO ] [FORECASTER] Starting predict_future for BABX [2025-12-31T20:17:00.019723] [DEBUG] [LOCAL ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt [2025-12-31T20:17:00.019777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:00.019809] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:00.019837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:00.019896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:00.076433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:00.077070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:00.077150] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:00.077184] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:00.198345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:00.198521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:00.198560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:00.198605] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:00.202157] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: UP (p=85.40%) [2025-12-31T20:17:00.202623] [INFO ] [FORECASTER] Completed predict_future for BABX [2025-12-31T20:17:00.202746] [INFO ] [sig ] BABX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:00.341712] [INFO ] [LOCAL ] Saved forecast: BABX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BABX.txt [2025-12-31T20:17:00.341824] [INFO ] [sig ] [331/3534] Completed BABX in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:17:00.341863] [INFO ] [sig ] [332/3534] Forecasting BAC... [2025-12-31T20:17:00.341891] [INFO ] [sig ] Generating forecast for: BAC [2025-12-31T20:17:00.341921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-12-31T20:17:00.353477] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAC'. [2025-12-31T20:17:00.353785] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-12-31T20:17:00.354569] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-12-31T20:17:00.354652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:00.354696] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:00.354725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:00.354789] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:00.415750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:00.416604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:00.416695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:00.416730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:00.536058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:00.536176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:00.536216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:00.536246] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:00.539736] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=6.71%) [2025-12-31T20:17:00.540034] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-12-31T20:17:00.540185] [INFO ] [sig ] BAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:00.688334] [INFO ] [LOCAL ] Saved forecast: BAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BAC.txt [2025-12-31T20:17:00.688489] [INFO ] [sig ] [332/3534] Completed BAC in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:17:00.688531] [INFO ] [sig ] [333/3534] Forecasting BAH... [2025-12-31T20:17:00.688561] [INFO ] [sig ] Generating forecast for: BAH [2025-12-31T20:17:00.688613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-12-31T20:17:00.703427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAH'. [2025-12-31T20:17:00.703732] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-12-31T20:17:00.704491] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-12-31T20:17:00.704543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:00.704620] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:00.704650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:00.704708] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:00.767014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:00.767834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:00.767916] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:00.767949] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:00.894364] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:00.894486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:00.894525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:00.894554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:00.897995] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=75.85%) [2025-12-31T20:17:00.898286] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-12-31T20:17:00.898413] [INFO ] [sig ] BAH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:01.038504] [INFO ] [LOCAL ] Saved forecast: BAH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BAH.txt [2025-12-31T20:17:01.038664] [INFO ] [sig ] [333/3534] Completed BAH in 0.4s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:17:01.038709] [INFO ] [sig ] [334/3534] Forecasting BAK... [2025-12-31T20:17:01.038739] [INFO ] [sig ] Generating forecast for: BAK [2025-12-31T20:17:01.038770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-12-31T20:17:01.050378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAK'. [2025-12-31T20:17:01.050714] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-12-31T20:17:01.051490] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-12-31T20:17:01.051542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:01.051591] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:01.051621] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:01.051678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:01.108347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:01.109203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:01.109310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:01.109348] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:01.229553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:01.229692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:01.229733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:01.229761] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:01.233361] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=3.38%) [2025-12-31T20:17:01.233684] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-12-31T20:17:01.233820] [INFO ] [sig ] BAK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:01.380742] [INFO ] [LOCAL ] Saved forecast: BAK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BAK.txt [2025-12-31T20:17:01.380904] [INFO ] [sig ] [334/3534] Completed BAK in 0.3s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:17:01.380946] [INFO ] [sig ] [335/3534] Forecasting BALL... [2025-12-31T20:17:01.380975] [INFO ] [sig ] Generating forecast for: BALL [2025-12-31T20:17:01.381006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-12-31T20:17:01.393057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BALL'. [2025-12-31T20:17:01.393400] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-12-31T20:17:01.394198] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-12-31T20:17:01.394251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:01.394293] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:01.394321] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:01.394379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:01.458437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:01.459377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:01.459464] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:01.459498] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:01.592654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:01.592824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:01.592865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:01.592893] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:01.596864] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=59.03%) [2025-12-31T20:17:01.597209] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-12-31T20:17:01.597539] [INFO ] [sig ] BALL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:01.762979] [INFO ] [LOCAL ] Saved forecast: BALL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BALL.txt [2025-12-31T20:17:01.763144] [INFO ] [sig ] [335/3534] Completed BALL in 0.4s | 2.87 sym/s | Total: 1.9m | ETA: 18.6m [2025-12-31T20:17:01.763189] [INFO ] [sig ] [336/3534] Forecasting BAM... [2025-12-31T20:17:01.763219] [INFO ] [sig ] Generating forecast for: BAM [2025-12-31T20:17:01.763250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-12-31T20:17:01.776318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAM'. [2025-12-31T20:17:01.776694] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-12-31T20:17:01.777492] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-12-31T20:17:01.777545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:01.777601] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:01.777632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:01.777692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:01.835469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:01.836351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:01.836438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:01.836473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:01.957500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:01.957682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:01.957726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:01.957793] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:01.961384] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=79.03%) [2025-12-31T20:17:01.961715] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-12-31T20:17:01.961854] [INFO ] [sig ] BAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:02.115188] [INFO ] [LOCAL ] Saved forecast: BAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BAM.txt [2025-12-31T20:17:02.115389] [INFO ] [sig ] [336/3534] Completed BAM in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m [2025-12-31T20:17:02.115443] [INFO ] [sig ] [337/3534] Forecasting BANC... [2025-12-31T20:17:02.115487] [INFO ] [sig ] Generating forecast for: BANC [2025-12-31T20:17:02.115532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-12-31T20:17:02.129071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANC'. [2025-12-31T20:17:02.129484] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-12-31T20:17:02.130416] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-12-31T20:17:02.130482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:02.130520] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:02.130553] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:02.130661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:02.207508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:02.208547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:02.208672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:02.208712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:02.347588] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:02.347763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:02.347822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:02.347869] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:02.351718] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=63.50%) [2025-12-31T20:17:02.352024] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-12-31T20:17:02.352186] [INFO ] [sig ] BANC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:02.510733] [INFO ] [LOCAL ] Saved forecast: BANC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BANC.txt [2025-12-31T20:17:02.510887] [INFO ] [sig ] [337/3534] Completed BANC in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m [2025-12-31T20:17:02.510934] [INFO ] [sig ] [338/3534] Forecasting BAND... [2025-12-31T20:17:02.510977] [INFO ] [sig ] Generating forecast for: BAND [2025-12-31T20:17:02.511026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'. [2025-12-31T20:17:02.525393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAND'. [2025-12-31T20:17:02.525748] [INFO ] [FORECASTER] Starting predict_future for BAND [2025-12-31T20:17:02.526858] [DEBUG] [LOCAL ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt [2025-12-31T20:17:02.526912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:02.526952] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:02.526983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:02.527044] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:02.595797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:02.596920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:02.597017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:02.597058] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:02.738177] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:02.738337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:02.738378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:02.738410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:02.742277] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=4.10%) [2025-12-31T20:17:02.742590] [INFO ] [FORECASTER] Completed predict_future for BAND [2025-12-31T20:17:02.742724] [INFO ] [sig ] BAND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:02.900616] [INFO ] [LOCAL ] Saved forecast: BAND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BAND.txt [2025-12-31T20:17:02.900784] [INFO ] [sig ] [338/3534] Completed BAND in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m [2025-12-31T20:17:02.900826] [INFO ] [sig ] [339/3534] Forecasting BANF... [2025-12-31T20:17:02.900865] [INFO ] [sig ] Generating forecast for: BANF [2025-12-31T20:17:02.900900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'. [2025-12-31T20:17:02.913598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANF'. [2025-12-31T20:17:02.914016] [INFO ] [FORECASTER] Starting predict_future for BANF [2025-12-31T20:17:02.914832] [DEBUG] [LOCAL ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt [2025-12-31T20:17:02.914887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:02.914920] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:02.914947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:02.915005] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:02.973474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:02.974382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:02.974469] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:02.974504] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:03.096920] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:03.097086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:03.097126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:03.097154] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:03.101018] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=43.40%) [2025-12-31T20:17:03.101467] [INFO ] [FORECASTER] Completed predict_future for BANF [2025-12-31T20:17:03.101662] [INFO ] [sig ] BANF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:03.247162] [INFO ] [LOCAL ] Saved forecast: BANF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BANF.txt [2025-12-31T20:17:03.247322] [INFO ] [sig ] [339/3534] Completed BANF in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m [2025-12-31T20:17:03.247363] [INFO ] [sig ] [340/3534] Forecasting BANX... [2025-12-31T20:17:03.247393] [INFO ] [sig ] Generating forecast for: BANX [2025-12-31T20:17:03.247423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'. [2025-12-31T20:17:03.259680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BANX'. [2025-12-31T20:17:03.260096] [INFO ] [FORECASTER] Starting predict_future for BANX [2025-12-31T20:17:03.260977] [DEBUG] [LOCAL ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt [2025-12-31T20:17:03.261032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:03.261066] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:03.261094] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:03.261153] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:03.320716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:03.321654] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:03.321745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:03.321780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:03.438243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:03.438413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:03.438454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:03.438486] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:03.442080] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=89.70%) [2025-12-31T20:17:03.442399] [INFO ] [FORECASTER] Completed predict_future for BANX [2025-12-31T20:17:03.442537] [INFO ] [sig ] BANX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:03.592179] [INFO ] [LOCAL ] Saved forecast: BANX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BANX.txt [2025-12-31T20:17:03.592358] [INFO ] [sig ] [340/3534] Completed BANX in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.6m [2025-12-31T20:17:03.592407] [INFO ] [sig ] [341/3534] Forecasting BAP... [2025-12-31T20:17:03.592437] [INFO ] [sig ] Generating forecast for: BAP [2025-12-31T20:17:03.592469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-12-31T20:17:03.605863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAP'. [2025-12-31T20:17:03.606462] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-12-31T20:17:03.607267] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-12-31T20:17:03.607320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:03.607352] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:03.607380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:03.607438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:03.664007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:03.664706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:03.664786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:03.664820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:03.779883] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:03.780031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:03.780069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:03.780097] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:03.783355] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=63.66%) [2025-12-31T20:17:03.783645] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-12-31T20:17:03.783765] [INFO ] [sig ] BAP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:03.921607] [INFO ] [LOCAL ] Saved forecast: BAP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BAP.txt [2025-12-31T20:17:03.921738] [INFO ] [sig ] [341/3534] Completed BAP in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:03.921778] [INFO ] [sig ] [342/3534] Forecasting BATRA... [2025-12-31T20:17:03.921808] [INFO ] [sig ] Generating forecast for: BATRA [2025-12-31T20:17:03.921839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'. [2025-12-31T20:17:03.932897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRA'. [2025-12-31T20:17:03.933186] [INFO ] [FORECASTER] Starting predict_future for BATRA [2025-12-31T20:17:03.934003] [DEBUG] [LOCAL ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt [2025-12-31T20:17:03.934056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:03.934089] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:03.934116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:03.934175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:03.992517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:03.993198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:03.993278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:03.993312] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:04.111691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:04.111844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:04.111895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:04.111943] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:04.115352] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=95.17%) [2025-12-31T20:17:04.115657] [INFO ] [FORECASTER] Completed predict_future for BATRA [2025-12-31T20:17:04.115786] [INFO ] [sig ] BATRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:04.256100] [INFO ] [LOCAL ] Saved forecast: BATRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BATRA.txt [2025-12-31T20:17:04.256232] [INFO ] [sig ] [342/3534] Completed BATRA in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:04.256272] [INFO ] [sig ] [343/3534] Forecasting BATRK... [2025-12-31T20:17:04.256302] [INFO ] [sig ] Generating forecast for: BATRK [2025-12-31T20:17:04.256332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'. [2025-12-31T20:17:04.267221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BATRK'. [2025-12-31T20:17:04.267504] [INFO ] [FORECASTER] Starting predict_future for BATRK [2025-12-31T20:17:04.268300] [DEBUG] [LOCAL ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt [2025-12-31T20:17:04.268352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:04.268384] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:04.268412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:04.268470] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:04.325089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:04.325785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:04.325894] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:04.325929] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:04.447311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:04.447467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:04.447509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:04.447541] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:04.451034] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-12-31T20:17:04.451326] [INFO ] [FORECASTER] Completed predict_future for BATRK [2025-12-31T20:17:04.451456] [INFO ] [sig ] BATRK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:04.592236] [INFO ] [LOCAL ] Saved forecast: BATRK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BATRK.txt [2025-12-31T20:17:04.592370] [INFO ] [sig ] [343/3534] Completed BATRK in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:04.592411] [INFO ] [sig ] [344/3534] Forecasting BAX... [2025-12-31T20:17:04.592442] [INFO ] [sig ] Generating forecast for: BAX [2025-12-31T20:17:04.592472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-12-31T20:17:04.604188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BAX'. [2025-12-31T20:17:04.604484] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-12-31T20:17:04.605483] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-12-31T20:17:04.605537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:04.605590] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:04.605622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:04.605682] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:04.662995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:04.663653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:04.663746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:04.663781] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:04.788552] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:04.788743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:04.788786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:04.788816] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:04.792338] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=6.95%) [2025-12-31T20:17:04.792650] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-12-31T20:17:04.792780] [INFO ] [sig ] BAX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:04.932407] [INFO ] [LOCAL ] Saved forecast: BAX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BAX.txt [2025-12-31T20:17:04.932560] [INFO ] [sig ] [344/3534] Completed BAX in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:04.932627] [INFO ] [sig ] [345/3534] Forecasting BB... [2025-12-31T20:17:04.932660] [INFO ] [sig ] Generating forecast for: BB [2025-12-31T20:17:04.932692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-12-31T20:17:04.944142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BB'. [2025-12-31T20:17:04.944430] [INFO ] [FORECASTER] Starting predict_future for BB [2025-12-31T20:17:04.945214] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-12-31T20:17:04.945266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:04.945298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:04.945325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:04.945382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:05.003738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:05.004691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:05.004786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:05.004820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:05.129848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:05.130004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:05.130045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:05.130074] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:05.133483] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=67.22%) [2025-12-31T20:17:05.133784] [INFO ] [FORECASTER] Completed predict_future for BB [2025-12-31T20:17:05.133911] [INFO ] [sig ] BB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:05.272297] [INFO ] [LOCAL ] Saved forecast: BB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BB.txt [2025-12-31T20:17:05.272442] [INFO ] [sig ] [345/3534] Completed BB in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:05.272485] [INFO ] [sig ] [346/3534] Forecasting BBAI... [2025-12-31T20:17:05.272517] [INFO ] [sig ] Generating forecast for: BBAI [2025-12-31T20:17:05.272550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-12-31T20:17:05.284040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBAI'. [2025-12-31T20:17:05.284361] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-12-31T20:17:05.285170] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-12-31T20:17:05.285223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:05.285256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:05.285294] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:05.285353] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:05.342257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:05.343131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:05.343223] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:05.343257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:05.469336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:05.469516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:05.469562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:05.469613] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:05.473122] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=56.74%) [2025-12-31T20:17:05.473403] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-12-31T20:17:05.473528] [INFO ] [sig ] BBAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:05.615227] [INFO ] [LOCAL ] Saved forecast: BBAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BBAI.txt [2025-12-31T20:17:05.615400] [INFO ] [sig ] [346/3534] Completed BBAI in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:05.615441] [INFO ] [sig ] [347/3534] Forecasting BBCP... [2025-12-31T20:17:05.615470] [INFO ] [sig ] Generating forecast for: BBCP [2025-12-31T20:17:05.615501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'. [2025-12-31T20:17:05.626628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBCP'. [2025-12-31T20:17:05.626940] [INFO ] [FORECASTER] Starting predict_future for BBCP [2025-12-31T20:17:05.627753] [DEBUG] [LOCAL ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt [2025-12-31T20:17:05.627806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:05.627840] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:05.627869] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:05.627927] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:05.686655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:05.687462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:05.687542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:05.687593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:05.814848] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:05.815010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:05.815049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:05.815078] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:05.818848] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=33.24%) [2025-12-31T20:17:05.819121] [INFO ] [FORECASTER] Completed predict_future for BBCP [2025-12-31T20:17:05.819244] [INFO ] [sig ] BBCP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:05.960376] [INFO ] [LOCAL ] Saved forecast: BBCP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BBCP.txt [2025-12-31T20:17:05.960535] [INFO ] [sig ] [347/3534] Completed BBCP in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:05.960598] [INFO ] [sig ] [348/3534] Forecasting BBD... [2025-12-31T20:17:05.960633] [INFO ] [sig ] Generating forecast for: BBD [2025-12-31T20:17:05.960666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-12-31T20:17:05.972777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBD'. [2025-12-31T20:17:05.973115] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-12-31T20:17:05.973940] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-12-31T20:17:05.974001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:05.974056] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:05.974096] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:05.974170] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:06.032170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:06.032978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:06.033061] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:06.033094] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:06.156871] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:06.157032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:06.157072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:06.157100] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:06.160512] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=17.71%) [2025-12-31T20:17:06.160812] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-12-31T20:17:06.160939] [INFO ] [sig ] BBD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:06.306340] [INFO ] [LOCAL ] Saved forecast: BBD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BBD.txt [2025-12-31T20:17:06.306494] [INFO ] [sig ] [348/3534] Completed BBD in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:06.306536] [INFO ] [sig ] [349/3534] Forecasting BBDO... [2025-12-31T20:17:06.306566] [INFO ] [sig ] Generating forecast for: BBDO [2025-12-31T20:17:06.306616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-12-31T20:17:06.318232] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBDO'. [2025-12-31T20:17:06.318556] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-12-31T20:17:06.319388] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-12-31T20:17:06.319442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:06.319475] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:06.319502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:06.319560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:06.380969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:06.381854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:06.381937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:06.381973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:06.516980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:06.517143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:06.517186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:06.517219] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:06.520664] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=71.87%) [2025-12-31T20:17:06.520944] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-12-31T20:17:06.521069] [INFO ] [sig ] BBDO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:06.664306] [INFO ] [LOCAL ] Saved forecast: BBDO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BBDO.txt [2025-12-31T20:17:06.664464] [INFO ] [sig ] [349/3534] Completed BBDO in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:06.664506] [INFO ] [sig ] [350/3534] Forecasting BBH... [2025-12-31T20:17:06.664536] [INFO ] [sig ] Generating forecast for: BBH [2025-12-31T20:17:06.664589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'. [2025-12-31T20:17:06.678655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBH'. [2025-12-31T20:17:06.678953] [INFO ] [FORECASTER] Starting predict_future for BBH [2025-12-31T20:17:06.679773] [DEBUG] [LOCAL ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt [2025-12-31T20:17:06.679825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:06.679884] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:06.679912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:06.679970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:06.735520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:06.736251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:06.736332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:06.736365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:06.848276] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:06.848467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:06.848519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:06.848559] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:06.853104] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=78.86%) [2025-12-31T20:17:06.853451] [INFO ] [FORECASTER] Completed predict_future for BBH [2025-12-31T20:17:06.853630] [INFO ] [sig ] BBH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:07.021025] [INFO ] [LOCAL ] Saved forecast: BBH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BBH.txt [2025-12-31T20:17:07.021195] [INFO ] [sig ] [350/3534] Completed BBH in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:07.021239] [INFO ] [sig ] [351/3534] Forecasting BBIO... [2025-12-31T20:17:07.021270] [INFO ] [sig ] Generating forecast for: BBIO [2025-12-31T20:17:07.021302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'. [2025-12-31T20:17:07.034208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBIO'. [2025-12-31T20:17:07.034591] [INFO ] [FORECASTER] Starting predict_future for BBIO [2025-12-31T20:17:07.035391] [DEBUG] [LOCAL ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt [2025-12-31T20:17:07.035445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:07.035478] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:07.035696] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:07.035758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:07.099129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:07.100305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:07.100402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:07.100437] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:07.227161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:07.227333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:07.227377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:07.227408] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:07.230851] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=43.31%) [2025-12-31T20:17:07.231134] [INFO ] [FORECASTER] Completed predict_future for BBIO [2025-12-31T20:17:07.231259] [INFO ] [sig ] BBIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:07.371751] [INFO ] [LOCAL ] Saved forecast: BBIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BBIO.txt [2025-12-31T20:17:07.371928] [INFO ] [sig ] [351/3534] Completed BBIO in 0.4s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:07.371971] [INFO ] [sig ] [352/3534] Forecasting BBLG... [2025-12-31T20:17:07.372003] [INFO ] [sig ] Generating forecast for: BBLG [2025-12-31T20:17:07.372034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'. [2025-12-31T20:17:07.383784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBLG'. [2025-12-31T20:17:07.384178] [INFO ] [FORECASTER] Starting predict_future for BBLG [2025-12-31T20:17:07.385005] [DEBUG] [LOCAL ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt [2025-12-31T20:17:07.385061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:07.385096] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:07.385125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:07.385185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:07.443851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:07.444760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:07.444846] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:07.444879] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:07.560038] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:07.560213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:07.560253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:07.560283] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:07.564107] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=70.18%) [2025-12-31T20:17:07.564409] [INFO ] [FORECASTER] Completed predict_future for BBLG [2025-12-31T20:17:07.564544] [INFO ] [sig ] BBLG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:07.708737] [INFO ] [LOCAL ] Saved forecast: BBLG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BBLG.txt [2025-12-31T20:17:07.708908] [INFO ] [sig ] [352/3534] Completed BBLG in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:07.708951] [INFO ] [sig ] [353/3534] Forecasting BBN... [2025-12-31T20:17:07.708980] [INFO ] [sig ] Generating forecast for: BBN [2025-12-31T20:17:07.709011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-12-31T20:17:07.721037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBN'. [2025-12-31T20:17:07.721405] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-12-31T20:17:07.722242] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-12-31T20:17:07.722307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:07.722346] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:07.722379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:07.722443] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:07.782455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:07.783373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:07.783463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:07.783496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:07.907847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:07.908005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:07.908046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:07.908111] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:07.911684] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=29.66%) [2025-12-31T20:17:07.911983] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-12-31T20:17:07.912116] [INFO ] [sig ] BBN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:08.052439] [INFO ] [LOCAL ] Saved forecast: BBN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BBN.txt [2025-12-31T20:17:08.052622] [INFO ] [sig ] [353/3534] Completed BBN in 0.3s | 2.87 sym/s | Total: 2.0m | ETA: 18.5m [2025-12-31T20:17:08.052666] [INFO ] [sig ] [354/3534] Forecasting BBSI... [2025-12-31T20:17:08.052697] [INFO ] [sig ] Generating forecast for: BBSI [2025-12-31T20:17:08.052728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'. [2025-12-31T20:17:08.063885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBSI'. [2025-12-31T20:17:08.064206] [INFO ] [FORECASTER] Starting predict_future for BBSI [2025-12-31T20:17:08.065001] [DEBUG] [LOCAL ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt [2025-12-31T20:17:08.065052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:08.065084] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:08.065109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:08.065166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:08.122324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:08.123218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:08.123306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:08.123340] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:08.246235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:08.246399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:08.246438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:08.246468] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:08.249889] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=60.89%) [2025-12-31T20:17:08.250165] [INFO ] [FORECASTER] Completed predict_future for BBSI [2025-12-31T20:17:08.250288] [INFO ] [sig ] BBSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:08.390462] [INFO ] [LOCAL ] Saved forecast: BBSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BBSI.txt [2025-12-31T20:17:08.390664] [INFO ] [sig ] [354/3534] Completed BBSI in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m [2025-12-31T20:17:08.390722] [INFO ] [sig ] [355/3534] Forecasting BBUC... [2025-12-31T20:17:08.390764] [INFO ] [sig ] Generating forecast for: BBUC [2025-12-31T20:17:08.390806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-12-31T20:17:08.402430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBUC'. [2025-12-31T20:17:08.402793] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-12-31T20:17:08.403804] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-12-31T20:17:08.403863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:08.403908] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:08.403940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:08.404000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:08.468789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:08.469792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:08.469890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:08.469924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:08.599859] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:08.600034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:08.600077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:08.600108] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:08.603777] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=46.39%) [2025-12-31T20:17:08.604087] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-12-31T20:17:08.604233] [INFO ] [sig ] BBUC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:08.757178] [INFO ] [LOCAL ] Saved forecast: BBUC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BBUC.txt [2025-12-31T20:17:08.757324] [INFO ] [sig ] [355/3534] Completed BBUC in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.5m [2025-12-31T20:17:08.757367] [INFO ] [sig ] [356/3534] Forecasting BBVA... [2025-12-31T20:17:08.757398] [INFO ] [sig ] Generating forecast for: BBVA [2025-12-31T20:17:08.757429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-12-31T20:17:08.769531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBVA'. [2025-12-31T20:17:08.769862] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-12-31T20:17:08.770718] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-12-31T20:17:08.770772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:08.770805] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:08.770833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:08.770903] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:08.836037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:08.836898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:08.836984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:08.837018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:08.960182] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:08.960351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:08.960396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:08.960429] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:08.963791] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=49.26%) [2025-12-31T20:17:08.964065] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-12-31T20:17:08.964189] [INFO ] [sig ] BBVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:09.102785] [INFO ] [LOCAL ] Saved forecast: BBVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BBVA.txt [2025-12-31T20:17:09.102912] [INFO ] [sig ] [356/3534] Completed BBVA in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:09.102953] [INFO ] [sig ] [357/3534] Forecasting BBWI... [2025-12-31T20:17:09.102982] [INFO ] [sig ] Generating forecast for: BBWI [2025-12-31T20:17:09.103012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-12-31T20:17:09.114442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBWI'. [2025-12-31T20:17:09.114739] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-12-31T20:17:09.115507] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-12-31T20:17:09.115560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:09.115611] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:09.115640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:09.115699] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:09.172225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:09.172914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:09.172996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:09.173028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:09.292219] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:09.292377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:09.292419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:09.292450] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:09.295896] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=67.73%) [2025-12-31T20:17:09.296181] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-12-31T20:17:09.296312] [INFO ] [sig ] BBWI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:09.440602] [INFO ] [LOCAL ] Saved forecast: BBWI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BBWI.txt [2025-12-31T20:17:09.440768] [INFO ] [sig ] [357/3534] Completed BBWI in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:09.440811] [INFO ] [sig ] [358/3534] Forecasting BBY... [2025-12-31T20:17:09.440841] [INFO ] [sig ] Generating forecast for: BBY [2025-12-31T20:17:09.440871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-12-31T20:17:09.452715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BBY'. [2025-12-31T20:17:09.453000] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-12-31T20:17:09.453845] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-12-31T20:17:09.453899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:09.453933] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:09.453961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:09.454020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:09.511593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:09.512451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:09.512535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:09.512568] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:09.637656] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:09.637820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:09.637860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:09.637889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:09.641253] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=60.27%) [2025-12-31T20:17:09.641730] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-12-31T20:17:09.641853] [INFO ] [sig ] BBY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:09.784325] [INFO ] [LOCAL ] Saved forecast: BBY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BBY.txt [2025-12-31T20:17:09.784502] [INFO ] [sig ] [358/3534] Completed BBY in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:09.784543] [INFO ] [sig ] [359/3534] Forecasting BC... [2025-12-31T20:17:09.784597] [INFO ] [sig ] Generating forecast for: BC [2025-12-31T20:17:09.784632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-12-31T20:17:09.798035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BC'. [2025-12-31T20:17:09.798456] [INFO ] [FORECASTER] Starting predict_future for BC [2025-12-31T20:17:09.799323] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-12-31T20:17:09.799409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:09.799443] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:09.799469] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:09.799527] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:09.857232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:09.858115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:09.858198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:09.858230] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:09.978160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:09.978323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:09.978364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:09.978393] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:09.981780] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=98.06%) [2025-12-31T20:17:09.982062] [INFO ] [FORECASTER] Completed predict_future for BC [2025-12-31T20:17:09.982184] [INFO ] [sig ] BC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:10.120870] [INFO ] [LOCAL ] Saved forecast: BC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BC.txt [2025-12-31T20:17:10.121033] [INFO ] [sig ] [359/3534] Completed BC in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:10.121076] [INFO ] [sig ] [360/3534] Forecasting BCAL... [2025-12-31T20:17:10.121107] [INFO ] [sig ] Generating forecast for: BCAL [2025-12-31T20:17:10.121137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'. [2025-12-31T20:17:10.132330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAL'. [2025-12-31T20:17:10.132647] [INFO ] [FORECASTER] Starting predict_future for BCAL [2025-12-31T20:17:10.133404] [DEBUG] [LOCAL ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt [2025-12-31T20:17:10.133456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:10.133487] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:10.133515] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:10.133590] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:10.190233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:10.191113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:10.191196] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:10.191264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:10.308887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:10.309057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:10.309099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:10.309131] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:10.312702] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=50.74%) [2025-12-31T20:17:10.313003] [INFO ] [FORECASTER] Completed predict_future for BCAL [2025-12-31T20:17:10.313134] [INFO ] [sig ] BCAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:10.459167] [INFO ] [LOCAL ] Saved forecast: BCAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCAL.txt [2025-12-31T20:17:10.459333] [INFO ] [sig ] [360/3534] Completed BCAL in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:10.459380] [INFO ] [sig ] [361/3534] Forecasting BCAX... [2025-12-31T20:17:10.459408] [INFO ] [sig ] Generating forecast for: BCAX [2025-12-31T20:17:10.459439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'. [2025-12-31T20:17:10.471032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCAX'. [2025-12-31T20:17:10.471403] [INFO ] [FORECASTER] Starting predict_future for BCAX [2025-12-31T20:17:10.472278] [DEBUG] [LOCAL ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt [2025-12-31T20:17:10.472339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:10.472373] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:10.472401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:10.472461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:10.531459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:10.532350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:10.532433] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:10.532468] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:10.653097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:10.653259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:10.653301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:10.653329] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:10.656783] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=13.14%) [2025-12-31T20:17:10.657059] [INFO ] [FORECASTER] Completed predict_future for BCAX [2025-12-31T20:17:10.657186] [INFO ] [sig ] BCAX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:10.803656] [INFO ] [LOCAL ] Saved forecast: BCAX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BCAX.txt [2025-12-31T20:17:10.803813] [INFO ] [sig ] [361/3534] Completed BCAX in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:10.803855] [INFO ] [sig ] [362/3534] Forecasting BCBP... [2025-12-31T20:17:10.803884] [INFO ] [sig ] Generating forecast for: BCBP [2025-12-31T20:17:10.803914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'. [2025-12-31T20:17:10.815842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCBP'. [2025-12-31T20:17:10.816206] [INFO ] [FORECASTER] Starting predict_future for BCBP [2025-12-31T20:17:10.817033] [DEBUG] [LOCAL ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt [2025-12-31T20:17:10.817088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:10.817122] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:10.817151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:10.817212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:10.876041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:10.876922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:10.877008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:10.877045] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:10.996780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:10.996945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:10.996987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:10.997017] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:11.000700] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-12-31T20:17:11.000993] [INFO ] [FORECASTER] Completed predict_future for BCBP [2025-12-31T20:17:11.001129] [INFO ] [sig ] BCBP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:11.148001] [INFO ] [LOCAL ] Saved forecast: BCBP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCBP.txt [2025-12-31T20:17:11.148168] [INFO ] [sig ] [362/3534] Completed BCBP in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:11.148217] [INFO ] [sig ] [363/3534] Forecasting BCC... [2025-12-31T20:17:11.148249] [INFO ] [sig ] Generating forecast for: BCC [2025-12-31T20:17:11.148279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-12-31T20:17:11.160181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCC'. [2025-12-31T20:17:11.160604] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-12-31T20:17:11.161438] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-12-31T20:17:11.161492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:11.161526] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:11.161555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:11.161647] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:11.221355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:11.222278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:11.222373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:11.222409] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:11.340608] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:11.340769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:11.340810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:11.340840] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:11.344381] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-12-31T20:17:11.344689] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-12-31T20:17:11.344821] [INFO ] [sig ] BCC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:11.492593] [INFO ] [LOCAL ] Saved forecast: BCC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BCC.txt [2025-12-31T20:17:11.492766] [INFO ] [sig ] [363/3534] Completed BCC in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:11.492808] [INFO ] [sig ] [364/3534] Forecasting BCDA... [2025-12-31T20:17:11.492841] [INFO ] [sig ] Generating forecast for: BCDA [2025-12-31T20:17:11.492875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'. [2025-12-31T20:17:11.504182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCDA'. [2025-12-31T20:17:11.504559] [INFO ] [FORECASTER] Starting predict_future for BCDA [2025-12-31T20:17:11.505394] [DEBUG] [LOCAL ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt [2025-12-31T20:17:11.505455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:11.505514] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:11.505555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:11.505654] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:11.564711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:11.565620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:11.565707] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:11.565742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:11.685068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:11.685230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:11.685271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:11.685302] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:11.689089] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=88.88%) [2025-12-31T20:17:11.689429] [INFO ] [FORECASTER] Completed predict_future for BCDA [2025-12-31T20:17:11.689601] [INFO ] [sig ] BCDA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:11.835501] [INFO ] [LOCAL ] Saved forecast: BCDA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCDA.txt [2025-12-31T20:17:11.835683] [INFO ] [sig ] [364/3534] Completed BCDA in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:11.835727] [INFO ] [sig ] [365/3534] Forecasting BCE... [2025-12-31T20:17:11.835757] [INFO ] [sig ] Generating forecast for: BCE [2025-12-31T20:17:11.835789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-12-31T20:17:11.847029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCE'. [2025-12-31T20:17:11.847360] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-12-31T20:17:11.848249] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-12-31T20:17:11.848306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:11.848339] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:11.848369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:11.848430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:11.909162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:11.910032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:11.910119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:11.910154] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:12.031687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:12.031847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:12.031888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:12.031918] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:12.035401] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=6.11%) [2025-12-31T20:17:12.035709] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-12-31T20:17:12.035844] [INFO ] [sig ] BCE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:12.185780] [INFO ] [LOCAL ] Saved forecast: BCE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BCE.txt [2025-12-31T20:17:12.185938] [INFO ] [sig ] [365/3534] Completed BCE in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:12.185979] [INFO ] [sig ] [366/3534] Forecasting BCH... [2025-12-31T20:17:12.186008] [INFO ] [sig ] Generating forecast for: BCH [2025-12-31T20:17:12.186039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-12-31T20:17:12.198644] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCH'. [2025-12-31T20:17:12.199045] [INFO ] [FORECASTER] Starting predict_future for BCH [2025-12-31T20:17:12.199941] [DEBUG] [LOCAL ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt [2025-12-31T20:17:12.199996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:12.200031] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:12.200059] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:12.200118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:12.259448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:12.260351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:12.260452] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:12.260493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:12.383816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:12.383977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:12.384036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:12.384069] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:12.387652] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=89.76%) [2025-12-31T20:17:12.387957] [INFO ] [FORECASTER] Completed predict_future for BCH [2025-12-31T20:17:12.388088] [INFO ] [sig ] BCH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:12.538309] [INFO ] [LOCAL ] Saved forecast: BCH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCH.txt [2025-12-31T20:17:12.538482] [INFO ] [sig ] [366/3534] Completed BCH in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:12.538526] [INFO ] [sig ] [367/3534] Forecasting BCML... [2025-12-31T20:17:12.538556] [INFO ] [sig ] Generating forecast for: BCML [2025-12-31T20:17:12.538612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'. [2025-12-31T20:17:12.551864] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCML'. [2025-12-31T20:17:12.552273] [INFO ] [FORECASTER] Starting predict_future for BCML [2025-12-31T20:17:12.553150] [DEBUG] [LOCAL ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt [2025-12-31T20:17:12.553211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:12.553276] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:12.553307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:12.553367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:12.616231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:12.617166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:12.617262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:12.617297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:12.734523] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:12.734712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:12.734753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:12.734781] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:12.738191] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-12-31T20:17:12.738491] [INFO ] [FORECASTER] Completed predict_future for BCML [2025-12-31T20:17:12.738637] [INFO ] [sig ] BCML: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:12.885762] [INFO ] [LOCAL ] Saved forecast: BCML 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCML.txt [2025-12-31T20:17:12.885924] [INFO ] [sig ] [367/3534] Completed BCML in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:12.885966] [INFO ] [sig ] [368/3534] Forecasting BCO... [2025-12-31T20:17:12.885996] [INFO ] [sig ] Generating forecast for: BCO [2025-12-31T20:17:12.886027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'. [2025-12-31T20:17:12.897729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCO'. [2025-12-31T20:17:12.898094] [INFO ] [FORECASTER] Starting predict_future for BCO [2025-12-31T20:17:12.898903] [DEBUG] [LOCAL ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt [2025-12-31T20:17:12.898956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:12.898988] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:12.899014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:12.899076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:12.959654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:12.960563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:12.960686] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:12.960720] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:13.088691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:13.088851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:13.088894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:13.088923] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:13.092521] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=14.62%) [2025-12-31T20:17:13.092821] [INFO ] [FORECASTER] Completed predict_future for BCO [2025-12-31T20:17:13.092953] [INFO ] [sig ] BCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:13.244557] [INFO ] [LOCAL ] Saved forecast: BCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BCO.txt [2025-12-31T20:17:13.244735] [INFO ] [sig ] [368/3534] Completed BCO in 0.4s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:13.244777] [INFO ] [sig ] [369/3534] Forecasting BCPC... [2025-12-31T20:17:13.244806] [INFO ] [sig ] Generating forecast for: BCPC [2025-12-31T20:17:13.244836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'. [2025-12-31T20:17:13.256649] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCPC'. [2025-12-31T20:17:13.256969] [INFO ] [FORECASTER] Starting predict_future for BCPC [2025-12-31T20:17:13.257792] [DEBUG] [LOCAL ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt [2025-12-31T20:17:13.257845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:13.257878] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:13.257904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:13.257961] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:13.317988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:13.318872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:13.318953] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:13.318986] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:13.442163] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:13.442312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:13.442358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:13.442392] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:13.445777] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=3.69%) [2025-12-31T20:17:13.446051] [INFO ] [FORECASTER] Completed predict_future for BCPC [2025-12-31T20:17:13.446174] [INFO ] [sig ] BCPC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:13.585405] [INFO ] [LOCAL ] Saved forecast: BCPC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BCPC.txt [2025-12-31T20:17:13.585533] [INFO ] [sig ] [369/3534] Completed BCPC in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:13.585587] [INFO ] [sig ] [370/3534] Forecasting BCRX... [2025-12-31T20:17:13.585622] [INFO ] [sig ] Generating forecast for: BCRX [2025-12-31T20:17:13.585653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'. [2025-12-31T20:17:13.596692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCRX'. [2025-12-31T20:17:13.596981] [INFO ] [FORECASTER] Starting predict_future for BCRX [2025-12-31T20:17:13.597780] [DEBUG] [LOCAL ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt [2025-12-31T20:17:13.597832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:13.597883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:13.597913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:13.597970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:13.654079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:13.654864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:13.654944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:13.654976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:13.774252] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:13.774409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:13.774450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:13.774511] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:13.778505] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=86.74%) [2025-12-31T20:17:13.778984] [INFO ] [FORECASTER] Completed predict_future for BCRX [2025-12-31T20:17:13.779113] [INFO ] [sig ] BCRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:13.932771] [INFO ] [LOCAL ] Saved forecast: BCRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCRX.txt [2025-12-31T20:17:13.932936] [INFO ] [sig ] [370/3534] Completed BCRX in 0.3s | 2.87 sym/s | Total: 2.1m | ETA: 18.4m [2025-12-31T20:17:13.932978] [INFO ] [sig ] [371/3534] Forecasting BCS... [2025-12-31T20:17:13.933006] [INFO ] [sig ] Generating forecast for: BCS [2025-12-31T20:17:13.933037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-12-31T20:17:13.944601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCS'. [2025-12-31T20:17:13.944933] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-12-31T20:17:13.945742] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-12-31T20:17:13.945808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:13.945849] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:13.945885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:13.945948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:14.002537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:14.003348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:14.003430] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:14.003462] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:14.124794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:14.124952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:14.124992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:14.125022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:14.128416] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=57.89%) [2025-12-31T20:17:14.128711] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-12-31T20:17:14.128843] [INFO ] [sig ] BCS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:14.268947] [INFO ] [LOCAL ] Saved forecast: BCS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCS.txt [2025-12-31T20:17:14.269114] [INFO ] [sig ] [371/3534] Completed BCS in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.4m [2025-12-31T20:17:14.269155] [INFO ] [sig ] [372/3534] Forecasting BCSF... [2025-12-31T20:17:14.269185] [INFO ] [sig ] Generating forecast for: BCSF [2025-12-31T20:17:14.269216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-12-31T20:17:14.280803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCSF'. [2025-12-31T20:17:14.281151] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-12-31T20:17:14.281951] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-12-31T20:17:14.282003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:14.282035] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:14.282061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:14.282121] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:14.339537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:14.340417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:14.340514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:14.340550] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:14.460160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:14.460314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:14.460354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:14.460383] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:14.463846] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=37.26%) [2025-12-31T20:17:14.464129] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-12-31T20:17:14.464254] [INFO ] [sig ] BCSF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:14.604430] [INFO ] [LOCAL ] Saved forecast: BCSF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BCSF.txt [2025-12-31T20:17:14.604622] [INFO ] [sig ] [372/3534] Completed BCSF in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:14.604665] [INFO ] [sig ] [373/3534] Forecasting BCTX... [2025-12-31T20:17:14.604694] [INFO ] [sig ] Generating forecast for: BCTX [2025-12-31T20:17:14.604725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'. [2025-12-31T20:17:14.615921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCTX'. [2025-12-31T20:17:14.616256] [INFO ] [FORECASTER] Starting predict_future for BCTX [2025-12-31T20:17:14.617043] [DEBUG] [LOCAL ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt [2025-12-31T20:17:14.617095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:14.617126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:14.617152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:14.617208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:14.677570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:14.678560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:14.678670] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:14.678706] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:14.798133] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:14.798295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:14.798335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:14.798364] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:14.801844] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=51.98%) [2025-12-31T20:17:14.802123] [INFO ] [FORECASTER] Completed predict_future for BCTX [2025-12-31T20:17:14.802255] [INFO ] [sig ] BCTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:14.943759] [INFO ] [LOCAL ] Saved forecast: BCTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCTX.txt [2025-12-31T20:17:14.943916] [INFO ] [sig ] [373/3534] Completed BCTX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:14.943956] [INFO ] [sig ] [374/3534] Forecasting BCX... [2025-12-31T20:17:14.943987] [INFO ] [sig ] Generating forecast for: BCX [2025-12-31T20:17:14.944040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-12-31T20:17:14.955434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCX'. [2025-12-31T20:17:14.955758] [INFO ] [FORECASTER] Starting predict_future for BCX [2025-12-31T20:17:14.956516] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-12-31T20:17:14.956568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:14.956623] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:14.956650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:14.956708] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:15.013300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:15.014108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:15.014190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:15.014222] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:15.133956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:15.134114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:15.134156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:15.134185] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:15.137508] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=97.50%) [2025-12-31T20:17:15.137801] [INFO ] [FORECASTER] Completed predict_future for BCX [2025-12-31T20:17:15.137925] [INFO ] [sig ] BCX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:15.276303] [INFO ] [LOCAL ] Saved forecast: BCX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCX.txt [2025-12-31T20:17:15.276454] [INFO ] [sig ] [374/3534] Completed BCX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:15.276503] [INFO ] [sig ] [375/3534] Forecasting BCYC... [2025-12-31T20:17:15.276538] [INFO ] [sig ] Generating forecast for: BCYC [2025-12-31T20:17:15.276589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'. [2025-12-31T20:17:15.287862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BCYC'. [2025-12-31T20:17:15.288155] [INFO ] [FORECASTER] Starting predict_future for BCYC [2025-12-31T20:17:15.288932] [DEBUG] [LOCAL ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt [2025-12-31T20:17:15.288985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:15.289016] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:15.289043] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:15.289100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:15.345946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:15.346819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:15.346903] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:15.346936] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:15.468663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:15.468819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:15.468857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:15.468885] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:15.472385] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=90.80%) [2025-12-31T20:17:15.472715] [INFO ] [FORECASTER] Completed predict_future for BCYC [2025-12-31T20:17:15.472847] [INFO ] [sig ] BCYC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:15.617404] [INFO ] [LOCAL ] Saved forecast: BCYC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BCYC.txt [2025-12-31T20:17:15.617595] [INFO ] [sig ] [375/3534] Completed BCYC in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:15.617644] [INFO ] [sig ] [376/3534] Forecasting BDC... [2025-12-31T20:17:15.617676] [INFO ] [sig ] Generating forecast for: BDC [2025-12-31T20:17:15.617707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-12-31T20:17:15.630016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDC'. [2025-12-31T20:17:15.630353] [INFO ] [FORECASTER] Starting predict_future for BDC [2025-12-31T20:17:15.631208] [DEBUG] [LOCAL ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt [2025-12-31T20:17:15.631262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:15.631295] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:15.631322] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:15.631385] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:15.689955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:15.690727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:15.690810] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:15.690845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:15.812209] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:15.812366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:15.812408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:15.812437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:15.815865] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=94.75%) [2025-12-31T20:17:15.816145] [INFO ] [FORECASTER] Completed predict_future for BDC [2025-12-31T20:17:15.816271] [INFO ] [sig ] BDC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:15.955797] [INFO ] [LOCAL ] Saved forecast: BDC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BDC.txt [2025-12-31T20:17:15.955950] [INFO ] [sig ] [376/3534] Completed BDC in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:15.955991] [INFO ] [sig ] [377/3534] Forecasting BDJ... [2025-12-31T20:17:15.956020] [INFO ] [sig ] Generating forecast for: BDJ [2025-12-31T20:17:15.956050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-12-31T20:17:15.967415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDJ'. [2025-12-31T20:17:15.967772] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-12-31T20:17:15.968635] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-12-31T20:17:15.968692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:15.968726] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:15.968755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:15.968814] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:16.025799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:16.026645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:16.026754] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:16.026788] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:16.153038] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:16.153196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:16.153237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:16.153268] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:16.156817] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-12-31T20:17:16.157140] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-12-31T20:17:16.157280] [INFO ] [sig ] BDJ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:16.316198] [INFO ] [LOCAL ] Saved forecast: BDJ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BDJ.txt [2025-12-31T20:17:16.316347] [INFO ] [sig ] [377/3534] Completed BDJ in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:16.316399] [INFO ] [sig ] [378/3534] Forecasting BDN... [2025-12-31T20:17:16.316433] [INFO ] [sig ] Generating forecast for: BDN [2025-12-31T20:17:16.316464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'. [2025-12-31T20:17:16.330441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDN'. [2025-12-31T20:17:16.330998] [INFO ] [FORECASTER] Starting predict_future for BDN [2025-12-31T20:17:16.332063] [DEBUG] [LOCAL ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt [2025-12-31T20:17:16.332121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:16.332156] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:16.332185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:16.332247] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:16.394059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:16.395101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:16.395192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:16.395226] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:16.532971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:16.533150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:16.533192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:16.533222] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:16.537027] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=23.01%) [2025-12-31T20:17:16.537377] [INFO ] [FORECASTER] Completed predict_future for BDN [2025-12-31T20:17:16.537551] [INFO ] [sig ] BDN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:16.687487] [INFO ] [LOCAL ] Saved forecast: BDN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BDN.txt [2025-12-31T20:17:16.687682] [INFO ] [sig ] [378/3534] Completed BDN in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:16.687726] [INFO ] [sig ] [379/3534] Forecasting BDRX... [2025-12-31T20:17:16.687755] [INFO ] [sig ] Generating forecast for: BDRX [2025-12-31T20:17:16.687785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'. [2025-12-31T20:17:16.699436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDRX'. [2025-12-31T20:17:16.699924] [INFO ] [FORECASTER] Starting predict_future for BDRX [2025-12-31T20:17:16.700745] [DEBUG] [LOCAL ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt [2025-12-31T20:17:16.700796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:16.700829] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:16.700857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:16.700914] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:16.757878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:16.758648] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:16.758729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:16.758761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:16.878012] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:16.878176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:16.878214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:16.878243] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:16.881831] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=85.32%) [2025-12-31T20:17:16.882104] [INFO ] [FORECASTER] Completed predict_future for BDRX [2025-12-31T20:17:16.882227] [INFO ] [sig ] BDRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:17.022037] [INFO ] [LOCAL ] Saved forecast: BDRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BDRX.txt [2025-12-31T20:17:17.022191] [INFO ] [sig ] [379/3534] Completed BDRX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:17.022233] [INFO ] [sig ] [380/3534] Forecasting BDSX... [2025-12-31T20:17:17.022263] [INFO ] [sig ] Generating forecast for: BDSX [2025-12-31T20:17:17.022294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'. [2025-12-31T20:17:17.033675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDSX'. [2025-12-31T20:17:17.034010] [INFO ] [FORECASTER] Starting predict_future for BDSX [2025-12-31T20:17:17.034788] [DEBUG] [LOCAL ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt [2025-12-31T20:17:17.034840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:17.034872] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:17.034900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:17.034958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:17.091404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:17.092269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:17.092350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:17.092383] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:17.207528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:17.207719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:17.207767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:17.207798] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:17.211344] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=99.52%) [2025-12-31T20:17:17.211654] [INFO ] [FORECASTER] Completed predict_future for BDSX [2025-12-31T20:17:17.211782] [INFO ] [sig ] BDSX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:17.357942] [INFO ] [LOCAL ] Saved forecast: BDSX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BDSX.txt [2025-12-31T20:17:17.358142] [INFO ] [sig ] [380/3534] Completed BDSX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:17.358208] [INFO ] [sig ] [381/3534] Forecasting BDTX... [2025-12-31T20:17:17.358260] [INFO ] [sig ] Generating forecast for: BDTX [2025-12-31T20:17:17.358295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'. [2025-12-31T20:17:17.370381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDTX'. [2025-12-31T20:17:17.370734] [INFO ] [FORECASTER] Starting predict_future for BDTX [2025-12-31T20:17:17.371568] [DEBUG] [LOCAL ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt [2025-12-31T20:17:17.371656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:17.371690] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:17.371718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:17.371777] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:17.433863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:17.434811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:17.434905] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:17.434946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:17.565174] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:17.565342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:17.565385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:17.565415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:17.569058] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=15.82%) [2025-12-31T20:17:17.569411] [INFO ] [FORECASTER] Completed predict_future for BDTX [2025-12-31T20:17:17.569555] [INFO ] [sig ] BDTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:17.711812] [INFO ] [LOCAL ] Saved forecast: BDTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BDTX.txt [2025-12-31T20:17:17.711977] [INFO ] [sig ] [381/3534] Completed BDTX in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:17.712019] [INFO ] [sig ] [382/3534] Forecasting BDX... [2025-12-31T20:17:17.712050] [INFO ] [sig ] Generating forecast for: BDX [2025-12-31T20:17:17.712080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-12-31T20:17:17.724354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BDX'. [2025-12-31T20:17:17.724684] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-12-31T20:17:17.725485] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-12-31T20:17:17.725539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:17.725600] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:17.725634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:17.725693] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:17.786219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:17.787118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:17.787215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:17.787249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:17.911734] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:17.911896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:17.911937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:17.911977] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:17.915445] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=77.77%) [2025-12-31T20:17:17.915753] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-12-31T20:17:17.915883] [INFO ] [sig ] BDX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:18.055616] [INFO ] [LOCAL ] Saved forecast: BDX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BDX.txt [2025-12-31T20:17:18.055778] [INFO ] [sig ] [382/3534] Completed BDX in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:18.055821] [INFO ] [sig ] [383/3534] Forecasting BE... [2025-12-31T20:17:18.055851] [INFO ] [sig ] Generating forecast for: BE [2025-12-31T20:17:18.055883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-12-31T20:17:18.068149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BE'. [2025-12-31T20:17:18.068499] [INFO ] [FORECASTER] Starting predict_future for BE [2025-12-31T20:17:18.069390] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-12-31T20:17:18.069471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:18.069506] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:18.069533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:18.069620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:18.130257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:18.131140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:18.131227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:18.131259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:18.252727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:18.252896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:18.252936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:18.252965] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:18.257422] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=22.54%) [2025-12-31T20:17:18.258002] [INFO ] [FORECASTER] Completed predict_future for BE [2025-12-31T20:17:18.258148] [INFO ] [sig ] BE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:18.404567] [INFO ] [LOCAL ] Saved forecast: BE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BE.txt [2025-12-31T20:17:18.404733] [INFO ] [sig ] [383/3534] Completed BE in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:18.404774] [INFO ] [sig ] [384/3534] Forecasting BEAM... [2025-12-31T20:17:18.404803] [INFO ] [sig ] Generating forecast for: BEAM [2025-12-31T20:17:18.404834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'. [2025-12-31T20:17:18.416231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEAM'. [2025-12-31T20:17:18.416538] [INFO ] [FORECASTER] Starting predict_future for BEAM [2025-12-31T20:17:18.417307] [DEBUG] [LOCAL ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt [2025-12-31T20:17:18.417361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:18.417441] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:18.417470] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:18.417533] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:18.477791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:18.478683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:18.478769] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:18.478802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:18.606977] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:18.607140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:18.607183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:18.607214] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:18.611380] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: UP (p=87.03%) [2025-12-31T20:17:18.611690] [INFO ] [FORECASTER] Completed predict_future for BEAM [2025-12-31T20:17:18.611833] [INFO ] [sig ] BEAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:18.758168] [INFO ] [LOCAL ] Saved forecast: BEAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BEAM.txt [2025-12-31T20:17:18.758335] [INFO ] [sig ] [384/3534] Completed BEAM in 0.4s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:18.758378] [INFO ] [sig ] [385/3534] Forecasting BEEM... [2025-12-31T20:17:18.758408] [INFO ] [sig ] Generating forecast for: BEEM [2025-12-31T20:17:18.758439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'. [2025-12-31T20:17:18.772542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEM'. [2025-12-31T20:17:18.772927] [INFO ] [FORECASTER] Starting predict_future for BEEM [2025-12-31T20:17:18.773750] [DEBUG] [LOCAL ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt [2025-12-31T20:17:18.773803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:18.773836] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:18.773862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:18.773920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:18.831278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:18.832249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:18.832339] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:18.832372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:18.948070] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:18.948232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:18.948272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:18.948302] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:18.952161] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=54.84%) [2025-12-31T20:17:18.952449] [INFO ] [FORECASTER] Completed predict_future for BEEM [2025-12-31T20:17:18.952597] [INFO ] [sig ] BEEM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:19.093653] [INFO ] [LOCAL ] Saved forecast: BEEM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BEEM.txt [2025-12-31T20:17:19.093807] [INFO ] [sig ] [385/3534] Completed BEEM in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:19.093849] [INFO ] [sig ] [386/3534] Forecasting BEEP... [2025-12-31T20:17:19.093879] [INFO ] [sig ] Generating forecast for: BEEP [2025-12-31T20:17:19.093911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'. [2025-12-31T20:17:19.104909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEEP'. [2025-12-31T20:17:19.105229] [INFO ] [FORECASTER] Starting predict_future for BEEP [2025-12-31T20:17:19.106047] [DEBUG] [LOCAL ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt [2025-12-31T20:17:19.106102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:19.106135] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:19.106161] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:19.106219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:19.163353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:19.164040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:19.164119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:19.164152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:19.276170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:19.276320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:19.276359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:19.276387] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:19.279855] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=82.51%) [2025-12-31T20:17:19.280140] [INFO ] [FORECASTER] Completed predict_future for BEEP [2025-12-31T20:17:19.280266] [INFO ] [sig ] BEEP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:19.418901] [INFO ] [LOCAL ] Saved forecast: BEEP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BEEP.txt [2025-12-31T20:17:19.419032] [INFO ] [sig ] [386/3534] Completed BEEP in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.3m [2025-12-31T20:17:19.419078] [INFO ] [sig ] [387/3534] Forecasting BEKE... [2025-12-31T20:17:19.419108] [INFO ] [sig ] Generating forecast for: BEKE [2025-12-31T20:17:19.419139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-12-31T20:17:19.430352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEKE'. [2025-12-31T20:17:19.430663] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-12-31T20:17:19.431428] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-12-31T20:17:19.431479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:19.431512] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:19.431538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:19.431615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:19.489514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:19.490225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:19.490306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:19.490339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:19.607057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:19.607209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:19.607250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:19.607312] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:19.610774] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=80.30%) [2025-12-31T20:17:19.611055] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-12-31T20:17:19.611180] [INFO ] [sig ] BEKE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:19.753620] [INFO ] [LOCAL ] Saved forecast: BEKE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BEKE.txt [2025-12-31T20:17:19.753773] [INFO ] [sig ] [387/3534] Completed BEKE in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.2m [2025-12-31T20:17:19.753815] [INFO ] [sig ] [388/3534] Forecasting BELFA... [2025-12-31T20:17:19.753845] [INFO ] [sig ] Generating forecast for: BELFA [2025-12-31T20:17:19.753876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'. [2025-12-31T20:17:19.764187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFA'. [2025-12-31T20:17:19.764553] [INFO ] [FORECASTER] Starting predict_future for BELFA [2025-12-31T20:17:19.765466] [DEBUG] [LOCAL ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt [2025-12-31T20:17:19.765521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:19.765555] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:19.765603] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:19.765664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:19.824815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:19.825650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:19.825729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:19.825762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:19.928161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:19.928309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:19.928349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:19.928378] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:19.931779] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=61.13%) [2025-12-31T20:17:19.932071] [INFO ] [FORECASTER] Completed predict_future for BELFA [2025-12-31T20:17:19.932194] [INFO ] [sig ] BELFA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:20.076119] [INFO ] [LOCAL ] Saved forecast: BELFA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BELFA.txt [2025-12-31T20:17:20.076250] [INFO ] [sig ] [388/3534] Completed BELFA in 0.3s | 2.87 sym/s | Total: 2.2m | ETA: 18.2m [2025-12-31T20:17:20.076305] [INFO ] [sig ] [389/3534] Forecasting BELFB... [2025-12-31T20:17:20.076337] [INFO ] [sig ] Generating forecast for: BELFB [2025-12-31T20:17:20.076367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'. [2025-12-31T20:17:20.087853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BELFB'. [2025-12-31T20:17:20.088129] [INFO ] [FORECASTER] Starting predict_future for BELFB [2025-12-31T20:17:20.088912] [DEBUG] [LOCAL ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt [2025-12-31T20:17:20.088963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:20.088996] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:20.089023] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:20.089086] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:20.145344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:20.145987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:20.146066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:20.146099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:20.269739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:20.269898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:20.269938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:20.269968] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:20.273413] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=83.13%) [2025-12-31T20:17:20.273716] [INFO ] [FORECASTER] Completed predict_future for BELFB [2025-12-31T20:17:20.273844] [INFO ] [sig ] BELFB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:20.412109] [INFO ] [LOCAL ] Saved forecast: BELFB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BELFB.txt [2025-12-31T20:17:20.412232] [INFO ] [sig ] [389/3534] Completed BELFB in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:20.412271] [INFO ] [sig ] [390/3534] Forecasting BEN... [2025-12-31T20:17:20.412301] [INFO ] [sig ] Generating forecast for: BEN [2025-12-31T20:17:20.412333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-12-31T20:17:20.424045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEN'. [2025-12-31T20:17:20.424309] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-12-31T20:17:20.425080] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-12-31T20:17:20.425131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:20.425163] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:20.425190] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:20.425248] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:20.481169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:20.481990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:20.482090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:20.482140] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:20.600713] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:20.600851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:20.600912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:20.600941] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:20.604249] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=15.21%) [2025-12-31T20:17:20.604521] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-12-31T20:17:20.604660] [INFO ] [sig ] BEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:20.743536] [INFO ] [LOCAL ] Saved forecast: BEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BEN.txt [2025-12-31T20:17:20.743861] [INFO ] [sig ] [390/3534] Completed BEN in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:20.743901] [INFO ] [sig ] [391/3534] Forecasting BEP... [2025-12-31T20:17:20.743931] [INFO ] [sig ] Generating forecast for: BEP [2025-12-31T20:17:20.743962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-12-31T20:17:20.756826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEP'. [2025-12-31T20:17:20.757165] [INFO ] [FORECASTER] Starting predict_future for BEP [2025-12-31T20:17:20.757950] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-12-31T20:17:20.758001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:20.758034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:20.758061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:20.758119] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:20.816595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:20.817210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:20.817285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:20.817318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:20.938162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:20.938310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:20.938351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:20.938380] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:20.941818] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=32.43%) [2025-12-31T20:17:20.942083] [INFO ] [FORECASTER] Completed predict_future for BEP [2025-12-31T20:17:20.942204] [INFO ] [sig ] BEP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:21.082017] [INFO ] [LOCAL ] Saved forecast: BEP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BEP.txt [2025-12-31T20:17:21.082139] [INFO ] [sig ] [391/3534] Completed BEP in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:21.082177] [INFO ] [sig ] [392/3534] Forecasting BEPH... [2025-12-31T20:17:21.082206] [INFO ] [sig ] Generating forecast for: BEPH [2025-12-31T20:17:21.082236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-12-31T20:17:21.095000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPH'. [2025-12-31T20:17:21.095413] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-12-31T20:17:21.096259] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-12-31T20:17:21.096313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:21.096347] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:21.096373] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:21.096446] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:21.156188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:21.157183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:21.157274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:21.157309] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:21.275056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:21.275250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:21.275312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:21.275351] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:21.278974] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=1.66%) [2025-12-31T20:17:21.279313] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-12-31T20:17:21.279448] [INFO ] [sig ] BEPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:21.475178] [INFO ] [LOCAL ] Saved forecast: BEPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BEPH.txt [2025-12-31T20:17:21.475322] [INFO ] [sig ] [392/3534] Completed BEPH in 0.4s | 2.87 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:21.475362] [INFO ] [sig ] [393/3534] Forecasting BEPI... [2025-12-31T20:17:21.475393] [INFO ] [sig ] Generating forecast for: BEPI [2025-12-31T20:17:21.475423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-12-31T20:17:21.486977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BEPI'. [2025-12-31T20:17:21.487269] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-12-31T20:17:21.488115] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-12-31T20:17:21.488169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:21.488204] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:21.488232] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:21.488290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:21.547790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:21.548645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:21.548728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:21.548762] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:21.650467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:21.650668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:21.650717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:21.650749] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:21.654393] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=94.72%) [2025-12-31T20:17:21.654792] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-12-31T20:17:21.654946] [INFO ] [sig ] BEPI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:21.799547] [INFO ] [LOCAL ] Saved forecast: BEPI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BEPI.txt [2025-12-31T20:17:21.799897] [INFO ] [sig ] [393/3534] Completed BEPI in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:21.799938] [INFO ] [sig ] [394/3534] Forecasting BFAM... [2025-12-31T20:17:21.799967] [INFO ] [sig ] Generating forecast for: BFAM [2025-12-31T20:17:21.799998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'. [2025-12-31T20:17:21.811829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFAM'. [2025-12-31T20:17:21.812180] [INFO ] [FORECASTER] Starting predict_future for BFAM [2025-12-31T20:17:21.812958] [DEBUG] [LOCAL ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt [2025-12-31T20:17:21.813010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:21.813054] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:21.813083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:21.813141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:21.870501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:21.871489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:21.871624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:21.871660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:21.990107] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:21.990236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:21.990276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:21.990305] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:21.993637] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=74.80%) [2025-12-31T20:17:21.993911] [INFO ] [FORECASTER] Completed predict_future for BFAM [2025-12-31T20:17:21.994033] [INFO ] [sig ] BFAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:22.134051] [INFO ] [LOCAL ] Saved forecast: BFAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BFAM.txt [2025-12-31T20:17:22.134198] [INFO ] [sig ] [394/3534] Completed BFAM in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:22.134239] [INFO ] [sig ] [395/3534] Forecasting BFC... [2025-12-31T20:17:22.134268] [INFO ] [sig ] Generating forecast for: BFC [2025-12-31T20:17:22.134299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'. [2025-12-31T20:17:22.145158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFC'. [2025-12-31T20:17:22.145463] [INFO ] [FORECASTER] Starting predict_future for BFC [2025-12-31T20:17:22.146240] [DEBUG] [LOCAL ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt [2025-12-31T20:17:22.146292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:22.146325] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:22.146352] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:22.146409] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:22.203813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:22.204638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:22.204721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:22.204754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:22.318161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:22.318312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:22.318352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:22.318381] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:22.321718] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=36.77%) [2025-12-31T20:17:22.321986] [INFO ] [FORECASTER] Completed predict_future for BFC [2025-12-31T20:17:22.322106] [INFO ] [sig ] BFC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:22.466850] [INFO ] [LOCAL ] Saved forecast: BFC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BFC.txt [2025-12-31T20:17:22.466999] [INFO ] [sig ] [395/3534] Completed BFC in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:22.467039] [INFO ] [sig ] [396/3534] Forecasting BFH... [2025-12-31T20:17:22.467070] [INFO ] [sig ] Generating forecast for: BFH [2025-12-31T20:17:22.467101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-12-31T20:17:22.478203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFH'. [2025-12-31T20:17:22.478532] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-12-31T20:17:22.479347] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-12-31T20:17:22.479399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:22.479430] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:22.479456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:22.479512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:22.536543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:22.537495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:22.537608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:22.537647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:22.658290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:22.658417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:22.658457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:22.658487] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:22.661868] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=49.78%) [2025-12-31T20:17:22.662144] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-12-31T20:17:22.662270] [INFO ] [sig ] BFH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:22.804620] [INFO ] [LOCAL ] Saved forecast: BFH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BFH.txt [2025-12-31T20:17:22.804758] [INFO ] [sig ] [396/3534] Completed BFH in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:22.804800] [INFO ] [sig ] [397/3534] Forecasting BFIN... [2025-12-31T20:17:22.804829] [INFO ] [sig ] Generating forecast for: BFIN [2025-12-31T20:17:22.804859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'. [2025-12-31T20:17:22.816026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFIN'. [2025-12-31T20:17:22.816295] [INFO ] [FORECASTER] Starting predict_future for BFIN [2025-12-31T20:17:22.817067] [DEBUG] [LOCAL ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt [2025-12-31T20:17:22.817120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:22.817151] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:22.817178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:22.817235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:22.875601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:22.876226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:22.876303] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:22.876337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:22.993559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:22.993736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:22.993777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:22.993808] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:22.997201] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=89.64%) [2025-12-31T20:17:22.997517] [INFO ] [FORECASTER] Completed predict_future for BFIN [2025-12-31T20:17:22.997671] [INFO ] [sig ] BFIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:23.138993] [INFO ] [LOCAL ] Saved forecast: BFIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BFIN.txt [2025-12-31T20:17:23.139139] [INFO ] [sig ] [397/3534] Completed BFIN in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:23.139178] [INFO ] [sig ] [398/3534] Forecasting BFK... [2025-12-31T20:17:23.139215] [INFO ] [sig ] Generating forecast for: BFK [2025-12-31T20:17:23.139247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-12-31T20:17:23.150209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFK'. [2025-12-31T20:17:23.150512] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-12-31T20:17:23.151333] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-12-31T20:17:23.151388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:23.151422] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:23.151450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:23.151510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:23.211002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:23.211905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:23.211992] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:23.212026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:23.333657] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:23.334002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:23.334042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:23.334073] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:23.338046] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=92.33%) [2025-12-31T20:17:23.338332] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-12-31T20:17:23.338460] [INFO ] [sig ] BFK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:23.480896] [INFO ] [LOCAL ] Saved forecast: BFK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BFK.txt [2025-12-31T20:17:23.481055] [INFO ] [sig ] [398/3534] Completed BFK in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:23.481096] [INFO ] [sig ] [399/3534] Forecasting BFLY... [2025-12-31T20:17:23.481126] [INFO ] [sig ] Generating forecast for: BFLY [2025-12-31T20:17:23.481157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-12-31T20:17:23.494680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFLY'. [2025-12-31T20:17:23.495131] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-12-31T20:17:23.496281] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-12-31T20:17:23.496351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:23.496398] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:23.496441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:23.496533] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:23.560563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:23.561723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:23.561815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:23.561849] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:23.692821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:23.692991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:23.693032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:23.693061] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:23.696734] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=7.96%) [2025-12-31T20:17:23.697098] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-12-31T20:17:23.697241] [INFO ] [sig ] BFLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:23.841290] [INFO ] [LOCAL ] Saved forecast: BFLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BFLY.txt [2025-12-31T20:17:23.841434] [INFO ] [sig ] [399/3534] Completed BFLY in 0.4s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:23.841475] [INFO ] [sig ] [400/3534] Forecasting BFS... [2025-12-31T20:17:23.841505] [INFO ] [sig ] Generating forecast for: BFS [2025-12-31T20:17:23.841535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'. [2025-12-31T20:17:23.852600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFS'. [2025-12-31T20:17:23.852934] [INFO ] [FORECASTER] Starting predict_future for BFS [2025-12-31T20:17:23.853761] [DEBUG] [LOCAL ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt [2025-12-31T20:17:23.853818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:23.853853] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:23.853883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:23.853943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:23.910542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:23.911224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:23.911305] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:23.911338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:24.029625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:24.029794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:24.029834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:24.029864] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:24.033286] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=55.34%) [2025-12-31T20:17:24.033568] [INFO ] [FORECASTER] Completed predict_future for BFS [2025-12-31T20:17:24.033725] [INFO ] [sig ] BFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:24.177401] [INFO ] [LOCAL ] Saved forecast: BFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BFS.txt [2025-12-31T20:17:24.177595] [INFO ] [sig ] [400/3534] Completed BFS in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:24.177643] [INFO ] [sig ] [401/3534] Forecasting BFZ... [2025-12-31T20:17:24.177675] [INFO ] [sig ] Generating forecast for: BFZ [2025-12-31T20:17:24.177708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-12-31T20:17:24.190290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BFZ'. [2025-12-31T20:17:24.190669] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-12-31T20:17:24.191493] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-12-31T20:17:24.191548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:24.191633] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:24.191671] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:24.191753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:24.251264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:24.252193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:24.252281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:24.252315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:24.371664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:24.372013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:24.372052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:24.372099] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:24.375487] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=15.07%) [2025-12-31T20:17:24.375800] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-12-31T20:17:24.375931] [INFO ] [sig ] BFZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:24.522416] [INFO ] [LOCAL ] Saved forecast: BFZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BFZ.txt [2025-12-31T20:17:24.522596] [INFO ] [sig ] [401/3534] Completed BFZ in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.2m [2025-12-31T20:17:24.522656] [INFO ] [sig ] [402/3534] Forecasting BG... [2025-12-31T20:17:24.522689] [INFO ] [sig ] Generating forecast for: BG [2025-12-31T20:17:24.522719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-12-31T20:17:24.534498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BG'. [2025-12-31T20:17:24.534897] [INFO ] [FORECASTER] Starting predict_future for BG [2025-12-31T20:17:24.535746] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-12-31T20:17:24.535805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:24.535839] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:24.535867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:24.535925] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:24.596304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:24.597200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:24.597305] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:24.597341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:24.717317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:24.717487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:24.717534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:24.717565] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:24.721176] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=75.66%) [2025-12-31T20:17:24.721469] [INFO ] [FORECASTER] Completed predict_future for BG [2025-12-31T20:17:24.721620] [INFO ] [sig ] BG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:24.864644] [INFO ] [LOCAL ] Saved forecast: BG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BG.txt [2025-12-31T20:17:24.864803] [INFO ] [sig ] [402/3534] Completed BG in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.1m [2025-12-31T20:17:24.864843] [INFO ] [sig ] [403/3534] Forecasting BGB... [2025-12-31T20:17:24.864873] [INFO ] [sig ] Generating forecast for: BGB [2025-12-31T20:17:24.864904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-12-31T20:17:24.876638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGB'. [2025-12-31T20:17:24.876969] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-12-31T20:17:24.877821] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-12-31T20:17:24.877875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:24.877910] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:24.877938] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:24.878001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:24.936656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:24.937542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:24.937653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:24.937689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:25.064246] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:25.064403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:25.064443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:25.064473] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:25.068202] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=60.27%) [2025-12-31T20:17:25.068475] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-12-31T20:17:25.068618] [INFO ] [sig ] BGB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:25.214909] [INFO ] [LOCAL ] Saved forecast: BGB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BGB.txt [2025-12-31T20:17:25.215271] [INFO ] [sig ] [403/3534] Completed BGB in 0.4s | 2.88 sym/s | Total: 2.3m | ETA: 18.1m [2025-12-31T20:17:25.215313] [INFO ] [sig ] [404/3534] Forecasting BGC... [2025-12-31T20:17:25.215343] [INFO ] [sig ] Generating forecast for: BGC [2025-12-31T20:17:25.215376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'. [2025-12-31T20:17:25.227895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGC'. [2025-12-31T20:17:25.228288] [INFO ] [FORECASTER] Starting predict_future for BGC [2025-12-31T20:17:25.229363] [DEBUG] [LOCAL ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt [2025-12-31T20:17:25.229416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:25.229448] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:25.229474] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:25.229531] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:25.287360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:25.288263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:25.288349] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:25.288384] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:25.409963] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:25.410121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:25.410161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:25.410190] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:25.413612] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=92.67%) [2025-12-31T20:17:25.413889] [INFO ] [FORECASTER] Completed predict_future for BGC [2025-12-31T20:17:25.414009] [INFO ] [sig ] BGC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:25.553838] [INFO ] [LOCAL ] Saved forecast: BGC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BGC.txt [2025-12-31T20:17:25.553989] [INFO ] [sig ] [404/3534] Completed BGC in 0.3s | 2.88 sym/s | Total: 2.3m | ETA: 18.1m [2025-12-31T20:17:25.554031] [INFO ] [sig ] [405/3534] Forecasting BGH... [2025-12-31T20:17:25.554061] [INFO ] [sig ] Generating forecast for: BGH [2025-12-31T20:17:25.554092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-12-31T20:17:25.565969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGH'. [2025-12-31T20:17:25.566310] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-12-31T20:17:25.567224] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-12-31T20:17:25.567287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:25.567328] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:25.567365] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:25.567457] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:25.625525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:25.626405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:25.626491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:25.626525] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:25.748505] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:25.748678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:25.748720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:25.748749] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:25.752218] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=26.10%) [2025-12-31T20:17:25.752510] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-12-31T20:17:25.752652] [INFO ] [sig ] BGH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:25.908855] [INFO ] [LOCAL ] Saved forecast: BGH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BGH.txt [2025-12-31T20:17:25.909012] [INFO ] [sig ] [405/3534] Completed BGH in 0.4s | 2.88 sym/s | Total: 2.3m | ETA: 18.1m [2025-12-31T20:17:25.909054] [INFO ] [sig ] [406/3534] Forecasting BGLC... [2025-12-31T20:17:25.909084] [INFO ] [sig ] Generating forecast for: BGLC [2025-12-31T20:17:25.909124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'. [2025-12-31T20:17:25.920669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGLC'. [2025-12-31T20:17:25.921019] [INFO ] [FORECASTER] Starting predict_future for BGLC [2025-12-31T20:17:25.921850] [DEBUG] [LOCAL ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt [2025-12-31T20:17:25.921904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:25.921939] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:25.921966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:25.922025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:25.980097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:25.980983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:25.981066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:25.981101] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:26.098721] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:26.098892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:26.098933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:26.098963] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:26.102666] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=0.81%) [2025-12-31T20:17:26.102971] [INFO ] [FORECASTER] Completed predict_future for BGLC [2025-12-31T20:17:26.103107] [INFO ] [sig ] BGLC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:26.262704] [INFO ] [LOCAL ] Saved forecast: BGLC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BGLC.txt [2025-12-31T20:17:26.262868] [INFO ] [sig ] [406/3534] Completed BGLC in 0.4s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:26.262909] [INFO ] [sig ] [407/3534] Forecasting BGRN... [2025-12-31T20:17:26.262940] [INFO ] [sig ] Generating forecast for: BGRN [2025-12-31T20:17:26.262971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'. [2025-12-31T20:17:26.275267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGRN'. [2025-12-31T20:17:26.275695] [INFO ] [FORECASTER] Starting predict_future for BGRN [2025-12-31T20:17:26.276548] [DEBUG] [LOCAL ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt [2025-12-31T20:17:26.276641] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:26.276685] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:26.276719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:26.276791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:26.336299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:26.337256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:26.337373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:26.337410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:26.461021] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:26.461184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:26.461225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:26.461255] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:26.464740] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=38.37%) [2025-12-31T20:17:26.465047] [INFO ] [FORECASTER] Completed predict_future for BGRN [2025-12-31T20:17:26.465174] [INFO ] [sig ] BGRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:26.611866] [INFO ] [LOCAL ] Saved forecast: BGRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BGRN.txt [2025-12-31T20:17:26.611996] [INFO ] [sig ] [407/3534] Completed BGRN in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:26.612047] [INFO ] [sig ] [408/3534] Forecasting BGS... [2025-12-31T20:17:26.612079] [INFO ] [sig ] Generating forecast for: BGS [2025-12-31T20:17:26.612109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-12-31T20:17:26.623294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGS'. [2025-12-31T20:17:26.623598] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-12-31T20:17:26.624404] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-12-31T20:17:26.624457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:26.624490] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:26.624518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:26.624597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:26.683873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:26.684770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:26.684851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:26.684884] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:26.802449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:26.802627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:26.802669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:26.802699] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:26.806095] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=19.61%) [2025-12-31T20:17:26.806373] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-12-31T20:17:26.806499] [INFO ] [sig ] BGS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:26.947818] [INFO ] [LOCAL ] Saved forecast: BGS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BGS.txt [2025-12-31T20:17:26.947977] [INFO ] [sig ] [408/3534] Completed BGS in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:26.948019] [INFO ] [sig ] [409/3534] Forecasting BGSF... [2025-12-31T20:17:26.948048] [INFO ] [sig ] Generating forecast for: BGSF [2025-12-31T20:17:26.948078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-12-31T20:17:26.960064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGSF'. [2025-12-31T20:17:26.960382] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-12-31T20:17:26.961182] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-12-31T20:17:26.961235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:26.961268] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:26.961295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:26.961352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:27.019355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:27.020101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:27.020179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:27.020212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:27.139346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:27.139507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:27.139548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:27.139593] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:27.142977] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=71.12%) [2025-12-31T20:17:27.143252] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-12-31T20:17:27.143376] [INFO ] [sig ] BGSF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:27.283093] [INFO ] [LOCAL ] Saved forecast: BGSF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BGSF.txt [2025-12-31T20:17:27.283210] [INFO ] [sig ] [409/3534] Completed BGSF in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:27.283248] [INFO ] [sig ] [410/3534] Forecasting BGX... [2025-12-31T20:17:27.283278] [INFO ] [sig ] Generating forecast for: BGX [2025-12-31T20:17:27.283308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-12-31T20:17:27.295443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGX'. [2025-12-31T20:17:27.295735] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-12-31T20:17:27.296480] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-12-31T20:17:27.296531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:27.296562] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:27.296609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:27.296667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:27.353919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:27.354725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:27.354801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:27.354833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:27.472868] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:27.473006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:27.473045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:27.473073] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:27.476311] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=11.46%) [2025-12-31T20:17:27.476598] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-12-31T20:17:27.476723] [INFO ] [sig ] BGX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:27.617598] [INFO ] [LOCAL ] Saved forecast: BGX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BGX.txt [2025-12-31T20:17:27.617762] [INFO ] [sig ] [410/3534] Completed BGX in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:27.617817] [INFO ] [sig ] [411/3534] Forecasting BGY... [2025-12-31T20:17:27.617848] [INFO ] [sig ] Generating forecast for: BGY [2025-12-31T20:17:27.617880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-12-31T20:17:27.630364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BGY'. [2025-12-31T20:17:27.630779] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-12-31T20:17:27.631630] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-12-31T20:17:27.631683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:27.631722] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:27.631755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:27.631831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:27.688315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:27.689293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:27.689435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:27.689471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:27.810524] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:27.810723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:27.810773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:27.810808] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:27.814211] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-12-31T20:17:27.814494] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-12-31T20:17:27.814644] [INFO ] [sig ] BGY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:27.958342] [INFO ] [LOCAL ] Saved forecast: BGY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BGY.txt [2025-12-31T20:17:27.958507] [INFO ] [sig ] [411/3534] Completed BGY in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:27.958548] [INFO ] [sig ] [412/3534] Forecasting BHC... [2025-12-31T20:17:27.958599] [INFO ] [sig ] Generating forecast for: BHC [2025-12-31T20:17:27.958631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-12-31T20:17:27.970125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHC'. [2025-12-31T20:17:27.970485] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-12-31T20:17:27.971285] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-12-31T20:17:27.971341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:27.971375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:27.971402] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:27.971461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:28.028036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:28.028919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:28.029001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:28.029033] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:28.148711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:28.148882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:28.148922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:28.148951] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:28.152368] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=17.71%) [2025-12-31T20:17:28.152723] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-12-31T20:17:28.152861] [INFO ] [sig ] BHC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:28.294467] [INFO ] [LOCAL ] Saved forecast: BHC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BHC.txt [2025-12-31T20:17:28.294653] [INFO ] [sig ] [412/3534] Completed BHC in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:28.294696] [INFO ] [sig ] [413/3534] Forecasting BHE... [2025-12-31T20:17:28.294731] [INFO ] [sig ] Generating forecast for: BHE [2025-12-31T20:17:28.294760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-12-31T20:17:28.306246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHE'. [2025-12-31T20:17:28.306628] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-12-31T20:17:28.307395] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-12-31T20:17:28.307446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:28.307479] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:28.307506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:28.307564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:28.364694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:28.365771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:28.366052] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:28.366084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:28.484419] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:28.484592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:28.484634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:28.484663] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:28.488012] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=76.11%) [2025-12-31T20:17:28.488300] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-12-31T20:17:28.488427] [INFO ] [sig ] BHE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:28.633926] [INFO ] [LOCAL ] Saved forecast: BHE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHE.txt [2025-12-31T20:17:28.634096] [INFO ] [sig ] [413/3534] Completed BHE in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:28.634138] [INFO ] [sig ] [414/3534] Forecasting BHF... [2025-12-31T20:17:28.634168] [INFO ] [sig ] Generating forecast for: BHF [2025-12-31T20:17:28.634199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'. [2025-12-31T20:17:28.646536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHF'. [2025-12-31T20:17:28.646933] [INFO ] [FORECASTER] Starting predict_future for BHF [2025-12-31T20:17:28.647774] [DEBUG] [LOCAL ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt [2025-12-31T20:17:28.647827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:28.647860] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:28.647887] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:28.648136] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:28.708070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:28.709048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:28.709135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:28.709168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:28.848165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:28.848327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:28.848381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:28.848412] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:28.851899] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=6.61%) [2025-12-31T20:17:28.852186] [INFO ] [FORECASTER] Completed predict_future for BHF [2025-12-31T20:17:28.852310] [INFO ] [sig ] BHF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:28.992544] [INFO ] [LOCAL ] Saved forecast: BHF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BHF.txt [2025-12-31T20:17:28.992730] [INFO ] [sig ] [414/3534] Completed BHF in 0.4s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:28.992773] [INFO ] [sig ] [415/3534] Forecasting BHFAL... [2025-12-31T20:17:28.992802] [INFO ] [sig ] Generating forecast for: BHFAL [2025-12-31T20:17:28.992834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'. [2025-12-31T20:17:29.004799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'. [2025-12-31T20:17:29.005106] [INFO ] [FORECASTER] Starting predict_future for BHFAL [2025-12-31T20:17:29.005922] [DEBUG] [LOCAL ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt [2025-12-31T20:17:29.005977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:29.006011] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:29.006040] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:29.006101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:29.064820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:29.065666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:29.065745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:29.065779] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:29.185083] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:29.185231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:29.185270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:29.185298] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:29.188669] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: UP (p=51.16%) [2025-12-31T20:17:29.188946] [INFO ] [FORECASTER] Completed predict_future for BHFAL [2025-12-31T20:17:29.189071] [INFO ] [sig ] BHFAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:29.327561] [INFO ] [LOCAL ] Saved forecast: BHFAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHFAL.txt [2025-12-31T20:17:29.327708] [INFO ] [sig ] [415/3534] Completed BHFAL in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:29.327748] [INFO ] [sig ] [416/3534] Forecasting BHFAM... [2025-12-31T20:17:29.327779] [INFO ] [sig ] Generating forecast for: BHFAM [2025-12-31T20:17:29.327810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'. [2025-12-31T20:17:29.340276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'. [2025-12-31T20:17:29.340602] [INFO ] [FORECASTER] Starting predict_future for BHFAM [2025-12-31T20:17:29.341375] [DEBUG] [LOCAL ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt [2025-12-31T20:17:29.341426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:29.341457] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:29.341484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:29.341541] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:29.397803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:29.398405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:29.398482] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:29.398515] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:29.513058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:29.513211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:29.513250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:29.513278] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:29.516602] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=67.99%) [2025-12-31T20:17:29.516880] [INFO ] [FORECASTER] Completed predict_future for BHFAM [2025-12-31T20:17:29.516998] [INFO ] [sig ] BHFAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:29.653689] [INFO ] [LOCAL ] Saved forecast: BHFAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHFAM.txt [2025-12-31T20:17:29.653810] [INFO ] [sig ] [416/3534] Completed BHFAM in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.1m [2025-12-31T20:17:29.653849] [INFO ] [sig ] [417/3534] Forecasting BHFAN... [2025-12-31T20:17:29.653878] [INFO ] [sig ] Generating forecast for: BHFAN [2025-12-31T20:17:29.653908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'. [2025-12-31T20:17:29.666713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'. [2025-12-31T20:17:29.667029] [INFO ] [FORECASTER] Starting predict_future for BHFAN [2025-12-31T20:17:29.667823] [DEBUG] [LOCAL ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt [2025-12-31T20:17:29.668065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:29.668098] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:29.668124] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:29.668181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:29.725258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:29.725943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:29.726024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:29.726055] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:29.845946] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:29.846091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:29.846129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:29.846158] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:29.849453] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: UP (p=50.69%) [2025-12-31T20:17:29.849758] [INFO ] [FORECASTER] Completed predict_future for BHFAN [2025-12-31T20:17:29.849909] [INFO ] [sig ] BHFAN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:29.989478] [INFO ] [LOCAL ] Saved forecast: BHFAN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHFAN.txt [2025-12-31T20:17:29.989730] [INFO ] [sig ] [417/3534] Completed BHFAN in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.0m [2025-12-31T20:17:29.989774] [INFO ] [sig ] [418/3534] Forecasting BHFAO... [2025-12-31T20:17:29.989804] [INFO ] [sig ] Generating forecast for: BHFAO [2025-12-31T20:17:29.989834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'. [2025-12-31T20:17:30.001401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'. [2025-12-31T20:17:30.001708] [INFO ] [FORECASTER] Starting predict_future for BHFAO [2025-12-31T20:17:30.002463] [DEBUG] [LOCAL ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt [2025-12-31T20:17:30.002515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:30.002599] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:30.002632] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:30.002691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:30.058863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:30.059606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:30.059684] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:30.059716] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:30.178382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:30.178545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:30.178603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:30.178634] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:30.182104] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=98.25%) [2025-12-31T20:17:30.182399] [INFO ] [FORECASTER] Completed predict_future for BHFAO [2025-12-31T20:17:30.182526] [INFO ] [sig ] BHFAO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:30.323223] [INFO ] [LOCAL ] Saved forecast: BHFAO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHFAO.txt [2025-12-31T20:17:30.323380] [INFO ] [sig ] [418/3534] Completed BHFAO in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.0m [2025-12-31T20:17:30.323422] [INFO ] [sig ] [419/3534] Forecasting BHFAP... [2025-12-31T20:17:30.323452] [INFO ] [sig ] Generating forecast for: BHFAP [2025-12-31T20:17:30.323482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'. [2025-12-31T20:17:30.335999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'. [2025-12-31T20:17:30.336284] [INFO ] [FORECASTER] Starting predict_future for BHFAP [2025-12-31T20:17:30.337458] [DEBUG] [LOCAL ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt [2025-12-31T20:17:30.337511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:30.337543] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:30.337584] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:30.337645] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:30.394065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:30.394782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:30.394861] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:30.394895] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:30.515753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:30.515905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:30.515945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:30.515975] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:30.519351] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=19.27%) [2025-12-31T20:17:30.519642] [INFO ] [FORECASTER] Completed predict_future for BHFAP [2025-12-31T20:17:30.519768] [INFO ] [sig ] BHFAP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:30.657792] [INFO ] [LOCAL ] Saved forecast: BHFAP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BHFAP.txt [2025-12-31T20:17:30.657914] [INFO ] [sig ] [419/3534] Completed BHFAP in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.0m [2025-12-31T20:17:30.657952] [INFO ] [sig ] [420/3534] Forecasting BHK... [2025-12-31T20:17:30.657982] [INFO ] [sig ] Generating forecast for: BHK [2025-12-31T20:17:30.658013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-12-31T20:17:30.669102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHK'. [2025-12-31T20:17:30.669397] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-12-31T20:17:30.670176] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-12-31T20:17:30.670228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:30.670260] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:30.670288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:30.670346] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:30.726356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:30.726993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:30.727068] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:30.727100] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:30.846009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:30.846150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:30.846188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:30.846217] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:30.849549] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=94.23%) [2025-12-31T20:17:30.849841] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-12-31T20:17:30.849963] [INFO ] [sig ] BHK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:30.987658] [INFO ] [LOCAL ] Saved forecast: BHK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHK.txt [2025-12-31T20:17:30.987785] [INFO ] [sig ] [420/3534] Completed BHK in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.0m [2025-12-31T20:17:30.987825] [INFO ] [sig ] [421/3534] Forecasting BHP... [2025-12-31T20:17:30.987854] [INFO ] [sig ] Generating forecast for: BHP [2025-12-31T20:17:30.987884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-12-31T20:17:30.998924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHP'. [2025-12-31T20:17:30.999208] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-12-31T20:17:31.000004] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-12-31T20:17:31.000057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:31.000089] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:31.000115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:31.000177] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:31.055863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:31.056476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:31.056556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:31.056612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:31.179724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:31.179895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:31.179941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:31.180022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:31.183765] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=89.89%) [2025-12-31T20:17:31.184049] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-12-31T20:17:31.184171] [INFO ] [sig ] BHP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:31.325216] [INFO ] [LOCAL ] Saved forecast: BHP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHP.txt [2025-12-31T20:17:31.325411] [INFO ] [sig ] [421/3534] Completed BHP in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.0m [2025-12-31T20:17:31.325484] [INFO ] [sig ] [422/3534] Forecasting BHRB... [2025-12-31T20:17:31.325522] [INFO ] [sig ] Generating forecast for: BHRB [2025-12-31T20:17:31.325554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'. [2025-12-31T20:17:31.337474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHRB'. [2025-12-31T20:17:31.337776] [INFO ] [FORECASTER] Starting predict_future for BHRB [2025-12-31T20:17:31.338527] [DEBUG] [LOCAL ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt [2025-12-31T20:17:31.338596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:31.338631] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:31.338658] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:31.338715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:31.394150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:31.394790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:31.394867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:31.394899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:31.510183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:31.510338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:31.510378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:31.510406] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:31.513761] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=57.66%) [2025-12-31T20:17:31.514041] [INFO ] [FORECASTER] Completed predict_future for BHRB [2025-12-31T20:17:31.514164] [INFO ] [sig ] BHRB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:31.650925] [INFO ] [LOCAL ] Saved forecast: BHRB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHRB.txt [2025-12-31T20:17:31.651060] [INFO ] [sig ] [422/3534] Completed BHRB in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.0m [2025-12-31T20:17:31.651100] [INFO ] [sig ] [423/3534] Forecasting BHVN... [2025-12-31T20:17:31.651129] [INFO ] [sig ] Generating forecast for: BHVN [2025-12-31T20:17:31.651159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-12-31T20:17:31.667483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BHVN'. [2025-12-31T20:17:31.667824] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-12-31T20:17:31.668601] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-12-31T20:17:31.668653] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:31.668684] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:31.668710] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:31.668782] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:31.724134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:31.725021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:31.725105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:31.725137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:31.845955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:31.846091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:31.846131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:31.846160] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:31.849796] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=71.51%) [2025-12-31T20:17:31.850251] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-12-31T20:17:31.850380] [INFO ] [sig ] BHVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:31.991422] [INFO ] [LOCAL ] Saved forecast: BHVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BHVN.txt [2025-12-31T20:17:31.991567] [INFO ] [sig ] [423/3534] Completed BHVN in 0.3s | 2.88 sym/s | Total: 2.4m | ETA: 18.0m [2025-12-31T20:17:31.991627] [INFO ] [sig ] [424/3534] Forecasting BIAF... [2025-12-31T20:17:31.991657] [INFO ] [sig ] Generating forecast for: BIAF [2025-12-31T20:17:31.991688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'. [2025-12-31T20:17:32.004418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIAF'. [2025-12-31T20:17:32.004789] [INFO ] [FORECASTER] Starting predict_future for BIAF [2025-12-31T20:17:32.005633] [DEBUG] [LOCAL ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt [2025-12-31T20:17:32.005691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:32.005727] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:32.005753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:32.005814] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:32.064601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:32.065403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:32.065488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:32.065521] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:32.174730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:32.174871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:32.174910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:32.174937] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:32.178189] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=27.46%) [2025-12-31T20:17:32.178463] [INFO ] [FORECASTER] Completed predict_future for BIAF [2025-12-31T20:17:32.178608] [INFO ] [sig ] BIAF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:32.318720] [INFO ] [LOCAL ] Saved forecast: BIAF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BIAF.txt [2025-12-31T20:17:32.318859] [INFO ] [sig ] [424/3534] Completed BIAF in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 18.0m [2025-12-31T20:17:32.318900] [INFO ] [sig ] [425/3534] Forecasting BIB... [2025-12-31T20:17:32.318929] [INFO ] [sig ] Generating forecast for: BIB [2025-12-31T20:17:32.318958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'. [2025-12-31T20:17:32.330078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIB'. [2025-12-31T20:17:32.330613] [INFO ] [FORECASTER] Starting predict_future for BIB [2025-12-31T20:17:32.331382] [DEBUG] [LOCAL ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt [2025-12-31T20:17:32.331434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:32.331466] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:32.331493] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:32.331551] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:32.387522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:32.388417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:32.388501] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:32.388533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:32.491170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:32.491337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:32.491379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:32.491423] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:32.494804] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=41.91%) [2025-12-31T20:17:32.495076] [INFO ] [FORECASTER] Completed predict_future for BIB [2025-12-31T20:17:32.495201] [INFO ] [sig ] BIB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:32.636048] [INFO ] [LOCAL ] Saved forecast: BIB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BIB.txt [2025-12-31T20:17:32.636203] [INFO ] [sig ] [425/3534] Completed BIB in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 18.0m [2025-12-31T20:17:32.636246] [INFO ] [sig ] [426/3534] Forecasting BIIB... [2025-12-31T20:17:32.636275] [INFO ] [sig ] Generating forecast for: BIIB [2025-12-31T20:17:32.636306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'. [2025-12-31T20:17:32.649877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIIB'. [2025-12-31T20:17:32.650383] [INFO ] [FORECASTER] Starting predict_future for BIIB [2025-12-31T20:17:32.651155] [DEBUG] [LOCAL ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt [2025-12-31T20:17:32.651207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:32.651238] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:32.651265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:32.651328] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:32.710310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:32.711191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:32.711273] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:32.711306] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:32.838119] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:32.838285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:32.838325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:32.838354] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:32.841678] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-12-31T20:17:32.841947] [INFO ] [FORECASTER] Completed predict_future for BIIB [2025-12-31T20:17:32.842070] [INFO ] [sig ] BIIB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:32.982735] [INFO ] [LOCAL ] Saved forecast: BIIB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BIIB.txt [2025-12-31T20:17:32.982875] [INFO ] [sig ] [426/3534] Completed BIIB in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 18.0m [2025-12-31T20:17:32.982914] [INFO ] [sig ] [427/3534] Forecasting BILI... [2025-12-31T20:17:32.982945] [INFO ] [sig ] Generating forecast for: BILI [2025-12-31T20:17:32.982975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'. [2025-12-31T20:17:32.995148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILI'. [2025-12-31T20:17:32.995416] [INFO ] [FORECASTER] Starting predict_future for BILI [2025-12-31T20:17:32.996199] [DEBUG] [LOCAL ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt [2025-12-31T20:17:32.996250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:32.996281] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:32.996308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:32.996365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:33.052280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:33.052897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:33.052985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:33.053019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:33.175556] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:33.175717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:33.175756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:33.175784] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:33.179038] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: UP (p=81.82%) [2025-12-31T20:17:33.179325] [INFO ] [FORECASTER] Completed predict_future for BILI [2025-12-31T20:17:33.179448] [INFO ] [sig ] BILI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:33.317512] [INFO ] [LOCAL ] Saved forecast: BILI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BILI.txt [2025-12-31T20:17:33.317643] [INFO ] [sig ] [427/3534] Completed BILI in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 18.0m [2025-12-31T20:17:33.317683] [INFO ] [sig ] [428/3534] Forecasting BILL... [2025-12-31T20:17:33.317712] [INFO ] [sig ] Generating forecast for: BILL [2025-12-31T20:17:33.317742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-12-31T20:17:33.328882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BILL'. [2025-12-31T20:17:33.329136] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-12-31T20:17:33.329932] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-12-31T20:17:33.329983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:33.330013] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:33.330039] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:33.330096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:33.386038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:33.386679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:33.386781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:33.386815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:33.507684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:33.507821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:33.507866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:33.507901] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:33.511155] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=7.47%) [2025-12-31T20:17:33.511445] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-12-31T20:17:33.511586] [INFO ] [sig ] BILL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:33.653387] [INFO ] [LOCAL ] Saved forecast: BILL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BILL.txt [2025-12-31T20:17:33.653526] [INFO ] [sig ] [428/3534] Completed BILL in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 18.0m [2025-12-31T20:17:33.653567] [INFO ] [sig ] [429/3534] Forecasting BIO... [2025-12-31T20:17:33.653615] [INFO ] [sig ] Generating forecast for: BIO [2025-12-31T20:17:33.653647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-12-31T20:17:33.665806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIO'. [2025-12-31T20:17:33.666060] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-12-31T20:17:33.666852] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-12-31T20:17:33.666904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:33.666935] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:33.666973] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:33.667033] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:33.723639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:33.724475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:33.724552] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:33.724600] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:33.846386] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:33.846535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:33.846591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:33.846623] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:33.849924] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=19.51%) [2025-12-31T20:17:33.850188] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-12-31T20:17:33.850307] [INFO ] [sig ] BIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:33.990683] [INFO ] [LOCAL ] Saved forecast: BIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BIO.txt [2025-12-31T20:17:33.990802] [INFO ] [sig ] [429/3534] Completed BIO in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 18.0m [2025-12-31T20:17:33.990841] [INFO ] [sig ] [430/3534] Forecasting BIOX... [2025-12-31T20:17:33.990869] [INFO ] [sig ] Generating forecast for: BIOX [2025-12-31T20:17:33.990898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'. [2025-12-31T20:17:34.002618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIOX'. [2025-12-31T20:17:34.002874] [INFO ] [FORECASTER] Starting predict_future for BIOX [2025-12-31T20:17:34.003831] [DEBUG] [LOCAL ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt [2025-12-31T20:17:34.003882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:34.003913] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:34.003940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:34.004187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:34.061993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:34.062772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:34.062848] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:34.062880] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:34.186147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:34.186260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:34.186297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:34.186324] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:34.189501] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=86.71%) [2025-12-31T20:17:34.189783] [INFO ] [FORECASTER] Completed predict_future for BIOX [2025-12-31T20:17:34.189907] [INFO ] [sig ] BIOX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:34.328413] [INFO ] [LOCAL ] Saved forecast: BIOX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BIOX.txt [2025-12-31T20:17:34.328527] [INFO ] [sig ] [430/3534] Completed BIOX in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 18.0m [2025-12-31T20:17:34.328566] [INFO ] [sig ] [431/3534] Forecasting BIP... [2025-12-31T20:17:34.328613] [INFO ] [sig ] Generating forecast for: BIP [2025-12-31T20:17:34.328643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-12-31T20:17:34.343118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIP'. [2025-12-31T20:17:34.343386] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-12-31T20:17:34.344160] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-12-31T20:17:34.344211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:34.344244] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:34.344271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:34.344328] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:34.401284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:34.401988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:34.402253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:34.402286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:34.523382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:34.523529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:34.523585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:34.523617] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:34.527087] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: UP (p=86.12%) [2025-12-31T20:17:34.527360] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-12-31T20:17:34.527481] [INFO ] [sig ] BIP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:34.665684] [INFO ] [LOCAL ] Saved forecast: BIP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BIP.txt [2025-12-31T20:17:34.665830] [INFO ] [sig ] [431/3534] Completed BIP in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:34.665871] [INFO ] [sig ] [432/3534] Forecasting BIPH... [2025-12-31T20:17:34.665901] [INFO ] [sig ] Generating forecast for: BIPH [2025-12-31T20:17:34.665931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-12-31T20:17:34.676439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPH'. [2025-12-31T20:17:34.676725] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-12-31T20:17:34.677469] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-12-31T20:17:34.677520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:34.677553] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:34.677598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:34.677659] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:34.733297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:34.733919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:34.733994] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:34.734026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:34.836384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:34.836523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:34.836561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:34.836607] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:34.839862] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=70.50%) [2025-12-31T20:17:34.840128] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-12-31T20:17:34.840248] [INFO ] [sig ] BIPH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:34.977927] [INFO ] [LOCAL ] Saved forecast: BIPH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BIPH.txt [2025-12-31T20:17:34.978087] [INFO ] [sig ] [432/3534] Completed BIPH in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:34.978128] [INFO ] [sig ] [433/3534] Forecasting BIPI... [2025-12-31T20:17:34.978156] [INFO ] [sig ] Generating forecast for: BIPI [2025-12-31T20:17:34.978194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-12-31T20:17:34.989185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIPI'. [2025-12-31T20:17:34.989521] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-12-31T20:17:34.990290] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-12-31T20:17:34.990342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:34.990375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:34.990401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:34.990464] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:35.049819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:35.050529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:35.050624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:35.050658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:35.156160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:35.156259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:35.156295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:35.156323] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:35.159439] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=71.67%) [2025-12-31T20:17:35.159721] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-12-31T20:17:35.159851] [INFO ] [sig ] BIPI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:35.298158] [INFO ] [LOCAL ] Saved forecast: BIPI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BIPI.txt [2025-12-31T20:17:35.298280] [INFO ] [sig ] [433/3534] Completed BIPI in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:35.298319] [INFO ] [sig ] [434/3534] Forecasting BIRD... [2025-12-31T20:17:35.298348] [INFO ] [sig ] Generating forecast for: BIRD [2025-12-31T20:17:35.298377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'. [2025-12-31T20:17:35.309511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRD'. [2025-12-31T20:17:35.309849] [INFO ] [FORECASTER] Starting predict_future for BIRD [2025-12-31T20:17:35.310633] [DEBUG] [LOCAL ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt [2025-12-31T20:17:35.310684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:35.310717] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:35.310744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:35.310802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:35.366801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:35.367713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:35.367799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:35.367833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:35.488661] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:35.488828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:35.488868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:35.488898] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:35.492296] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=14.79%) [2025-12-31T20:17:35.492607] [INFO ] [FORECASTER] Completed predict_future for BIRD [2025-12-31T20:17:35.492736] [INFO ] [sig ] BIRD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:35.632511] [INFO ] [LOCAL ] Saved forecast: BIRD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BIRD.txt [2025-12-31T20:17:35.632678] [INFO ] [sig ] [434/3534] Completed BIRD in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:35.632721] [INFO ] [sig ] [435/3534] Forecasting BIRK... [2025-12-31T20:17:35.632751] [INFO ] [sig ] Generating forecast for: BIRK [2025-12-31T20:17:35.632781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-12-31T20:17:35.643969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIRK'. [2025-12-31T20:17:35.644226] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-12-31T20:17:35.644996] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-12-31T20:17:35.645047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:35.645105] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:35.645133] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:35.645192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:35.703174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:35.703970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:35.704051] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:35.704087] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:35.824203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:35.824355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:35.824394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:35.824422] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:35.827718] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=87.48%) [2025-12-31T20:17:35.827989] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-12-31T20:17:35.828110] [INFO ] [sig ] BIRK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:35.970752] [INFO ] [LOCAL ] Saved forecast: BIRK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BIRK.txt [2025-12-31T20:17:35.970867] [INFO ] [sig ] [435/3534] Completed BIRK in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:35.970905] [INFO ] [sig ] [436/3534] Forecasting BITF... [2025-12-31T20:17:35.970936] [INFO ] [sig ] Generating forecast for: BITF [2025-12-31T20:17:35.970966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'. [2025-12-31T20:17:35.982105] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BITF'. [2025-12-31T20:17:35.982362] [INFO ] [FORECASTER] Starting predict_future for BITF [2025-12-31T20:17:35.983131] [DEBUG] [LOCAL ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt [2025-12-31T20:17:35.983182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:35.983214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:35.983241] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:35.983299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:36.041488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:36.042135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:36.042213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:36.042246] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:36.163984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:36.164141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:36.164181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:36.164210] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:36.167547] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=6.36%) [2025-12-31T20:17:36.167836] [INFO ] [FORECASTER] Completed predict_future for BITF [2025-12-31T20:17:36.167956] [INFO ] [sig ] BITF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:36.306487] [INFO ] [LOCAL ] Saved forecast: BITF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BITF.txt [2025-12-31T20:17:36.306625] [INFO ] [sig ] [436/3534] Completed BITF in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:36.306667] [INFO ] [sig ] [437/3534] Forecasting BIVI... [2025-12-31T20:17:36.306697] [INFO ] [sig ] Generating forecast for: BIVI [2025-12-31T20:17:36.306727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'. [2025-12-31T20:17:36.318021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BIVI'. [2025-12-31T20:17:36.318282] [INFO ] [FORECASTER] Starting predict_future for BIVI [2025-12-31T20:17:36.319052] [DEBUG] [LOCAL ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt [2025-12-31T20:17:36.319104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:36.319136] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:36.319162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:36.319219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:36.382184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:36.383057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:36.383143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:36.383178] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:36.509829] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:36.509992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:36.510032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:36.510061] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:36.513479] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=85.61%) [2025-12-31T20:17:36.513795] [INFO ] [FORECASTER] Completed predict_future for BIVI [2025-12-31T20:17:36.513926] [INFO ] [sig ] BIVI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:36.662648] [INFO ] [LOCAL ] Saved forecast: BIVI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BIVI.txt [2025-12-31T20:17:36.662815] [INFO ] [sig ] [437/3534] Completed BIVI in 0.4s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:36.662878] [INFO ] [sig ] [438/3534] Forecasting BJ... [2025-12-31T20:17:36.662911] [INFO ] [sig ] Generating forecast for: BJ [2025-12-31T20:17:36.662943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-12-31T20:17:36.674404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJ'. [2025-12-31T20:17:36.674764] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-12-31T20:17:36.675525] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-12-31T20:17:36.675597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:36.675632] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:36.675658] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:36.675715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:36.732028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:36.732922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:36.733009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:36.733040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:36.857199] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:36.857364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:36.857403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:36.857471] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:36.860907] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=94.63%) [2025-12-31T20:17:36.861191] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-12-31T20:17:36.861319] [INFO ] [sig ] BJ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:37.000951] [INFO ] [LOCAL ] Saved forecast: BJ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BJ.txt [2025-12-31T20:17:37.001080] [INFO ] [sig ] [438/3534] Completed BJ in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:37.001119] [INFO ] [sig ] [439/3534] Forecasting BJRI... [2025-12-31T20:17:37.001149] [INFO ] [sig ] Generating forecast for: BJRI [2025-12-31T20:17:37.001180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'. [2025-12-31T20:17:37.013410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BJRI'. [2025-12-31T20:17:37.013705] [INFO ] [FORECASTER] Starting predict_future for BJRI [2025-12-31T20:17:37.014445] [DEBUG] [LOCAL ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt [2025-12-31T20:17:37.014497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:37.014529] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:37.014556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:37.014632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:37.071782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:37.072561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:37.072658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:37.072691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:37.196963] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:37.197116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:37.197161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:37.197189] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:37.200614] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=58.17%) [2025-12-31T20:17:37.200885] [INFO ] [FORECASTER] Completed predict_future for BJRI [2025-12-31T20:17:37.201042] [INFO ] [sig ] BJRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:37.339634] [INFO ] [LOCAL ] Saved forecast: BJRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BJRI.txt [2025-12-31T20:17:37.339757] [INFO ] [sig ] [439/3534] Completed BJRI in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:37.339796] [INFO ] [sig ] [440/3534] Forecasting BK... [2025-12-31T20:17:37.339826] [INFO ] [sig ] Generating forecast for: BK [2025-12-31T20:17:37.339856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-12-31T20:17:37.352746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BK'. [2025-12-31T20:17:37.353069] [INFO ] [FORECASTER] Starting predict_future for BK [2025-12-31T20:17:37.353881] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-12-31T20:17:37.353933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:37.353968] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:37.353994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:37.354052] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:37.409681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:37.410275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:37.410352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:37.410383] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:37.531649] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:37.531802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:37.531843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:37.531881] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:37.535260] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=58.46%) [2025-12-31T20:17:37.535525] [INFO ] [FORECASTER] Completed predict_future for BK [2025-12-31T20:17:37.535698] [INFO ] [sig ] BK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:37.673424] [INFO ] [LOCAL ] Saved forecast: BK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BK.txt [2025-12-31T20:17:37.673559] [INFO ] [sig ] [440/3534] Completed BK in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:37.673618] [INFO ] [sig ] [441/3534] Forecasting BKCH... [2025-12-31T20:17:37.673651] [INFO ] [sig ] Generating forecast for: BKCH [2025-12-31T20:17:37.673682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'. [2025-12-31T20:17:37.684690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKCH'. [2025-12-31T20:17:37.684964] [INFO ] [FORECASTER] Starting predict_future for BKCH [2025-12-31T20:17:37.685825] [DEBUG] [LOCAL ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt [2025-12-31T20:17:37.685879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:37.685912] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:37.685939] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:37.686002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:37.743068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:37.743710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:37.743807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:37.743840] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:37.859563] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:37.859714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:37.859753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:37.859783] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:37.863098] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=42.55%) [2025-12-31T20:17:37.863378] [INFO ] [FORECASTER] Completed predict_future for BKCH [2025-12-31T20:17:37.863506] [INFO ] [sig ] BKCH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:38.001067] [INFO ] [LOCAL ] Saved forecast: BKCH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BKCH.txt [2025-12-31T20:17:38.001193] [INFO ] [sig ] [441/3534] Completed BKCH in 0.3s | 2.88 sym/s | Total: 2.5m | ETA: 17.9m [2025-12-31T20:17:38.001233] [INFO ] [sig ] [442/3534] Forecasting BKD... [2025-12-31T20:17:38.001263] [INFO ] [sig ] Generating forecast for: BKD [2025-12-31T20:17:38.001294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-12-31T20:17:38.012439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKD'. [2025-12-31T20:17:38.012764] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-12-31T20:17:38.013545] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-12-31T20:17:38.013635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:38.013674] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:38.013703] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:38.013762] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:38.071435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:38.072110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:38.072186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:38.072218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:38.192419] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:38.192543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:38.192599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:38.192631] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:38.195983] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=77.34%) [2025-12-31T20:17:38.196278] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-12-31T20:17:38.196402] [INFO ] [sig ] BKD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:38.340307] [INFO ] [LOCAL ] Saved forecast: BKD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BKD.txt [2025-12-31T20:17:38.340453] [INFO ] [sig ] [442/3534] Completed BKD in 0.3s | 2.88 sym/s | Total: 2.6m | ETA: 17.9m [2025-12-31T20:17:38.340494] [INFO ] [sig ] [443/3534] Forecasting BKE... [2025-12-31T20:17:38.340524] [INFO ] [sig ] Generating forecast for: BKE [2025-12-31T20:17:38.340553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-12-31T20:17:38.352094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKE'. [2025-12-31T20:17:38.352405] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-12-31T20:17:38.353252] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-12-31T20:17:38.353305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:38.353336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:38.353364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:38.353422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:38.410475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:38.411159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:38.411239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:38.411272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:38.532166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:38.532321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:38.532360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:38.532389] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:38.535891] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-12-31T20:17:38.536169] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-12-31T20:17:38.536293] [INFO ] [sig ] BKE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:38.675101] [INFO ] [LOCAL ] Saved forecast: BKE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BKE.txt [2025-12-31T20:17:38.675233] [INFO ] [sig ] [443/3534] Completed BKE in 0.3s | 2.88 sym/s | Total: 2.6m | ETA: 17.9m [2025-12-31T20:17:38.675271] [INFO ] [sig ] [444/3534] Forecasting BKH... [2025-12-31T20:17:38.675301] [INFO ] [sig ] Generating forecast for: BKH [2025-12-31T20:17:38.675332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-12-31T20:17:38.686365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKH'. [2025-12-31T20:17:38.686683] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-12-31T20:17:38.687491] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-12-31T20:17:38.687544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:38.687601] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:38.687635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:38.687695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:38.744609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:38.745239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:38.745317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:38.745349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:38.860449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:38.860617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:38.860659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:38.860688] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:38.864069] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=77.83%) [2025-12-31T20:17:38.864344] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-12-31T20:17:38.864467] [INFO ] [sig ] BKH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:39.003049] [INFO ] [LOCAL ] Saved forecast: BKH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BKH.txt [2025-12-31T20:17:39.003181] [INFO ] [sig ] [444/3534] Completed BKH in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.9m [2025-12-31T20:17:39.003221] [INFO ] [sig ] [445/3534] Forecasting BKN... [2025-12-31T20:17:39.003251] [INFO ] [sig ] Generating forecast for: BKN [2025-12-31T20:17:39.003281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-12-31T20:17:39.015679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKN'. [2025-12-31T20:17:39.015975] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-12-31T20:17:39.016803] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-12-31T20:17:39.016855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:39.016887] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:39.016914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:39.016972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:39.078161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:39.078942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:39.079023] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:39.079085] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:39.192896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:39.193043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:39.193083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:39.193113] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:39.196431] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=18.35%) [2025-12-31T20:17:39.196723] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-12-31T20:17:39.196848] [INFO ] [sig ] BKN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:39.336095] [INFO ] [LOCAL ] Saved forecast: BKN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BKN.txt [2025-12-31T20:17:39.336217] [INFO ] [sig ] [445/3534] Completed BKN in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:39.336262] [INFO ] [sig ] [446/3534] Forecasting BKNG... [2025-12-31T20:17:39.336293] [INFO ] [sig ] Generating forecast for: BKNG [2025-12-31T20:17:39.336324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'. [2025-12-31T20:17:39.347652] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKNG'. [2025-12-31T20:17:39.348014] [INFO ] [FORECASTER] Starting predict_future for BKNG [2025-12-31T20:17:39.348806] [DEBUG] [LOCAL ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt [2025-12-31T20:17:39.348857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:39.348889] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:39.348916] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:39.348974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:39.404452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:39.405146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:39.405222] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:39.405253] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:39.525500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:39.525670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:39.525711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:39.525742] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:39.529152] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=62.83%) [2025-12-31T20:17:39.529453] [INFO ] [FORECASTER] Completed predict_future for BKNG [2025-12-31T20:17:39.529594] [INFO ] [sig ] BKNG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:39.673197] [INFO ] [LOCAL ] Saved forecast: BKNG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BKNG.txt [2025-12-31T20:17:39.673325] [INFO ] [sig ] [446/3534] Completed BKNG in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:39.673364] [INFO ] [sig ] [447/3534] Forecasting BKSY... [2025-12-31T20:17:39.673394] [INFO ] [sig ] Generating forecast for: BKSY [2025-12-31T20:17:39.673424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-12-31T20:17:39.684609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BKSY'. [2025-12-31T20:17:39.684871] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-12-31T20:17:39.685635] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-12-31T20:17:39.685695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:39.685726] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:39.685752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:39.685810] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:39.745878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:39.746597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:39.746673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:39.746705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:39.866989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:39.867131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:39.867170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:39.867198] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:39.870596] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=74.49%) [2025-12-31T20:17:39.870871] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-12-31T20:17:39.871010] [INFO ] [sig ] BKSY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:40.011398] [INFO ] [LOCAL ] Saved forecast: BKSY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BKSY.txt [2025-12-31T20:17:40.011536] [INFO ] [sig ] [447/3534] Completed BKSY in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:40.011594] [INFO ] [sig ] [448/3534] Forecasting BL... [2025-12-31T20:17:40.011627] [INFO ] [sig ] Generating forecast for: BL [2025-12-31T20:17:40.011656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'. [2025-12-31T20:17:40.023666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BL'. [2025-12-31T20:17:40.023969] [INFO ] [FORECASTER] Starting predict_future for BL [2025-12-31T20:17:40.024732] [DEBUG] [LOCAL ] No optimal features file found for BL: ./output/feature-sets/BL.txt [2025-12-31T20:17:40.024783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:40.024815] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:40.024842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:40.024899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:40.081092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:40.081862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:40.081941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:40.081974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:40.202752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:40.202870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:40.202911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:40.202939] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:40.206495] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=20.38%) [2025-12-31T20:17:40.206774] [INFO ] [FORECASTER] Completed predict_future for BL [2025-12-31T20:17:40.206896] [INFO ] [sig ] BL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:40.348460] [INFO ] [LOCAL ] Saved forecast: BL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BL.txt [2025-12-31T20:17:40.348616] [INFO ] [sig ] [448/3534] Completed BL in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:40.348656] [INFO ] [sig ] [449/3534] Forecasting BLBD... [2025-12-31T20:17:40.348687] [INFO ] [sig ] Generating forecast for: BLBD [2025-12-31T20:17:40.348717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'. [2025-12-31T20:17:40.360016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLBD'. [2025-12-31T20:17:40.360306] [INFO ] [FORECASTER] Starting predict_future for BLBD [2025-12-31T20:17:40.361108] [DEBUG] [LOCAL ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt [2025-12-31T20:17:40.361161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:40.361194] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:40.361222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:40.361280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:40.417636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:40.418221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:40.418296] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:40.418328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:40.540812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:40.541051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:40.541092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:40.541154] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:40.544456] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=8.31%) [2025-12-31T20:17:40.544747] [INFO ] [FORECASTER] Completed predict_future for BLBD [2025-12-31T20:17:40.544871] [INFO ] [sig ] BLBD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:40.684415] [INFO ] [LOCAL ] Saved forecast: BLBD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLBD.txt [2025-12-31T20:17:40.684540] [INFO ] [sig ] [449/3534] Completed BLBD in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:40.684598] [INFO ] [sig ] [450/3534] Forecasting BLCN... [2025-12-31T20:17:40.684631] [INFO ] [sig ] Generating forecast for: BLCN [2025-12-31T20:17:40.684661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'. [2025-12-31T20:17:40.695375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCN'. [2025-12-31T20:17:40.695703] [INFO ] [FORECASTER] Starting predict_future for BLCN [2025-12-31T20:17:40.696476] [DEBUG] [LOCAL ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt [2025-12-31T20:17:40.696529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:40.696561] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:40.696616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:40.696682] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:40.753456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:40.754111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:40.754188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:40.754219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:40.857217] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:40.857337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:40.857376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:40.857404] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:40.860652] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=17.53%) [2025-12-31T20:17:40.860924] [INFO ] [FORECASTER] Completed predict_future for BLCN [2025-12-31T20:17:40.861049] [INFO ] [sig ] BLCN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:41.000231] [INFO ] [LOCAL ] Saved forecast: BLCN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLCN.txt [2025-12-31T20:17:41.000353] [INFO ] [sig ] [450/3534] Completed BLCN in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:41.000392] [INFO ] [sig ] [451/3534] Forecasting BLCO... [2025-12-31T20:17:41.000421] [INFO ] [sig ] Generating forecast for: BLCO [2025-12-31T20:17:41.000453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-12-31T20:17:41.011650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLCO'. [2025-12-31T20:17:41.011943] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-12-31T20:17:41.012778] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-12-31T20:17:41.012831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:41.012864] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:41.012891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:41.012951] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:41.069394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:41.070165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:41.070260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:41.070294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:41.198548] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:41.198732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:41.198777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:41.198809] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:41.202233] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=7.27%) [2025-12-31T20:17:41.202500] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-12-31T20:17:41.202637] [INFO ] [sig ] BLCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:41.342508] [INFO ] [LOCAL ] Saved forecast: BLCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLCO.txt [2025-12-31T20:17:41.342680] [INFO ] [sig ] [451/3534] Completed BLCO in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:41.342727] [INFO ] [sig ] [452/3534] Forecasting BLD... [2025-12-31T20:17:41.342757] [INFO ] [sig ] Generating forecast for: BLD [2025-12-31T20:17:41.342787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-12-31T20:17:41.353656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLD'. [2025-12-31T20:17:41.353948] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-12-31T20:17:41.354793] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-12-31T20:17:41.354846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:41.354904] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:41.354933] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:41.354992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:41.414973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:41.415791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:41.415877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:41.415910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:41.531819] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:41.531977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:41.532017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:41.532048] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:41.535423] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=16.92%) [2025-12-31T20:17:41.535721] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-12-31T20:17:41.535845] [INFO ] [sig ] BLD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:41.674934] [INFO ] [LOCAL ] Saved forecast: BLD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLD.txt [2025-12-31T20:17:41.675062] [INFO ] [sig ] [452/3534] Completed BLD in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:41.675101] [INFO ] [sig ] [453/3534] Forecasting BLDP... [2025-12-31T20:17:41.675131] [INFO ] [sig ] Generating forecast for: BLDP [2025-12-31T20:17:41.675161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'. [2025-12-31T20:17:41.686786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLDP'. [2025-12-31T20:17:41.687119] [INFO ] [FORECASTER] Starting predict_future for BLDP [2025-12-31T20:17:41.687946] [DEBUG] [LOCAL ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt [2025-12-31T20:17:41.687999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:41.688044] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:41.688075] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:41.688131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:41.745320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:41.746059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:41.746137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:41.746168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:41.873029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:41.873200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:41.873246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:41.873276] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:41.876687] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=22.56%) [2025-12-31T20:17:41.876962] [INFO ] [FORECASTER] Completed predict_future for BLDP [2025-12-31T20:17:41.877088] [INFO ] [sig ] BLDP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:42.017381] [INFO ] [LOCAL ] Saved forecast: BLDP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLDP.txt [2025-12-31T20:17:42.017515] [INFO ] [sig ] [453/3534] Completed BLDP in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:42.017556] [INFO ] [sig ] [454/3534] Forecasting BLE... [2025-12-31T20:17:42.017612] [INFO ] [sig ] Generating forecast for: BLE [2025-12-31T20:17:42.017645] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-12-31T20:17:42.028667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLE'. [2025-12-31T20:17:42.028935] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-12-31T20:17:42.029747] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-12-31T20:17:42.029799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:42.029830] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:42.029857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:42.029913] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:42.087157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:42.087790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:42.087865] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:42.087898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:42.202888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:42.203040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:42.203079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:42.203108] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:42.206410] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=62.97%) [2025-12-31T20:17:42.206702] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-12-31T20:17:42.206822] [INFO ] [sig ] BLE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:42.346349] [INFO ] [LOCAL ] Saved forecast: BLE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLE.txt [2025-12-31T20:17:42.346468] [INFO ] [sig ] [454/3534] Completed BLE in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:42.346507] [INFO ] [sig ] [455/3534] Forecasting BLFS... [2025-12-31T20:17:42.346537] [INFO ] [sig ] Generating forecast for: BLFS [2025-12-31T20:17:42.346567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'. [2025-12-31T20:17:42.357092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFS'. [2025-12-31T20:17:42.357351] [INFO ] [FORECASTER] Starting predict_future for BLFS [2025-12-31T20:17:42.358131] [DEBUG] [LOCAL ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt [2025-12-31T20:17:42.358182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:42.358213] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:42.358239] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:42.358296] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:42.416127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:42.417172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:42.417264] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:42.417299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:42.539114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:42.539301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:42.539354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:42.539415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:42.543199] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=98.12%) [2025-12-31T20:17:42.543693] [INFO ] [FORECASTER] Completed predict_future for BLFS [2025-12-31T20:17:42.543816] [INFO ] [sig ] BLFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:42.682548] [INFO ] [LOCAL ] Saved forecast: BLFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLFS.txt [2025-12-31T20:17:42.682684] [INFO ] [sig ] [455/3534] Completed BLFS in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:42.682724] [INFO ] [sig ] [456/3534] Forecasting BLFY... [2025-12-31T20:17:42.682753] [INFO ] [sig ] Generating forecast for: BLFY [2025-12-31T20:17:42.682784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'. [2025-12-31T20:17:42.694109] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLFY'. [2025-12-31T20:17:42.694386] [INFO ] [FORECASTER] Starting predict_future for BLFY [2025-12-31T20:17:42.695165] [DEBUG] [LOCAL ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt [2025-12-31T20:17:42.695218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:42.695249] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:42.695275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:42.695333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:42.751467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:42.752093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:42.752169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:42.752200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:42.888330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:42.888519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:42.888606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:42.888662] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:42.892325] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=55.75%) [2025-12-31T20:17:42.892673] [INFO ] [FORECASTER] Completed predict_future for BLFY [2025-12-31T20:17:42.892817] [INFO ] [sig ] BLFY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:43.035734] [INFO ] [LOCAL ] Saved forecast: BLFY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLFY.txt [2025-12-31T20:17:43.035902] [INFO ] [sig ] [456/3534] Completed BLFY in 0.4s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:43.035943] [INFO ] [sig ] [457/3534] Forecasting BLK... [2025-12-31T20:17:43.035973] [INFO ] [sig ] Generating forecast for: BLK [2025-12-31T20:17:43.036011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-12-31T20:17:43.048101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLK'. [2025-12-31T20:17:43.048502] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-12-31T20:17:43.049341] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-12-31T20:17:43.049396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:43.049428] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:43.049455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:43.049518] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:43.106931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:43.107802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:43.107887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:43.107920] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:43.233382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:43.233555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:43.233620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:43.233651] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:43.237201] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=3.03%) [2025-12-31T20:17:43.237530] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-12-31T20:17:43.237682] [INFO ] [sig ] BLK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:43.379970] [INFO ] [LOCAL ] Saved forecast: BLK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLK.txt [2025-12-31T20:17:43.380129] [INFO ] [sig ] [457/3534] Completed BLK in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:43.380171] [INFO ] [sig ] [458/3534] Forecasting BLKB... [2025-12-31T20:17:43.380202] [INFO ] [sig ] Generating forecast for: BLKB [2025-12-31T20:17:43.380233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'. [2025-12-31T20:17:43.391805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLKB'. [2025-12-31T20:17:43.392189] [INFO ] [FORECASTER] Starting predict_future for BLKB [2025-12-31T20:17:43.392977] [DEBUG] [LOCAL ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt [2025-12-31T20:17:43.393029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:43.393061] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:43.393087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:43.393144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:43.450077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:43.450977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:43.451062] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:43.451095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:43.569753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:43.569908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:43.569948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:43.569975] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:43.573281] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-12-31T20:17:43.573550] [INFO ] [FORECASTER] Completed predict_future for BLKB [2025-12-31T20:17:43.573690] [INFO ] [sig ] BLKB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:43.711437] [INFO ] [LOCAL ] Saved forecast: BLKB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLKB.txt [2025-12-31T20:17:43.711559] [INFO ] [sig ] [458/3534] Completed BLKB in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.8m [2025-12-31T20:17:43.711618] [INFO ] [sig ] [459/3534] Forecasting BLMN... [2025-12-31T20:17:43.711649] [INFO ] [sig ] Generating forecast for: BLMN [2025-12-31T20:17:43.711679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'. [2025-12-31T20:17:43.722730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLMN'. [2025-12-31T20:17:43.722990] [INFO ] [FORECASTER] Starting predict_future for BLMN [2025-12-31T20:17:43.723763] [DEBUG] [LOCAL ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt [2025-12-31T20:17:43.723815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:43.723848] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:43.723875] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:43.723933] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:43.781404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:43.782143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:43.782224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:43.782257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:43.902833] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:43.902973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:43.903012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:43.903042] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:43.906316] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=87.65%) [2025-12-31T20:17:43.906606] [INFO ] [FORECASTER] Completed predict_future for BLMN [2025-12-31T20:17:43.906732] [INFO ] [sig ] BLMN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:44.049765] [INFO ] [LOCAL ] Saved forecast: BLMN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLMN.txt [2025-12-31T20:17:44.049895] [INFO ] [sig ] [459/3534] Completed BLMN in 0.3s | 2.89 sym/s | Total: 2.6m | ETA: 17.7m [2025-12-31T20:17:44.049934] [INFO ] [sig ] [460/3534] Forecasting BLND... [2025-12-31T20:17:44.049963] [INFO ] [sig ] Generating forecast for: BLND [2025-12-31T20:17:44.049994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-12-31T20:17:44.061362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLND'. [2025-12-31T20:17:44.061668] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-12-31T20:17:44.062434] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-12-31T20:17:44.062486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:44.062518] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:44.062545] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:44.062621] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:44.119463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:44.120085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:44.120164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:44.120196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:44.243880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:44.243993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:44.244030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:44.244075] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:44.247700] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=19.36%) [2025-12-31T20:17:44.247974] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-12-31T20:17:44.248100] [INFO ] [sig ] BLND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:44.387728] [INFO ] [LOCAL ] Saved forecast: BLND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLND.txt [2025-12-31T20:17:44.387848] [INFO ] [sig ] [460/3534] Completed BLND in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:44.387888] [INFO ] [sig ] [461/3534] Forecasting BLRX... [2025-12-31T20:17:44.387918] [INFO ] [sig ] Generating forecast for: BLRX [2025-12-31T20:17:44.387952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'. [2025-12-31T20:17:44.399095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLRX'. [2025-12-31T20:17:44.399390] [INFO ] [FORECASTER] Starting predict_future for BLRX [2025-12-31T20:17:44.400171] [DEBUG] [LOCAL ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt [2025-12-31T20:17:44.400222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:44.400253] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:44.400279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:44.400335] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:44.458059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:44.458684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:44.458759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:44.458791] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:44.575126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:44.575288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:44.575326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:44.575355] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:44.578748] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=53.08%) [2025-12-31T20:17:44.579031] [INFO ] [FORECASTER] Completed predict_future for BLRX [2025-12-31T20:17:44.579158] [INFO ] [sig ] BLRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:44.722469] [INFO ] [LOCAL ] Saved forecast: BLRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLRX.txt [2025-12-31T20:17:44.722612] [INFO ] [sig ] [461/3534] Completed BLRX in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:44.722655] [INFO ] [sig ] [462/3534] Forecasting BLTE... [2025-12-31T20:17:44.722684] [INFO ] [sig ] Generating forecast for: BLTE [2025-12-31T20:17:44.722714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'. [2025-12-31T20:17:44.733936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLTE'. [2025-12-31T20:17:44.734210] [INFO ] [FORECASTER] Starting predict_future for BLTE [2025-12-31T20:17:44.734981] [DEBUG] [LOCAL ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt [2025-12-31T20:17:44.735034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:44.735067] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:44.735094] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:44.735152] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:44.792126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:44.792835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:44.792942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:44.792975] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:44.913742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:44.913900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:44.913939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:44.913968] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:44.917291] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: UP (p=99.03%) [2025-12-31T20:17:44.917566] [INFO ] [FORECASTER] Completed predict_future for BLTE [2025-12-31T20:17:44.917708] [INFO ] [sig ] BLTE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:45.057064] [INFO ] [LOCAL ] Saved forecast: BLTE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLTE.txt [2025-12-31T20:17:45.057183] [INFO ] [sig ] [462/3534] Completed BLTE in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:45.057222] [INFO ] [sig ] [463/3534] Forecasting BLX... [2025-12-31T20:17:45.057252] [INFO ] [sig ] Generating forecast for: BLX [2025-12-31T20:17:45.057282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-12-31T20:17:45.068246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLX'. [2025-12-31T20:17:45.068515] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-12-31T20:17:45.069303] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-12-31T20:17:45.069357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:45.069389] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:45.069416] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:45.069473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:45.126254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:45.126866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:45.126942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:45.126974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:45.245725] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:45.245852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:45.245891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:45.245918] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:45.249133] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=64.95%) [2025-12-31T20:17:45.249426] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-12-31T20:17:45.249556] [INFO ] [sig ] BLX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:45.392275] [INFO ] [LOCAL ] Saved forecast: BLX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BLX.txt [2025-12-31T20:17:45.392411] [INFO ] [sig ] [463/3534] Completed BLX in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:45.392452] [INFO ] [sig ] [464/3534] Forecasting BLZE... [2025-12-31T20:17:45.392482] [INFO ] [sig ] Generating forecast for: BLZE [2025-12-31T20:17:45.392511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'. [2025-12-31T20:17:45.403897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BLZE'. [2025-12-31T20:17:45.404158] [INFO ] [FORECASTER] Starting predict_future for BLZE [2025-12-31T20:17:45.404925] [DEBUG] [LOCAL ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt [2025-12-31T20:17:45.404977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:45.405009] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:45.405036] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:45.405105] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:45.470804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:45.471507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:45.471602] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:45.471637] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:45.593565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:45.593742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:45.593782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:45.593810] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:45.597143] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=34.33%) [2025-12-31T20:17:45.597427] [INFO ] [FORECASTER] Completed predict_future for BLZE [2025-12-31T20:17:45.597550] [INFO ] [sig ] BLZE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:45.738815] [INFO ] [LOCAL ] Saved forecast: BLZE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BLZE.txt [2025-12-31T20:17:45.738973] [INFO ] [sig ] [464/3534] Completed BLZE in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:45.739014] [INFO ] [sig ] [465/3534] Forecasting BMA... [2025-12-31T20:17:45.739044] [INFO ] [sig ] Generating forecast for: BMA [2025-12-31T20:17:45.739076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-12-31T20:17:45.750360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMA'. [2025-12-31T20:17:45.750669] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-12-31T20:17:45.751433] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-12-31T20:17:45.751484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:45.751516] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:45.751543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:45.751618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:45.808432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:45.809317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:45.809398] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:45.809431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:45.923217] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:45.923345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:45.923381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:45.923410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:45.926623] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=9.91%) [2025-12-31T20:17:45.926896] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-12-31T20:17:45.927017] [INFO ] [sig ] BMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:46.070217] [INFO ] [LOCAL ] Saved forecast: BMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BMA.txt [2025-12-31T20:17:46.070419] [INFO ] [sig ] [465/3534] Completed BMA in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:46.070462] [INFO ] [sig ] [466/3534] Forecasting BMBL... [2025-12-31T20:17:46.070492] [INFO ] [sig ] Generating forecast for: BMBL [2025-12-31T20:17:46.070523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'. [2025-12-31T20:17:46.081975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMBL'. [2025-12-31T20:17:46.082321] [INFO ] [FORECASTER] Starting predict_future for BMBL [2025-12-31T20:17:46.083118] [DEBUG] [LOCAL ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt [2025-12-31T20:17:46.083194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:46.083227] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:46.083255] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:46.083313] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:46.140049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:46.140905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:46.140988] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:46.141021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:46.262358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:46.262519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:46.262559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:46.262610] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:46.266027] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=7.06%) [2025-12-31T20:17:46.266312] [INFO ] [FORECASTER] Completed predict_future for BMBL [2025-12-31T20:17:46.266441] [INFO ] [sig ] BMBL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:46.405684] [INFO ] [LOCAL ] Saved forecast: BMBL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BMBL.txt [2025-12-31T20:17:46.405837] [INFO ] [sig ] [466/3534] Completed BMBL in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:46.405879] [INFO ] [sig ] [467/3534] Forecasting BME... [2025-12-31T20:17:46.405908] [INFO ] [sig ] Generating forecast for: BME [2025-12-31T20:17:46.405942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-12-31T20:17:46.417378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BME'. [2025-12-31T20:17:46.417727] [INFO ] [FORECASTER] Starting predict_future for BME [2025-12-31T20:17:46.418477] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-12-31T20:17:46.418529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:46.418561] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:46.418611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:46.418670] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:46.474677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:46.475520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:46.475623] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:46.475660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:46.592179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:46.592333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:46.592373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:46.592402] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:46.595750] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=37.97%) [2025-12-31T20:17:46.596038] [INFO ] [FORECASTER] Completed predict_future for BME [2025-12-31T20:17:46.596170] [INFO ] [sig ] BME: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:46.736694] [INFO ] [LOCAL ] Saved forecast: BME 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BME.txt [2025-12-31T20:17:46.736848] [INFO ] [sig ] [467/3534] Completed BME in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:46.736887] [INFO ] [sig ] [468/3534] Forecasting BMEZ... [2025-12-31T20:17:46.736918] [INFO ] [sig ] Generating forecast for: BMEZ [2025-12-31T20:17:46.736949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-12-31T20:17:46.748977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'. [2025-12-31T20:17:46.749396] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-12-31T20:17:46.750218] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-12-31T20:17:46.750270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:46.750303] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:46.750329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:46.750387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:46.809556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:46.810469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:46.810557] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:46.810610] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:46.932832] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:46.932992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:46.933030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:46.933060] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:46.936365] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=4.73%) [2025-12-31T20:17:46.936666] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-12-31T20:17:46.936791] [INFO ] [sig ] BMEZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:47.090363] [INFO ] [LOCAL ] Saved forecast: BMEZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BMEZ.txt [2025-12-31T20:17:47.090522] [INFO ] [sig ] [468/3534] Completed BMEZ in 0.4s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:47.090561] [INFO ] [sig ] [469/3534] Forecasting BMI... [2025-12-31T20:17:47.090615] [INFO ] [sig ] Generating forecast for: BMI [2025-12-31T20:17:47.090646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-12-31T20:17:47.104193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMI'. [2025-12-31T20:17:47.104622] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-12-31T20:17:47.105410] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-12-31T20:17:47.105461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:47.105519] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:47.105547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:47.105622] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:47.163687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:47.164639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:47.164728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:47.164761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:47.309473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:47.309674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:47.309720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:47.309753] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:47.314355] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=4.96%) [2025-12-31T20:17:47.314787] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-12-31T20:17:47.314960] [INFO ] [sig ] BMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:47.470494] [INFO ] [LOCAL ] Saved forecast: BMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BMI.txt [2025-12-31T20:17:47.470684] [INFO ] [sig ] [469/3534] Completed BMI in 0.4s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:47.470736] [INFO ] [sig ] [470/3534] Forecasting BMO... [2025-12-31T20:17:47.470766] [INFO ] [sig ] Generating forecast for: BMO [2025-12-31T20:17:47.470797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-12-31T20:17:47.485187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMO'. [2025-12-31T20:17:47.485701] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-12-31T20:17:47.486752] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-12-31T20:17:47.486814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:47.486854] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:47.486887] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:47.486959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:47.549602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:47.550567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:47.550681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:47.550716] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:47.692764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:47.692937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:47.692980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:47.693011] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:47.697015] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=30.99%) [2025-12-31T20:17:47.697399] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-12-31T20:17:47.697552] [INFO ] [sig ] BMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:47.901500] [INFO ] [LOCAL ] Saved forecast: BMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BMO.txt [2025-12-31T20:17:47.901756] [INFO ] [sig ] [470/3534] Completed BMO in 0.4s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:47.901830] [INFO ] [sig ] [471/3534] Forecasting BMRA... [2025-12-31T20:17:47.901883] [INFO ] [sig ] Generating forecast for: BMRA [2025-12-31T20:17:47.901939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'. [2025-12-31T20:17:47.916602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRA'. [2025-12-31T20:17:47.917062] [INFO ] [FORECASTER] Starting predict_future for BMRA [2025-12-31T20:17:47.918087] [DEBUG] [LOCAL ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt [2025-12-31T20:17:47.918149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:47.918185] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:47.918212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:47.918271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:47.987480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:47.988668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:47.988781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:47.988823] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:48.121103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:48.121275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:48.121318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:48.121346] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:48.125070] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=66.72%) [2025-12-31T20:17:48.125404] [INFO ] [FORECASTER] Completed predict_future for BMRA [2025-12-31T20:17:48.125543] [INFO ] [sig ] BMRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:48.292665] [INFO ] [LOCAL ] Saved forecast: BMRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BMRA.txt [2025-12-31T20:17:48.292891] [INFO ] [sig ] [471/3534] Completed BMRA in 0.4s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:48.292965] [INFO ] [sig ] [472/3534] Forecasting BMRC... [2025-12-31T20:17:48.293022] [INFO ] [sig ] Generating forecast for: BMRC [2025-12-31T20:17:48.293078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'. [2025-12-31T20:17:48.309078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRC'. [2025-12-31T20:17:48.309620] [INFO ] [FORECASTER] Starting predict_future for BMRC [2025-12-31T20:17:48.310812] [DEBUG] [LOCAL ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt [2025-12-31T20:17:48.310882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:48.310937] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:48.310987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:48.311083] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:48.381054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:48.382283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:48.382413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:48.382468] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:48.518531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:48.518719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:48.518760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:48.518826] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:48.522425] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=10.07%) [2025-12-31T20:17:48.522813] [INFO ] [FORECASTER] Completed predict_future for BMRC [2025-12-31T20:17:48.522976] [INFO ] [sig ] BMRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:48.679849] [INFO ] [LOCAL ] Saved forecast: BMRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BMRC.txt [2025-12-31T20:17:48.680015] [INFO ] [sig ] [472/3534] Completed BMRC in 0.4s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:48.680058] [INFO ] [sig ] [473/3534] Forecasting BMRN... [2025-12-31T20:17:48.680088] [INFO ] [sig ] Generating forecast for: BMRN [2025-12-31T20:17:48.680120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'. [2025-12-31T20:17:48.694654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMRN'. [2025-12-31T20:17:48.695326] [INFO ] [FORECASTER] Starting predict_future for BMRN [2025-12-31T20:17:48.696792] [DEBUG] [LOCAL ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt [2025-12-31T20:17:48.696858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:48.696900] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:48.696938] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:48.697025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:48.758409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:48.759313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:48.759401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:48.759434] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:48.875519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:48.875700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:48.875758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:48.875788] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:48.879296] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=91.55%) [2025-12-31T20:17:48.879613] [INFO ] [FORECASTER] Completed predict_future for BMRN [2025-12-31T20:17:48.879747] [INFO ] [sig ] BMRN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:49.021525] [INFO ] [LOCAL ] Saved forecast: BMRN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BMRN.txt [2025-12-31T20:17:49.021710] [INFO ] [sig ] [473/3534] Completed BMRN in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:49.021752] [INFO ] [sig ] [474/3534] Forecasting BMY... [2025-12-31T20:17:49.021783] [INFO ] [sig ] Generating forecast for: BMY [2025-12-31T20:17:49.021812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-12-31T20:17:49.033324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BMY'. [2025-12-31T20:17:49.033719] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-12-31T20:17:49.034508] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-12-31T20:17:49.034560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:49.034612] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:49.034640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:49.034697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:49.091136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:49.092285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:49.092372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:49.092406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:49.214927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:49.215088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:49.215129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:49.215160] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:49.218927] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=93.59%) [2025-12-31T20:17:49.219200] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-12-31T20:17:49.219348] [INFO ] [sig ] BMY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:49.358682] [INFO ] [LOCAL ] Saved forecast: BMY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BMY.txt [2025-12-31T20:17:49.358825] [INFO ] [sig ] [474/3534] Completed BMY in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:49.358866] [INFO ] [sig ] [475/3534] Forecasting BN... [2025-12-31T20:17:49.358897] [INFO ] [sig ] Generating forecast for: BN [2025-12-31T20:17:49.358928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-12-31T20:17:49.371102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BN'. [2025-12-31T20:17:49.371441] [INFO ] [FORECASTER] Starting predict_future for BN [2025-12-31T20:17:49.372285] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-12-31T20:17:49.372341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:49.372377] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:49.372406] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:49.372466] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:49.429963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:49.430855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:49.430942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:49.430977] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:49.554333] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:49.554493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:49.554534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:49.554564] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:49.558022] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=87.32%) [2025-12-31T20:17:49.558311] [INFO ] [FORECASTER] Completed predict_future for BN [2025-12-31T20:17:49.558441] [INFO ] [sig ] BN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:49.699682] [INFO ] [LOCAL ] Saved forecast: BN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BN.txt [2025-12-31T20:17:49.699838] [INFO ] [sig ] [475/3534] Completed BN in 0.3s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:49.699881] [INFO ] [sig ] [476/3534] Forecasting BND... [2025-12-31T20:17:49.699910] [INFO ] [sig ] Generating forecast for: BND [2025-12-31T20:17:49.699940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'. [2025-12-31T20:17:49.711464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BND'. [2025-12-31T20:17:49.711829] [INFO ] [FORECASTER] Starting predict_future for BND [2025-12-31T20:17:49.712679] [DEBUG] [LOCAL ] No optimal features file found for BND: ./output/feature-sets/BND.txt [2025-12-31T20:17:49.712735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:49.712768] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:49.712798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:49.712857] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:49.774561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:49.775520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:49.775626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:49.775661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:49.901511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:49.901692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:49.901751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:49.901796] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:49.905730] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=69.73%) [2025-12-31T20:17:49.906021] [INFO ] [FORECASTER] Completed predict_future for BND [2025-12-31T20:17:49.906155] [INFO ] [sig ] BND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:50.053640] [INFO ] [LOCAL ] Saved forecast: BND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BND.txt [2025-12-31T20:17:50.053831] [INFO ] [sig ] [476/3534] Completed BND in 0.4s | 2.89 sym/s | Total: 2.7m | ETA: 17.7m [2025-12-31T20:17:50.053878] [INFO ] [sig ] [477/3534] Forecasting BNDX... [2025-12-31T20:17:50.053932] [INFO ] [sig ] Generating forecast for: BNDX [2025-12-31T20:17:50.053984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'. [2025-12-31T20:17:50.066850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNDX'. [2025-12-31T20:17:50.067270] [INFO ] [FORECASTER] Starting predict_future for BNDX [2025-12-31T20:17:50.068132] [DEBUG] [LOCAL ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt [2025-12-31T20:17:50.068187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:50.068235] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:50.068265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:50.068324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:50.131635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:50.132532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:50.132638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:50.132673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:50.258109] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:50.258266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:50.258309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:50.258340] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:50.261793] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=55.89%) [2025-12-31T20:17:50.262098] [INFO ] [FORECASTER] Completed predict_future for BNDX [2025-12-31T20:17:50.262236] [INFO ] [sig ] BNDX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:50.414650] [INFO ] [LOCAL ] Saved forecast: BNDX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BNDX.txt [2025-12-31T20:17:50.414815] [INFO ] [sig ] [477/3534] Completed BNDX in 0.4s | 2.89 sym/s | Total: 2.8m | ETA: 17.7m [2025-12-31T20:17:50.414855] [INFO ] [sig ] [478/3534] Forecasting BNED... [2025-12-31T20:17:50.414886] [INFO ] [sig ] Generating forecast for: BNED [2025-12-31T20:17:50.414918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-12-31T20:17:50.426594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNED'. [2025-12-31T20:17:50.426888] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-12-31T20:17:50.427671] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-12-31T20:17:50.427722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:50.427755] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:50.427781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:50.427838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:50.484182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:50.484784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:50.484859] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:50.484891] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:50.601424] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:50.601541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:50.601594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:50.601625] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:50.604758] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: DOWN (p=46.93%) [2025-12-31T20:17:50.605022] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-12-31T20:17:50.605144] [INFO ] [sig ] BNED: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:50.743924] [INFO ] [LOCAL ] Saved forecast: BNED 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BNED.txt [2025-12-31T20:17:50.744032] [INFO ] [sig ] [478/3534] Completed BNED in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:50.744071] [INFO ] [sig ] [479/3534] Forecasting BNGO... [2025-12-31T20:17:50.744101] [INFO ] [sig ] Generating forecast for: BNGO [2025-12-31T20:17:50.744131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'. [2025-12-31T20:17:50.755444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNGO'. [2025-12-31T20:17:50.755730] [INFO ] [FORECASTER] Starting predict_future for BNGO [2025-12-31T20:17:50.756468] [DEBUG] [LOCAL ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt [2025-12-31T20:17:50.756519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:50.756550] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:50.756599] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:50.756657] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:50.813650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:50.814224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:50.814322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:50.814355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:50.931491] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:50.931625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:50.931664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:50.931693] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:50.934845] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=98.05%) [2025-12-31T20:17:50.935106] [INFO ] [FORECASTER] Completed predict_future for BNGO [2025-12-31T20:17:50.935228] [INFO ] [sig ] BNGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:51.074196] [INFO ] [LOCAL ] Saved forecast: BNGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BNGO.txt [2025-12-31T20:17:51.074353] [INFO ] [sig ] [479/3534] Completed BNGO in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:51.074604] [INFO ] [sig ] [480/3534] Forecasting BNH... [2025-12-31T20:17:51.074637] [INFO ] [sig ] Generating forecast for: BNH [2025-12-31T20:17:51.074668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-12-31T20:17:51.087442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNH'. [2025-12-31T20:17:51.087873] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-12-31T20:17:51.088744] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-12-31T20:17:51.088800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:51.088833] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:51.088862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:51.088922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:51.149465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:51.150510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:51.150614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:51.150649] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:51.262970] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:51.263125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:51.263164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:51.263193] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:51.266559] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-12-31T20:17:51.266848] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-12-31T20:17:51.266967] [INFO ] [sig ] BNH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:51.405922] [INFO ] [LOCAL ] Saved forecast: BNH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BNH.txt [2025-12-31T20:17:51.406045] [INFO ] [sig ] [480/3534] Completed BNH in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:51.406085] [INFO ] [sig ] [481/3534] Forecasting BNJ... [2025-12-31T20:17:51.406120] [INFO ] [sig ] Generating forecast for: BNJ [2025-12-31T20:17:51.406152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-12-31T20:17:51.417590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNJ'. [2025-12-31T20:17:51.417892] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-12-31T20:17:51.418672] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-12-31T20:17:51.418724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:51.418755] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:51.418781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:51.418837] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:51.475106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:51.475738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:51.475812] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:51.475844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:51.585585] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:51.585729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:51.585768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:51.585796] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:51.589072] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=24.41%) [2025-12-31T20:17:51.589355] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-12-31T20:17:51.589477] [INFO ] [sig ] BNJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:51.727965] [INFO ] [LOCAL ] Saved forecast: BNJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BNJ.txt [2025-12-31T20:17:51.728071] [INFO ] [sig ] [481/3534] Completed BNJ in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:51.728107] [INFO ] [sig ] [482/3534] Forecasting BNL... [2025-12-31T20:17:51.728137] [INFO ] [sig ] Generating forecast for: BNL [2025-12-31T20:17:51.728168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-12-31T20:17:51.739946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNL'. [2025-12-31T20:17:51.740226] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-12-31T20:17:51.741002] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-12-31T20:17:51.741053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:51.741086] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:51.741112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:51.741170] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:51.798015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:51.798612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:51.798687] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:51.798718] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:51.916244] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:51.916358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:51.916395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:51.916423] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:51.919639] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: DOWN (p=46.66%) [2025-12-31T20:17:51.919936] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-12-31T20:17:51.920057] [INFO ] [sig ] BNL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:52.057306] [INFO ] [LOCAL ] Saved forecast: BNL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BNL.txt [2025-12-31T20:17:52.057437] [INFO ] [sig ] [482/3534] Completed BNL in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:52.057476] [INFO ] [sig ] [483/3534] Forecasting BNS... [2025-12-31T20:17:52.057507] [INFO ] [sig ] Generating forecast for: BNS [2025-12-31T20:17:52.057538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-12-31T20:17:52.068478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNS'. [2025-12-31T20:17:52.068784] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-12-31T20:17:52.069566] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-12-31T20:17:52.069641] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:52.069676] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:52.069703] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:52.069760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:52.126666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:52.127248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:52.127322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:52.127354] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:52.247313] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:52.247414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:52.247452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:52.247481] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:52.250611] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=94.82%) [2025-12-31T20:17:52.250872] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-12-31T20:17:52.250991] [INFO ] [sig ] BNS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:52.388964] [INFO ] [LOCAL ] Saved forecast: BNS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BNS.txt [2025-12-31T20:17:52.389075] [INFO ] [sig ] [483/3534] Completed BNS in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:52.389113] [INFO ] [sig ] [484/3534] Forecasting BNTC... [2025-12-31T20:17:52.389143] [INFO ] [sig ] Generating forecast for: BNTC [2025-12-31T20:17:52.389173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'. [2025-12-31T20:17:52.400535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTC'. [2025-12-31T20:17:52.400847] [INFO ] [FORECASTER] Starting predict_future for BNTC [2025-12-31T20:17:52.401642] [DEBUG] [LOCAL ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt [2025-12-31T20:17:52.401699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:52.401730] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:52.401758] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:52.401817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:52.459452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:52.460061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:52.460135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:52.460167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:52.578050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:52.578155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:52.578191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:52.578234] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:52.581413] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=33.95%) [2025-12-31T20:17:52.581699] [INFO ] [FORECASTER] Completed predict_future for BNTC [2025-12-31T20:17:52.581819] [INFO ] [sig ] BNTC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:52.720851] [INFO ] [LOCAL ] Saved forecast: BNTC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BNTC.txt [2025-12-31T20:17:52.720960] [INFO ] [sig ] [484/3534] Completed BNTC in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:52.720998] [INFO ] [sig ] [485/3534] Forecasting BNTX... [2025-12-31T20:17:52.721027] [INFO ] [sig ] Generating forecast for: BNTX [2025-12-31T20:17:52.721057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'. [2025-12-31T20:17:52.732451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNTX'. [2025-12-31T20:17:52.732738] [INFO ] [FORECASTER] Starting predict_future for BNTX [2025-12-31T20:17:52.733481] [DEBUG] [LOCAL ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt [2025-12-31T20:17:52.733532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:52.733565] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:52.733611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:52.733669] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:52.790218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:52.790814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:52.790889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:52.790922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:52.907735] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:52.907864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:52.907903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:52.907932] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:52.911232] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=96.26%) [2025-12-31T20:17:52.911527] [INFO ] [FORECASTER] Completed predict_future for BNTX [2025-12-31T20:17:52.911669] [INFO ] [sig ] BNTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:53.049928] [INFO ] [LOCAL ] Saved forecast: BNTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BNTX.txt [2025-12-31T20:17:53.050037] [INFO ] [sig ] [485/3534] Completed BNTX in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:53.050076] [INFO ] [sig ] [486/3534] Forecasting BNY... [2025-12-31T20:17:53.050106] [INFO ] [sig ] Generating forecast for: BNY [2025-12-31T20:17:53.050136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-12-31T20:17:53.061078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BNY'. [2025-12-31T20:17:53.061344] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-12-31T20:17:53.062106] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-12-31T20:17:53.062158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:53.062215] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:53.062243] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:53.062301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:53.119631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:53.120482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:53.120562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:53.120613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:53.241252] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:53.241380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:53.241425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:53.241458] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:53.244756] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=2.07%) [2025-12-31T20:17:53.245043] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-12-31T20:17:53.245168] [INFO ] [sig ] BNY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:53.383598] [INFO ] [LOCAL ] Saved forecast: BNY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BNY.txt [2025-12-31T20:17:53.383711] [INFO ] [sig ] [486/3534] Completed BNY in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:53.383749] [INFO ] [sig ] [487/3534] Forecasting BOC... [2025-12-31T20:17:53.383778] [INFO ] [sig ] Generating forecast for: BOC [2025-12-31T20:17:53.383820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-12-31T20:17:53.395836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOC'. [2025-12-31T20:17:53.396104] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-12-31T20:17:53.396880] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-12-31T20:17:53.396932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:53.396963] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:53.396990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:53.397048] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:53.452872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:53.453500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:53.453595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:53.453629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:53.571710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:53.571814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:53.571851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:53.571879] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:53.575017] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=75.54%) [2025-12-31T20:17:53.575283] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-12-31T20:17:53.575404] [INFO ] [sig ] BOC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:53.712872] [INFO ] [LOCAL ] Saved forecast: BOC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOC.txt [2025-12-31T20:17:53.712981] [INFO ] [sig ] [487/3534] Completed BOC in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:53.713019] [INFO ] [sig ] [488/3534] Forecasting BOE... [2025-12-31T20:17:53.713048] [INFO ] [sig ] Generating forecast for: BOE [2025-12-31T20:17:53.713079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-12-31T20:17:53.724308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOE'. [2025-12-31T20:17:53.724585] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-12-31T20:17:53.725332] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-12-31T20:17:53.725384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:53.725415] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:53.725441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:53.725508] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:53.783006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:53.783616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:53.783691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:53.783723] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:53.902632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:53.902740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:53.902777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:53.902805] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:53.906036] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=89.39%) [2025-12-31T20:17:53.906303] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-12-31T20:17:53.906423] [INFO ] [sig ] BOE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:54.044922] [INFO ] [LOCAL ] Saved forecast: BOE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOE.txt [2025-12-31T20:17:54.045032] [INFO ] [sig ] [488/3534] Completed BOE in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:54.045070] [INFO ] [sig ] [489/3534] Forecasting BOF... [2025-12-31T20:17:54.045099] [INFO ] [sig ] Generating forecast for: BOF [2025-12-31T20:17:54.045129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'. [2025-12-31T20:17:54.056302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOF'. [2025-12-31T20:17:54.056586] [INFO ] [FORECASTER] Starting predict_future for BOF [2025-12-31T20:17:54.057336] [DEBUG] [LOCAL ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt [2025-12-31T20:17:54.057387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:54.057419] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:54.057445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:54.057501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:54.113336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:54.113941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:54.114015] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:54.114047] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:54.236278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:54.236391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:54.236428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:54.236456] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:54.239917] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=82.98%) [2025-12-31T20:17:54.240184] [INFO ] [FORECASTER] Completed predict_future for BOF [2025-12-31T20:17:54.240310] [INFO ] [sig ] BOF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:54.378968] [INFO ] [LOCAL ] Saved forecast: BOF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOF.txt [2025-12-31T20:17:54.379084] [INFO ] [sig ] [489/3534] Completed BOF in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:54.379122] [INFO ] [sig ] [490/3534] Forecasting BOH... [2025-12-31T20:17:54.379150] [INFO ] [sig ] Generating forecast for: BOH [2025-12-31T20:17:54.379180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-12-31T20:17:54.390307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOH'. [2025-12-31T20:17:54.390593] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-12-31T20:17:54.391353] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-12-31T20:17:54.391416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:54.391448] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:54.391475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:54.391532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:54.448008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:54.448606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:54.448681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:54.448712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:54.564469] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:54.564583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:54.564622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:54.564650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:54.567792] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=97.07%) [2025-12-31T20:17:54.568055] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-12-31T20:17:54.568174] [INFO ] [sig ] BOH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:54.709542] [INFO ] [LOCAL ] Saved forecast: BOH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOH.txt [2025-12-31T20:17:54.709668] [INFO ] [sig ] [490/3534] Completed BOH in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:54.709707] [INFO ] [sig ] [491/3534] Forecasting BOKF... [2025-12-31T20:17:54.709735] [INFO ] [sig ] Generating forecast for: BOKF [2025-12-31T20:17:54.709764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'. [2025-12-31T20:17:54.721768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOKF'. [2025-12-31T20:17:54.722039] [INFO ] [FORECASTER] Starting predict_future for BOKF [2025-12-31T20:17:54.722816] [DEBUG] [LOCAL ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt [2025-12-31T20:17:54.722868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:54.722898] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:54.722924] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:54.722981] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:54.779905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:54.780489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:54.780564] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:54.780622] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:54.897213] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:54.897321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:54.897355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:54.897383] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:54.900536] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-12-31T20:17:54.900821] [INFO ] [FORECASTER] Completed predict_future for BOKF [2025-12-31T20:17:54.900941] [INFO ] [sig ] BOKF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:55.039512] [INFO ] [LOCAL ] Saved forecast: BOKF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BOKF.txt [2025-12-31T20:17:55.039646] [INFO ] [sig ] [491/3534] Completed BOKF in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.6m [2025-12-31T20:17:55.039694] [INFO ] [sig ] [492/3534] Forecasting BOLD... [2025-12-31T20:17:55.039722] [INFO ] [sig ] Generating forecast for: BOLD [2025-12-31T20:17:55.039752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'. [2025-12-31T20:17:55.050720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOLD'. [2025-12-31T20:17:55.050985] [INFO ] [FORECASTER] Starting predict_future for BOLD [2025-12-31T20:17:55.051746] [DEBUG] [LOCAL ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt [2025-12-31T20:17:55.051797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:55.051829] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:55.051856] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:55.051919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:55.107431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:55.108024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:55.108100] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:55.108133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:55.222088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:55.222197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:55.222233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:55.222261] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:55.225418] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: UP (p=87.92%) [2025-12-31T20:17:55.225888] [INFO ] [FORECASTER] Completed predict_future for BOLD [2025-12-31T20:17:55.226008] [INFO ] [sig ] BOLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:55.364944] [INFO ] [LOCAL ] Saved forecast: BOLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOLD.txt [2025-12-31T20:17:55.365062] [INFO ] [sig ] [492/3534] Completed BOLD in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.5m [2025-12-31T20:17:55.365102] [INFO ] [sig ] [493/3534] Forecasting BOND... [2025-12-31T20:17:55.365131] [INFO ] [sig ] Generating forecast for: BOND [2025-12-31T20:17:55.365162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-12-31T20:17:55.375831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOND'. [2025-12-31T20:17:55.376108] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-12-31T20:17:55.376880] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-12-31T20:17:55.376931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:55.376963] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:55.376990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:55.377047] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:55.433264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:55.433943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:55.434019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:55.434051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:55.554615] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:55.554718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:55.554754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:55.554782] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:55.557900] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=38.51%) [2025-12-31T20:17:55.558166] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-12-31T20:17:55.558285] [INFO ] [sig ] BOND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:55.695898] [INFO ] [LOCAL ] Saved forecast: BOND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BOND.txt [2025-12-31T20:17:55.696008] [INFO ] [sig ] [493/3534] Completed BOND in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.5m [2025-12-31T20:17:55.696051] [INFO ] [sig ] [494/3534] Forecasting BOOM... [2025-12-31T20:17:55.696082] [INFO ] [sig ] Generating forecast for: BOOM [2025-12-31T20:17:55.696112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'. [2025-12-31T20:17:55.707274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOOM'. [2025-12-31T20:17:55.707543] [INFO ] [FORECASTER] Starting predict_future for BOOM [2025-12-31T20:17:55.708312] [DEBUG] [LOCAL ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt [2025-12-31T20:17:55.708364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:55.708396] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:55.708422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:55.708479] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:55.764391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:55.764988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:55.765063] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:55.765095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:55.881734] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:55.881829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:55.881866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:55.881894] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:55.884992] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=85.21%) [2025-12-31T20:17:55.885250] [INFO ] [FORECASTER] Completed predict_future for BOOM [2025-12-31T20:17:55.885370] [INFO ] [sig ] BOOM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:56.025842] [INFO ] [LOCAL ] Saved forecast: BOOM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOOM.txt [2025-12-31T20:17:56.025965] [INFO ] [sig ] [494/3534] Completed BOOM in 0.3s | 2.89 sym/s | Total: 2.8m | ETA: 17.5m [2025-12-31T20:17:56.026006] [INFO ] [sig ] [495/3534] Forecasting BOTZ... [2025-12-31T20:17:56.026035] [INFO ] [sig ] Generating forecast for: BOTZ [2025-12-31T20:17:56.026064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'. [2025-12-31T20:17:56.037166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'. [2025-12-31T20:17:56.037462] [INFO ] [FORECASTER] Starting predict_future for BOTZ [2025-12-31T20:17:56.038228] [DEBUG] [LOCAL ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt [2025-12-31T20:17:56.038279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:56.038311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:56.038338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:56.038394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:56.094986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:56.095597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:56.095672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:56.095704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:56.213104] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:56.213206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:56.213243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:56.213271] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:56.216402] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=98.34%) [2025-12-31T20:17:56.216711] [INFO ] [FORECASTER] Completed predict_future for BOTZ [2025-12-31T20:17:56.216833] [INFO ] [sig ] BOTZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:56.354538] [INFO ] [LOCAL ] Saved forecast: BOTZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOTZ.txt [2025-12-31T20:17:56.354662] [INFO ] [sig ] [495/3534] Completed BOTZ in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:56.354701] [INFO ] [sig ] [496/3534] Forecasting BOX... [2025-12-31T20:17:56.354730] [INFO ] [sig ] Generating forecast for: BOX [2025-12-31T20:17:56.354761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-12-31T20:17:56.365918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BOX'. [2025-12-31T20:17:56.366185] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-12-31T20:17:56.366991] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-12-31T20:17:56.367042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:56.367075] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:56.367103] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:56.367161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:56.423379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:56.423985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:56.424083] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:56.424117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:56.542734] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:56.542838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:56.542875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:56.542903] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:56.546038] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=63.56%) [2025-12-31T20:17:56.546302] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-12-31T20:17:56.546424] [INFO ] [sig ] BOX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:56.684193] [INFO ] [LOCAL ] Saved forecast: BOX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BOX.txt [2025-12-31T20:17:56.684298] [INFO ] [sig ] [496/3534] Completed BOX in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:56.684337] [INFO ] [sig ] [497/3534] Forecasting BP... [2025-12-31T20:17:56.684366] [INFO ] [sig ] Generating forecast for: BP [2025-12-31T20:17:56.684397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-12-31T20:17:56.696508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BP'. [2025-12-31T20:17:56.696817] [INFO ] [FORECASTER] Starting predict_future for BP [2025-12-31T20:17:56.697615] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-12-31T20:17:56.697675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:56.697708] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:56.697736] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:56.697796] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:56.754184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:56.754785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:56.754861] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:56.754892] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:56.872467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:56.872584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:56.872651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:56.872682] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:56.875870] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=96.85%) [2025-12-31T20:17:56.876135] [INFO ] [FORECASTER] Completed predict_future for BP [2025-12-31T20:17:56.876253] [INFO ] [sig ] BP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:57.013714] [INFO ] [LOCAL ] Saved forecast: BP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BP.txt [2025-12-31T20:17:57.013828] [INFO ] [sig ] [497/3534] Completed BP in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:57.013868] [INFO ] [sig ] [498/3534] Forecasting BPOP... [2025-12-31T20:17:57.013898] [INFO ] [sig ] Generating forecast for: BPOP [2025-12-31T20:17:57.013928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'. [2025-12-31T20:17:57.025082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPOP'. [2025-12-31T20:17:57.025375] [INFO ] [FORECASTER] Starting predict_future for BPOP [2025-12-31T20:17:57.026178] [DEBUG] [LOCAL ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt [2025-12-31T20:17:57.026231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:57.026265] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:57.026292] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:57.026352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:57.082484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:57.083104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:57.083179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:57.083210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:57.200792] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:57.200903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:57.200939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:57.200966] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:57.204123] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=93.55%) [2025-12-31T20:17:57.204390] [INFO ] [FORECASTER] Completed predict_future for BPOP [2025-12-31T20:17:57.204514] [INFO ] [sig ] BPOP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:57.343907] [INFO ] [LOCAL ] Saved forecast: BPOP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BPOP.txt [2025-12-31T20:17:57.344019] [INFO ] [sig ] [498/3534] Completed BPOP in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:57.344057] [INFO ] [sig ] [499/3534] Forecasting BPRN... [2025-12-31T20:17:57.344086] [INFO ] [sig ] Generating forecast for: BPRN [2025-12-31T20:17:57.344117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'. [2025-12-31T20:17:57.353658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPRN'. [2025-12-31T20:17:57.353924] [INFO ] [FORECASTER] Starting predict_future for BPRN [2025-12-31T20:17:57.354717] [DEBUG] [LOCAL ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt [2025-12-31T20:17:57.354771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:57.354805] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:57.354834] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:57.354893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:57.410902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:57.411517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:57.411609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:57.411643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:57.506257] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:57.506353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:57.506389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:57.506418] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:57.509527] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=6.53%) [2025-12-31T20:17:57.509805] [INFO ] [FORECASTER] Completed predict_future for BPRN [2025-12-31T20:17:57.509924] [INFO ] [sig ] BPRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:57.652146] [INFO ] [LOCAL ] Saved forecast: BPRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BPRN.txt [2025-12-31T20:17:57.652332] [INFO ] [sig ] [499/3534] Completed BPRN in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:57.652389] [INFO ] [sig ] [500/3534] Forecasting BPYPM... [2025-12-31T20:17:57.652432] [INFO ] [sig ] Generating forecast for: BPYPM [2025-12-31T20:17:57.652478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'. [2025-12-31T20:17:57.663696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'. [2025-12-31T20:17:57.663990] [INFO ] [FORECASTER] Starting predict_future for BPYPM [2025-12-31T20:17:57.664803] [DEBUG] [LOCAL ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt [2025-12-31T20:17:57.664863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:57.664908] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:57.664940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:57.665002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:57.721485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:57.722110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:57.722186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:57.722217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:57.825861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:57.825976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:57.826012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:57.826041] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:57.829219] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=42.53%) [2025-12-31T20:17:57.829515] [INFO ] [FORECASTER] Completed predict_future for BPYPM [2025-12-31T20:17:57.829653] [INFO ] [sig ] BPYPM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:57.968763] [INFO ] [LOCAL ] Saved forecast: BPYPM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BPYPM.txt [2025-12-31T20:17:57.968896] [INFO ] [sig ] [500/3534] Completed BPYPM in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:57.968936] [INFO ] [sig ] [501/3534] Forecasting BPYPO... [2025-12-31T20:17:57.968966] [INFO ] [sig ] Generating forecast for: BPYPO [2025-12-31T20:17:57.968997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'. [2025-12-31T20:17:57.979389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'. [2025-12-31T20:17:57.979752] [INFO ] [FORECASTER] Starting predict_future for BPYPO [2025-12-31T20:17:57.980601] [DEBUG] [LOCAL ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt [2025-12-31T20:17:57.980661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:57.980705] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:57.980735] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:57.980795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:58.037254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:58.037916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:58.037992] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:58.038025] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:58.133799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:58.133914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:58.133953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:58.133981] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:58.137226] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=53.21%) [2025-12-31T20:17:58.137491] [INFO ] [FORECASTER] Completed predict_future for BPYPO [2025-12-31T20:17:58.137629] [INFO ] [sig ] BPYPO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:58.274894] [INFO ] [LOCAL ] Saved forecast: BPYPO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BPYPO.txt [2025-12-31T20:17:58.275004] [INFO ] [sig ] [501/3534] Completed BPYPO in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:58.275042] [INFO ] [sig ] [502/3534] Forecasting BPYPP... [2025-12-31T20:17:58.275072] [INFO ] [sig ] Generating forecast for: BPYPP [2025-12-31T20:17:58.275102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'. [2025-12-31T20:17:58.286102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'. [2025-12-31T20:17:58.286385] [INFO ] [FORECASTER] Starting predict_future for BPYPP [2025-12-31T20:17:58.287211] [DEBUG] [LOCAL ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt [2025-12-31T20:17:58.287265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:58.287298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:58.287325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:58.287383] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:58.346846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:58.347477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:58.347556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:58.347606] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:58.449622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:58.449738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:58.449776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:58.449805] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:58.453247] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=36.96%) [2025-12-31T20:17:58.453528] [INFO ] [FORECASTER] Completed predict_future for BPYPP [2025-12-31T20:17:58.453671] [INFO ] [sig ] BPYPP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:58.590802] [INFO ] [LOCAL ] Saved forecast: BPYPP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BPYPP.txt [2025-12-31T20:17:58.590917] [INFO ] [sig ] [502/3534] Completed BPYPP in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:58.590956] [INFO ] [sig ] [503/3534] Forecasting BRAG... [2025-12-31T20:17:58.590984] [INFO ] [sig ] Generating forecast for: BRAG [2025-12-31T20:17:58.591014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'. [2025-12-31T20:17:58.601735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRAG'. [2025-12-31T20:17:58.602017] [INFO ] [FORECASTER] Starting predict_future for BRAG [2025-12-31T20:17:58.602784] [DEBUG] [LOCAL ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt [2025-12-31T20:17:58.602835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:58.602891] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:58.602920] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:58.602978] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:58.661590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:58.662242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:58.662322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:58.662354] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:58.783497] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:58.783671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:58.783712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:58.783741] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:58.787767] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=20.18%) [2025-12-31T20:17:58.788062] [INFO ] [FORECASTER] Completed predict_future for BRAG [2025-12-31T20:17:58.788191] [INFO ] [sig ] BRAG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:58.933177] [INFO ] [LOCAL ] Saved forecast: BRAG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BRAG.txt [2025-12-31T20:17:58.933310] [INFO ] [sig ] [503/3534] Completed BRAG in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.5m [2025-12-31T20:17:58.933349] [INFO ] [sig ] [504/3534] Forecasting BRC... [2025-12-31T20:17:58.933380] [INFO ] [sig ] Generating forecast for: BRC [2025-12-31T20:17:58.933410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-12-31T20:17:58.944886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRC'. [2025-12-31T20:17:58.945157] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-12-31T20:17:58.945927] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-12-31T20:17:58.945979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:58.946011] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:58.946038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:58.946095] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:59.004894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:59.005530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:59.005628] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:59.005663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:59.121254] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:59.121358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:59.121395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:59.121423] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:59.124792] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=46.18%) [2025-12-31T20:17:59.125056] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-12-31T20:17:59.125176] [INFO ] [sig ] BRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:59.262254] [INFO ] [LOCAL ] Saved forecast: BRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BRC.txt [2025-12-31T20:17:59.262367] [INFO ] [sig ] [504/3534] Completed BRC in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:17:59.262412] [INFO ] [sig ] [505/3534] Forecasting BRCC... [2025-12-31T20:17:59.262442] [INFO ] [sig ] Generating forecast for: BRCC [2025-12-31T20:17:59.262471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-12-31T20:17:59.274630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRCC'. [2025-12-31T20:17:59.274938] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-12-31T20:17:59.275746] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-12-31T20:17:59.275799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:59.275832] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:59.275860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:59.275918] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:59.334328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:59.334960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:59.335038] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:59.335071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:59.461470] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:59.461632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:59.461674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:59.461703] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:59.464995] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=28.84%) [2025-12-31T20:17:59.465275] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-12-31T20:17:59.465395] [INFO ] [sig ] BRCC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:17:59.602043] [INFO ] [LOCAL ] Saved forecast: BRCC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BRCC.txt [2025-12-31T20:17:59.602157] [INFO ] [sig ] [505/3534] Completed BRCC in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:17:59.602196] [INFO ] [sig ] [506/3534] Forecasting BRO... [2025-12-31T20:17:59.602224] [INFO ] [sig ] Generating forecast for: BRO [2025-12-31T20:17:59.602255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-12-31T20:17:59.613237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRO'. [2025-12-31T20:17:59.613501] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-12-31T20:17:59.614267] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-12-31T20:17:59.614319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:59.614351] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:59.614377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:59.614434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:17:59.670384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:17:59.670998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:17:59.671074] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:17:59.671106] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:17:59.792552] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:17:59.792876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:17:59.792913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:17:59.792972] [INFO ] [FORECASTER] Training complete [2025-12-31T20:17:59.796568] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=70.15%) [2025-12-31T20:17:59.796860] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-12-31T20:17:59.796997] [INFO ] [sig ] BRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:17:59.935449] [INFO ] [LOCAL ] Saved forecast: BRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BRO.txt [2025-12-31T20:17:59.935565] [INFO ] [sig ] [506/3534] Completed BRO in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:17:59.935622] [INFO ] [sig ] [507/3534] Forecasting BROS... [2025-12-31T20:17:59.935651] [INFO ] [sig ] Generating forecast for: BROS [2025-12-31T20:17:59.935681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-12-31T20:17:59.946605] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BROS'. [2025-12-31T20:17:59.946893] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-12-31T20:17:59.947658] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-12-31T20:17:59.947709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:17:59.947741] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:17:59.947768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:17:59.947825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:00.005751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:00.006456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:00.006534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:00.006568] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:00.125392] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:00.125516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:00.125553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:00.125598] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:00.128829] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=37.37%) [2025-12-31T20:18:00.129096] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-12-31T20:18:00.129217] [INFO ] [sig ] BROS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:00.268443] [INFO ] [LOCAL ] Saved forecast: BROS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BROS.txt [2025-12-31T20:18:00.268561] [INFO ] [sig ] [507/3534] Completed BROS in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:18:00.268617] [INFO ] [sig ] [508/3534] Forecasting BRSP... [2025-12-31T20:18:00.268648] [INFO ] [sig ] Generating forecast for: BRSP [2025-12-31T20:18:00.268677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-12-31T20:18:00.279895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRSP'. [2025-12-31T20:18:00.280155] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-12-31T20:18:00.280930] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-12-31T20:18:00.280981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:00.281013] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:00.281039] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:00.281097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:00.337095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:00.337708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:00.337785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:00.337817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:00.472805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:00.472916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:00.472956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:00.472997] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:00.476341] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=84.10%) [2025-12-31T20:18:00.476641] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-12-31T20:18:00.476770] [INFO ] [sig ] BRSP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:00.615807] [INFO ] [LOCAL ] Saved forecast: BRSP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BRSP.txt [2025-12-31T20:18:00.615955] [INFO ] [sig ] [508/3534] Completed BRSP in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:18:00.615995] [INFO ] [sig ] [509/3534] Forecasting BRX... [2025-12-31T20:18:00.616026] [INFO ] [sig ] Generating forecast for: BRX [2025-12-31T20:18:00.616059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-12-31T20:18:00.626912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRX'. [2025-12-31T20:18:00.627206] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-12-31T20:18:00.627978] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-12-31T20:18:00.628030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:00.628061] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:00.628087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:00.628145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:00.684558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:00.685342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:00.685423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:00.685455] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:00.815179] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:00.815344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:00.815386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:00.815417] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:00.819066] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=91.94%) [2025-12-31T20:18:00.819385] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-12-31T20:18:00.819514] [INFO ] [sig ] BRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:00.961124] [INFO ] [LOCAL ] Saved forecast: BRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BRX.txt [2025-12-31T20:18:00.961257] [INFO ] [sig ] [509/3534] Completed BRX in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:18:00.961298] [INFO ] [sig ] [510/3534] Forecasting BRZE... [2025-12-31T20:18:00.961330] [INFO ] [sig ] Generating forecast for: BRZE [2025-12-31T20:18:00.961361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'. [2025-12-31T20:18:00.972911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BRZE'. [2025-12-31T20:18:00.973235] [INFO ] [FORECASTER] Starting predict_future for BRZE [2025-12-31T20:18:00.974049] [DEBUG] [LOCAL ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt [2025-12-31T20:18:00.974109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:00.974144] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:00.974173] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:00.974233] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:01.032969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:01.033657] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:01.033752] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:01.033787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:01.157386] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:01.157548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:01.157610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:01.157645] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:01.161074] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=84.10%) [2025-12-31T20:18:01.161369] [INFO ] [FORECASTER] Completed predict_future for BRZE [2025-12-31T20:18:01.161500] [INFO ] [sig ] BRZE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:01.299726] [INFO ] [LOCAL ] Saved forecast: BRZE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BRZE.txt [2025-12-31T20:18:01.299859] [INFO ] [sig ] [510/3534] Completed BRZE in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:18:01.299900] [INFO ] [sig ] [511/3534] Forecasting BSAC... [2025-12-31T20:18:01.299931] [INFO ] [sig ] Generating forecast for: BSAC [2025-12-31T20:18:01.299962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-12-31T20:18:01.311428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSAC'. [2025-12-31T20:18:01.311732] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-12-31T20:18:01.312511] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-12-31T20:18:01.312564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:01.312628] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:01.312657] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:01.312718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:01.369686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:01.370336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:01.370412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:01.370445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:01.488433] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:01.488619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:01.488661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:01.488690] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:01.492159] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=90.00%) [2025-12-31T20:18:01.492456] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-12-31T20:18:01.492609] [INFO ] [sig ] BSAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:01.641097] [INFO ] [LOCAL ] Saved forecast: BSAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSAC.txt [2025-12-31T20:18:01.641261] [INFO ] [sig ] [511/3534] Completed BSAC in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:18:01.641306] [INFO ] [sig ] [512/3534] Forecasting BSCQ... [2025-12-31T20:18:01.641347] [INFO ] [sig ] Generating forecast for: BSCQ [2025-12-31T20:18:01.641404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'. [2025-12-31T20:18:01.654796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'. [2025-12-31T20:18:01.655177] [INFO ] [FORECASTER] Starting predict_future for BSCQ [2025-12-31T20:18:01.656016] [DEBUG] [LOCAL ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt [2025-12-31T20:18:01.656072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:01.656105] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:01.656145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:01.656206] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:01.712704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:01.713640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:01.713724] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:01.713758] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:01.831765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:01.831932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:01.831971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:01.832001] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:01.835318] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=77.42%) [2025-12-31T20:18:01.835610] [INFO ] [FORECASTER] Completed predict_future for BSCQ [2025-12-31T20:18:01.835731] [INFO ] [sig ] BSCQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:01.975515] [INFO ] [LOCAL ] Saved forecast: BSCQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSCQ.txt [2025-12-31T20:18:01.975703] [INFO ] [sig ] [512/3534] Completed BSCQ in 0.3s | 2.89 sym/s | Total: 2.9m | ETA: 17.4m [2025-12-31T20:18:01.975761] [INFO ] [sig ] [513/3534] Forecasting BSCS... [2025-12-31T20:18:01.975792] [INFO ] [sig ] Generating forecast for: BSCS [2025-12-31T20:18:01.975823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'. [2025-12-31T20:18:01.987226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCS'. [2025-12-31T20:18:01.987535] [INFO ] [FORECASTER] Starting predict_future for BSCS [2025-12-31T20:18:01.988321] [DEBUG] [LOCAL ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt [2025-12-31T20:18:01.988373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:01.988405] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:01.988432] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:01.988490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:02.045469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:02.046518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:02.046661] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:02.046710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:02.171619] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:02.171799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:02.171842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:02.171871] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:02.175308] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=81.51%) [2025-12-31T20:18:02.175608] [INFO ] [FORECASTER] Completed predict_future for BSCS [2025-12-31T20:18:02.175736] [INFO ] [sig ] BSCS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:02.315394] [INFO ] [LOCAL ] Saved forecast: BSCS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSCS.txt [2025-12-31T20:18:02.315624] [INFO ] [sig ] [513/3534] Completed BSCS in 0.3s | 2.89 sym/s | Total: 3.0m | ETA: 17.4m [2025-12-31T20:18:02.315678] [INFO ] [sig ] [514/3534] Forecasting BSCX... [2025-12-31T20:18:02.315712] [INFO ] [sig ] Generating forecast for: BSCX [2025-12-31T20:18:02.315744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'. [2025-12-31T20:18:02.327228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCX'. [2025-12-31T20:18:02.327619] [INFO ] [FORECASTER] Starting predict_future for BSCX [2025-12-31T20:18:02.328466] [DEBUG] [LOCAL ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt [2025-12-31T20:18:02.328520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:02.328556] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:02.328621] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:02.328685] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:02.388185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:02.389091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:02.389172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:02.389206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:02.510555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:02.510738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:02.510777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:02.510806] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:02.514113] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=12.53%) [2025-12-31T20:18:02.514389] [INFO ] [FORECASTER] Completed predict_future for BSCX [2025-12-31T20:18:02.514512] [INFO ] [sig ] BSCX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:02.653908] [INFO ] [LOCAL ] Saved forecast: BSCX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BSCX.txt [2025-12-31T20:18:02.654064] [INFO ] [sig ] [514/3534] Completed BSCX in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.4m [2025-12-31T20:18:02.654104] [INFO ] [sig ] [515/3534] Forecasting BSCY... [2025-12-31T20:18:02.654134] [INFO ] [sig ] Generating forecast for: BSCY [2025-12-31T20:18:02.654165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'. [2025-12-31T20:18:02.665465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSCY'. [2025-12-31T20:18:02.665995] [INFO ] [FORECASTER] Starting predict_future for BSCY [2025-12-31T20:18:02.666775] [DEBUG] [LOCAL ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt [2025-12-31T20:18:02.666826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:02.666859] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:02.666885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:02.666943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:02.724189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:02.725060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:02.725141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:02.725173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:02.844776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:02.844930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:02.844970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:02.844999] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:02.848318] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=9.51%) [2025-12-31T20:18:02.848614] [INFO ] [FORECASTER] Completed predict_future for BSCY [2025-12-31T20:18:02.848738] [INFO ] [sig ] BSCY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:02.989081] [INFO ] [LOCAL ] Saved forecast: BSCY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BSCY.txt [2025-12-31T20:18:02.989236] [INFO ] [sig ] [515/3534] Completed BSCY in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.4m [2025-12-31T20:18:02.989296] [INFO ] [sig ] [516/3534] Forecasting BSJQ... [2025-12-31T20:18:02.989334] [INFO ] [sig ] Generating forecast for: BSJQ [2025-12-31T20:18:02.989372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'. [2025-12-31T20:18:03.001038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'. [2025-12-31T20:18:03.001419] [INFO ] [FORECASTER] Starting predict_future for BSJQ [2025-12-31T20:18:03.002263] [DEBUG] [LOCAL ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt [2025-12-31T20:18:03.002318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:03.002352] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:03.002379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:03.002438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:03.059790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:03.060650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:03.060733] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:03.060767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:03.181483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:03.181660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:03.181702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:03.181733] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:03.185215] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=87.20%) [2025-12-31T20:18:03.185507] [INFO ] [FORECASTER] Completed predict_future for BSJQ [2025-12-31T20:18:03.185662] [INFO ] [sig ] BSJQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:03.324822] [INFO ] [LOCAL ] Saved forecast: BSJQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSJQ.txt [2025-12-31T20:18:03.324983] [INFO ] [sig ] [516/3534] Completed BSJQ in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.4m [2025-12-31T20:18:03.325024] [INFO ] [sig ] [517/3534] Forecasting BSJS... [2025-12-31T20:18:03.325053] [INFO ] [sig ] Generating forecast for: BSJS [2025-12-31T20:18:03.325084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'. [2025-12-31T20:18:03.336018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSJS'. [2025-12-31T20:18:03.336335] [INFO ] [FORECASTER] Starting predict_future for BSJS [2025-12-31T20:18:03.337222] [DEBUG] [LOCAL ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt [2025-12-31T20:18:03.337275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:03.337308] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:03.337334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:03.337392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:03.394472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:03.395190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:03.395271] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:03.395303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:03.516743] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:03.516926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:03.516967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:03.516995] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:03.520470] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=82.80%) [2025-12-31T20:18:03.520769] [INFO ] [FORECASTER] Completed predict_future for BSJS [2025-12-31T20:18:03.520891] [INFO ] [sig ] BSJS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:03.658026] [INFO ] [LOCAL ] Saved forecast: BSJS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSJS.txt [2025-12-31T20:18:03.658156] [INFO ] [sig ] [517/3534] Completed BSJS in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.4m [2025-12-31T20:18:03.658203] [INFO ] [sig ] [518/3534] Forecasting BSL... [2025-12-31T20:18:03.658234] [INFO ] [sig ] Generating forecast for: BSL [2025-12-31T20:18:03.658265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-12-31T20:18:03.670216] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSL'. [2025-12-31T20:18:03.670482] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-12-31T20:18:03.671244] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-12-31T20:18:03.671296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:03.671328] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:03.671355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:03.671413] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:03.727477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:03.728275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:03.728351] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:03.728383] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:03.844553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:03.844701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:03.844739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:03.844768] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:03.848020] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=44.71%) [2025-12-31T20:18:03.848290] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-12-31T20:18:03.848412] [INFO ] [sig ] BSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:03.986554] [INFO ] [LOCAL ] Saved forecast: BSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BSL.txt [2025-12-31T20:18:03.986694] [INFO ] [sig ] [518/3534] Completed BSL in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.4m [2025-12-31T20:18:03.986734] [INFO ] [sig ] [519/3534] Forecasting BSM... [2025-12-31T20:18:03.986772] [INFO ] [sig ] Generating forecast for: BSM [2025-12-31T20:18:03.986803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-12-31T20:18:03.998086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSM'. [2025-12-31T20:18:03.998374] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-12-31T20:18:03.999141] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-12-31T20:18:03.999194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:03.999226] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:03.999273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:03.999333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:04.055117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:04.055735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:04.055826] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:04.055858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:04.176651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:04.176806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:04.176847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:04.176878] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:04.180289] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=63.80%) [2025-12-31T20:18:04.180560] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-12-31T20:18:04.180703] [INFO ] [sig ] BSM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:04.321405] [INFO ] [LOCAL ] Saved forecast: BSM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSM.txt [2025-12-31T20:18:04.321564] [INFO ] [sig ] [519/3534] Completed BSM in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.4m [2025-12-31T20:18:04.321626] [INFO ] [sig ] [520/3534] Forecasting BSMQ... [2025-12-31T20:18:04.321655] [INFO ] [sig ] Generating forecast for: BSMQ [2025-12-31T20:18:04.321688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'. [2025-12-31T20:18:04.332823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'. [2025-12-31T20:18:04.333074] [INFO ] [FORECASTER] Starting predict_future for BSMQ [2025-12-31T20:18:04.333848] [DEBUG] [LOCAL ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt [2025-12-31T20:18:04.333900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:04.333955] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:04.333984] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:04.334042] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:04.390534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:04.391154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:04.391230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:04.391262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:04.510455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:04.510646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:04.510696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:04.510731] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:04.514178] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=92.01%) [2025-12-31T20:18:04.514508] [INFO ] [FORECASTER] Completed predict_future for BSMQ [2025-12-31T20:18:04.514666] [INFO ] [sig ] BSMQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:04.657176] [INFO ] [LOCAL ] Saved forecast: BSMQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSMQ.txt [2025-12-31T20:18:04.657340] [INFO ] [sig ] [520/3534] Completed BSMQ in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:04.657381] [INFO ] [sig ] [521/3534] Forecasting BSMS... [2025-12-31T20:18:04.657411] [INFO ] [sig ] Generating forecast for: BSMS [2025-12-31T20:18:04.657442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'. [2025-12-31T20:18:04.669096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSMS'. [2025-12-31T20:18:04.669456] [INFO ] [FORECASTER] Starting predict_future for BSMS [2025-12-31T20:18:04.670253] [DEBUG] [LOCAL ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt [2025-12-31T20:18:04.670307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:04.670341] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:04.670368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:04.670426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:04.727622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:04.728479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:04.728561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:04.728614] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:04.847335] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:04.847499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:04.847541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:04.847639] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:04.851086] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=64.82%) [2025-12-31T20:18:04.851365] [INFO ] [FORECASTER] Completed predict_future for BSMS [2025-12-31T20:18:04.851492] [INFO ] [sig ] BSMS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:04.988660] [INFO ] [LOCAL ] Saved forecast: BSMS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSMS.txt [2025-12-31T20:18:04.988802] [INFO ] [sig ] [521/3534] Completed BSMS in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:04.988842] [INFO ] [sig ] [522/3534] Forecasting BSSX... [2025-12-31T20:18:04.988872] [INFO ] [sig ] Generating forecast for: BSSX [2025-12-31T20:18:04.988900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'. [2025-12-31T20:18:05.000643] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSSX'. [2025-12-31T20:18:05.000981] [INFO ] [FORECASTER] Starting predict_future for BSSX [2025-12-31T20:18:05.001795] [DEBUG] [LOCAL ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt [2025-12-31T20:18:05.001847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:05.001880] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:05.001906] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:05.001962] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:05.057804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:05.058588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:05.058668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:05.058700] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:05.158026] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:05.158185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:05.158224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:05.158253] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:05.161639] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=79.06%) [2025-12-31T20:18:05.161917] [INFO ] [FORECASTER] Completed predict_future for BSSX [2025-12-31T20:18:05.162041] [INFO ] [sig ] BSSX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:05.305075] [INFO ] [LOCAL ] Saved forecast: BSSX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSSX.txt [2025-12-31T20:18:05.305224] [INFO ] [sig ] [522/3534] Completed BSSX in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:05.305268] [INFO ] [sig ] [523/3534] Forecasting BSTZ... [2025-12-31T20:18:05.305298] [INFO ] [sig ] Generating forecast for: BSTZ [2025-12-31T20:18:05.305330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-12-31T20:18:05.317322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'. [2025-12-31T20:18:05.317639] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-12-31T20:18:05.318446] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-12-31T20:18:05.318499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:05.318531] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:05.318557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:05.318644] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:05.375774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:05.376403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:05.376494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:05.376529] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:05.496128] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:05.496265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:05.496304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:05.496364] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:05.499714] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=72.32%) [2025-12-31T20:18:05.499987] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-12-31T20:18:05.500107] [INFO ] [sig ] BSTZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:05.696376] [INFO ] [LOCAL ] Saved forecast: BSTZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSTZ.txt [2025-12-31T20:18:05.696513] [INFO ] [sig ] [523/3534] Completed BSTZ in 0.4s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:05.696551] [INFO ] [sig ] [524/3534] Forecasting BSVN... [2025-12-31T20:18:05.696600] [INFO ] [sig ] Generating forecast for: BSVN [2025-12-31T20:18:05.696634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'. [2025-12-31T20:18:05.707389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVN'. [2025-12-31T20:18:05.707738] [INFO ] [FORECASTER] Starting predict_future for BSVN [2025-12-31T20:18:05.708516] [DEBUG] [LOCAL ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt [2025-12-31T20:18:05.708600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:05.708638] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:05.708666] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:05.708724] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:05.766007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:05.766915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:05.767009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:05.767042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:05.880751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:05.880920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:05.880961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:05.880991] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:05.884495] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=20.06%) [2025-12-31T20:18:05.884801] [INFO ] [FORECASTER] Completed predict_future for BSVN [2025-12-31T20:18:05.884935] [INFO ] [sig ] BSVN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:06.029691] [INFO ] [LOCAL ] Saved forecast: BSVN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BSVN.txt [2025-12-31T20:18:06.029892] [INFO ] [sig ] [524/3534] Completed BSVN in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:06.029936] [INFO ] [sig ] [525/3534] Forecasting BSVO... [2025-12-31T20:18:06.029967] [INFO ] [sig ] Generating forecast for: BSVO [2025-12-31T20:18:06.030004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'. [2025-12-31T20:18:06.042998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSVO'. [2025-12-31T20:18:06.043292] [INFO ] [FORECASTER] Starting predict_future for BSVO [2025-12-31T20:18:06.044170] [DEBUG] [LOCAL ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt [2025-12-31T20:18:06.044244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:06.044277] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:06.044304] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:06.044361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:06.102238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:06.103195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:06.103279] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:06.103322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:06.225030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:06.225198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:06.225244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:06.225277] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:06.228848] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=8.28%) [2025-12-31T20:18:06.229133] [INFO ] [FORECASTER] Completed predict_future for BSVO [2025-12-31T20:18:06.229282] [INFO ] [sig ] BSVO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:06.372039] [INFO ] [LOCAL ] Saved forecast: BSVO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BSVO.txt [2025-12-31T20:18:06.372179] [INFO ] [sig ] [525/3534] Completed BSVO in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:06.372220] [INFO ] [sig ] [526/3534] Forecasting BSX... [2025-12-31T20:18:06.372252] [INFO ] [sig ] Generating forecast for: BSX [2025-12-31T20:18:06.372285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-12-31T20:18:06.384064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSX'. [2025-12-31T20:18:06.384356] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-12-31T20:18:06.385135] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-12-31T20:18:06.385188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:06.385220] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:06.385248] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:06.385305] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:06.444447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:06.445234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:06.445316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:06.445349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:06.572717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:06.572880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:06.572920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:06.572948] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:06.576357] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=85.34%) [2025-12-31T20:18:06.576651] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-12-31T20:18:06.576775] [INFO ] [sig ] BSX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:06.716214] [INFO ] [LOCAL ] Saved forecast: BSX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSX.txt [2025-12-31T20:18:06.716370] [INFO ] [sig ] [526/3534] Completed BSX in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:06.716412] [INFO ] [sig ] [527/3534] Forecasting BSY... [2025-12-31T20:18:06.716442] [INFO ] [sig ] Generating forecast for: BSY [2025-12-31T20:18:06.716472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'. [2025-12-31T20:18:06.727948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BSY'. [2025-12-31T20:18:06.728241] [INFO ] [FORECASTER] Starting predict_future for BSY [2025-12-31T20:18:06.729028] [DEBUG] [LOCAL ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt [2025-12-31T20:18:06.729080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:06.729113] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:06.729140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:06.729198] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:06.787035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:06.787904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:06.787985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:06.788018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:06.911829] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:06.911986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:06.912026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:06.912055] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:06.915459] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=93.39%) [2025-12-31T20:18:06.915759] [INFO ] [FORECASTER] Completed predict_future for BSY [2025-12-31T20:18:06.915886] [INFO ] [sig ] BSY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:07.056854] [INFO ] [LOCAL ] Saved forecast: BSY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BSY.txt [2025-12-31T20:18:07.057014] [INFO ] [sig ] [527/3534] Completed BSY in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:07.057054] [INFO ] [sig ] [528/3534] Forecasting BTA... [2025-12-31T20:18:07.057085] [INFO ] [sig ] Generating forecast for: BTA [2025-12-31T20:18:07.057115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-12-31T20:18:07.072464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTA'. [2025-12-31T20:18:07.072809] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-12-31T20:18:07.073594] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-12-31T20:18:07.073652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:07.073684] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:07.073711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:07.073769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:07.131647] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:07.132507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:07.132611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:07.132647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:07.243551] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:07.243734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:07.243775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:07.243803] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:07.247204] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-12-31T20:18:07.247479] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-12-31T20:18:07.247624] [INFO ] [sig ] BTA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:07.389668] [INFO ] [LOCAL ] Saved forecast: BTA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BTA.txt [2025-12-31T20:18:07.389811] [INFO ] [sig ] [528/3534] Completed BTA in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:07.389874] [INFO ] [sig ] [529/3534] Forecasting BTAI... [2025-12-31T20:18:07.389908] [INFO ] [sig ] Generating forecast for: BTAI [2025-12-31T20:18:07.389940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'. [2025-12-31T20:18:07.401878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTAI'. [2025-12-31T20:18:07.402231] [INFO ] [FORECASTER] Starting predict_future for BTAI [2025-12-31T20:18:07.403045] [DEBUG] [LOCAL ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt [2025-12-31T20:18:07.403098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:07.403130] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:07.403166] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:07.403238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:07.464000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:07.465053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:07.465139] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:07.465173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:07.587413] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:07.587588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:07.587630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:07.587658] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:07.591028] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: UP (p=94.96%) [2025-12-31T20:18:07.591316] [INFO ] [FORECASTER] Completed predict_future for BTAI [2025-12-31T20:18:07.591440] [INFO ] [sig ] BTAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:07.730694] [INFO ] [LOCAL ] Saved forecast: BTAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BTAI.txt [2025-12-31T20:18:07.730863] [INFO ] [sig ] [529/3534] Completed BTAI in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:07.730906] [INFO ] [sig ] [530/3534] Forecasting BTCS... [2025-12-31T20:18:07.730935] [INFO ] [sig ] Generating forecast for: BTCS [2025-12-31T20:18:07.730967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'. [2025-12-31T20:18:07.743067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTCS'. [2025-12-31T20:18:07.743454] [INFO ] [FORECASTER] Starting predict_future for BTCS [2025-12-31T20:18:07.744320] [DEBUG] [LOCAL ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt [2025-12-31T20:18:07.744373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:07.744405] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:07.744433] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:07.744491] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:07.800440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:07.801431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:07.801541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:07.801593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:07.915003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:07.915164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:07.915204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:07.915234] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:07.918618] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-12-31T20:18:07.918910] [INFO ] [FORECASTER] Completed predict_future for BTCS [2025-12-31T20:18:07.919033] [INFO ] [sig ] BTCS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:08.057325] [INFO ] [LOCAL ] Saved forecast: BTCS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BTCS.txt [2025-12-31T20:18:08.057460] [INFO ] [sig ] [530/3534] Completed BTCS in 0.3s | 2.90 sym/s | Total: 3.0m | ETA: 17.3m [2025-12-31T20:18:08.057500] [INFO ] [sig ] [531/3534] Forecasting BTE... [2025-12-31T20:18:08.057531] [INFO ] [sig ] Generating forecast for: BTE [2025-12-31T20:18:08.057561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-12-31T20:18:08.069380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTE'. [2025-12-31T20:18:08.069706] [INFO ] [FORECASTER] Starting predict_future for BTE [2025-12-31T20:18:08.070490] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-12-31T20:18:08.070542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:08.070591] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:08.070621] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:08.070679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:08.127932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:08.128766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:08.128848] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:08.128880] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:08.248847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:08.249048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:08.249099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:08.249131] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:08.252855] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=16.71%) [2025-12-31T20:18:08.253207] [INFO ] [FORECASTER] Completed predict_future for BTE [2025-12-31T20:18:08.253355] [INFO ] [sig ] BTE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:08.400259] [INFO ] [LOCAL ] Saved forecast: BTE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BTE.txt [2025-12-31T20:18:08.400411] [INFO ] [sig ] [531/3534] Completed BTE in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.3m [2025-12-31T20:18:08.400458] [INFO ] [sig ] [532/3534] Forecasting BTF... [2025-12-31T20:18:08.400491] [INFO ] [sig ] Generating forecast for: BTF [2025-12-31T20:18:08.400523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'. [2025-12-31T20:18:08.412053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTF'. [2025-12-31T20:18:08.412334] [INFO ] [FORECASTER] Starting predict_future for BTF [2025-12-31T20:18:08.413118] [DEBUG] [LOCAL ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt [2025-12-31T20:18:08.413171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:08.413204] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:08.413233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:08.413290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:08.469940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:08.470850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:08.470937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:08.470971] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:08.591017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:08.591188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:08.591248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:08.591279] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:08.594720] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=20.59%) [2025-12-31T20:18:08.595013] [INFO ] [FORECASTER] Completed predict_future for BTF [2025-12-31T20:18:08.595140] [INFO ] [sig ] BTF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:08.738721] [INFO ] [LOCAL ] Saved forecast: BTF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BTF.txt [2025-12-31T20:18:08.738856] [INFO ] [sig ] [532/3534] Completed BTF in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.3m [2025-12-31T20:18:08.738896] [INFO ] [sig ] [533/3534] Forecasting BTI... [2025-12-31T20:18:08.738926] [INFO ] [sig ] Generating forecast for: BTI [2025-12-31T20:18:08.738958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-12-31T20:18:08.750707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTI'. [2025-12-31T20:18:08.751016] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-12-31T20:18:08.751803] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-12-31T20:18:08.751855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:08.751887] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:08.751913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:08.751970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:08.808527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:08.809234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:08.809350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:08.809387] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:08.940138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:08.940317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:08.940359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:08.940388] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:08.943998] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=93.71%) [2025-12-31T20:18:08.944457] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-12-31T20:18:08.944606] [INFO ] [sig ] BTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:09.084664] [INFO ] [LOCAL ] Saved forecast: BTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BTI.txt [2025-12-31T20:18:09.084870] [INFO ] [sig ] [533/3534] Completed BTI in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.3m [2025-12-31T20:18:09.084914] [INFO ] [sig ] [534/3534] Forecasting BTM... [2025-12-31T20:18:09.084945] [INFO ] [sig ] Generating forecast for: BTM [2025-12-31T20:18:09.084976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'. [2025-12-31T20:18:09.096286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTM'. [2025-12-31T20:18:09.096649] [INFO ] [FORECASTER] Starting predict_future for BTM [2025-12-31T20:18:09.097431] [DEBUG] [LOCAL ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt [2025-12-31T20:18:09.097484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:09.097517] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:09.097544] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:09.097618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:09.154421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:09.155337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:09.155435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:09.155468] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:09.270556] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:09.270736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:09.270784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:09.270819] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:09.274160] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: DOWN (p=22.89%) [2025-12-31T20:18:09.274439] [INFO ] [FORECASTER] Completed predict_future for BTM [2025-12-31T20:18:09.274563] [INFO ] [sig ] BTM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:09.413303] [INFO ] [LOCAL ] Saved forecast: BTM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BTM.txt [2025-12-31T20:18:09.413442] [INFO ] [sig ] [534/3534] Completed BTM in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.3m [2025-12-31T20:18:09.413482] [INFO ] [sig ] [535/3534] Forecasting BTMD... [2025-12-31T20:18:09.413512] [INFO ] [sig ] Generating forecast for: BTMD [2025-12-31T20:18:09.413543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'. [2025-12-31T20:18:09.424782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTMD'. [2025-12-31T20:18:09.425058] [INFO ] [FORECASTER] Starting predict_future for BTMD [2025-12-31T20:18:09.425864] [DEBUG] [LOCAL ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt [2025-12-31T20:18:09.425915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:09.425947] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:09.425975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:09.426033] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:09.483360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:09.484247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:09.484339] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:09.484372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:09.608950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:09.609108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:09.609149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:09.609177] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:09.612617] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-12-31T20:18:09.612924] [INFO ] [FORECASTER] Completed predict_future for BTMD [2025-12-31T20:18:09.613050] [INFO ] [sig ] BTMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:09.757222] [INFO ] [LOCAL ] Saved forecast: BTMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BTMD.txt [2025-12-31T20:18:09.757390] [INFO ] [sig ] [535/3534] Completed BTMD in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.3m [2025-12-31T20:18:09.757431] [INFO ] [sig ] [536/3534] Forecasting BTSG... [2025-12-31T20:18:09.757462] [INFO ] [sig ] Generating forecast for: BTSG [2025-12-31T20:18:09.757492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'. [2025-12-31T20:18:09.770294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTSG'. [2025-12-31T20:18:09.770706] [INFO ] [FORECASTER] Starting predict_future for BTSG [2025-12-31T20:18:09.771483] [DEBUG] [LOCAL ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt [2025-12-31T20:18:09.771535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:09.771599] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:09.771630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:09.771691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:09.830809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:09.831734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:09.831818] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:09.831852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:09.951193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:09.951353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:09.951394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:09.951423] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:09.954807] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=2.77%) [2025-12-31T20:18:09.955083] [INFO ] [FORECASTER] Completed predict_future for BTSG [2025-12-31T20:18:09.955210] [INFO ] [sig ] BTSG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:10.094595] [INFO ] [LOCAL ] Saved forecast: BTSG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BTSG.txt [2025-12-31T20:18:10.094733] [INFO ] [sig ] [536/3534] Completed BTSG in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:10.094773] [INFO ] [sig ] [537/3534] Forecasting BTZ... [2025-12-31T20:18:10.094803] [INFO ] [sig ] Generating forecast for: BTZ [2025-12-31T20:18:10.094834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-12-31T20:18:10.106815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BTZ'. [2025-12-31T20:18:10.107099] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-12-31T20:18:10.107891] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-12-31T20:18:10.107945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:10.108002] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:10.108031] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:10.108091] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:10.168103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:10.168855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:10.169122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:10.169154] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:10.290676] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:10.290841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:10.290891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:10.290923] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:10.294984] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=74.06%) [2025-12-31T20:18:10.295325] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-12-31T20:18:10.295456] [INFO ] [sig ] BTZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:10.454721] [INFO ] [LOCAL ] Saved forecast: BTZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BTZ.txt [2025-12-31T20:18:10.454899] [INFO ] [sig ] [537/3534] Completed BTZ in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:10.454950] [INFO ] [sig ] [538/3534] Forecasting BUD... [2025-12-31T20:18:10.454986] [INFO ] [sig ] Generating forecast for: BUD [2025-12-31T20:18:10.455027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-12-31T20:18:10.468300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUD'. [2025-12-31T20:18:10.468658] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-12-31T20:18:10.469532] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-12-31T20:18:10.469603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:10.469636] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:10.469662] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:10.469718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:10.525206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:10.525996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:10.526076] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:10.526108] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:10.644975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:10.645145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:10.645186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:10.645215] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:10.648610] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=22.43%) [2025-12-31T20:18:10.648907] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-12-31T20:18:10.649238] [INFO ] [sig ] BUD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:10.792924] [INFO ] [LOCAL ] Saved forecast: BUD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BUD.txt [2025-12-31T20:18:10.793091] [INFO ] [sig ] [538/3534] Completed BUD in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:10.793133] [INFO ] [sig ] [539/3534] Forecasting BUFC... [2025-12-31T20:18:10.793162] [INFO ] [sig ] Generating forecast for: BUFC [2025-12-31T20:18:10.793191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'. [2025-12-31T20:18:10.805852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUFC'. [2025-12-31T20:18:10.806442] [INFO ] [FORECASTER] Starting predict_future for BUFC [2025-12-31T20:18:10.807786] [DEBUG] [LOCAL ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt [2025-12-31T20:18:10.807845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:10.807886] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:10.808112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:10.808175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:10.873321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:10.874497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:10.874611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:10.874648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:10.982477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:10.982727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:10.982773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:10.982805] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:10.987210] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=2.76%) [2025-12-31T20:18:10.987568] [INFO ] [FORECASTER] Completed predict_future for BUFC [2025-12-31T20:18:10.987745] [INFO ] [sig ] BUFC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:11.138775] [INFO ] [LOCAL ] Saved forecast: BUFC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BUFC.txt [2025-12-31T20:18:11.138943] [INFO ] [sig ] [539/3534] Completed BUFC in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:11.138986] [INFO ] [sig ] [540/3534] Forecasting BUG... [2025-12-31T20:18:11.139023] [INFO ] [sig ] Generating forecast for: BUG [2025-12-31T20:18:11.139055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'. [2025-12-31T20:18:11.151282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUG'. [2025-12-31T20:18:11.151617] [INFO ] [FORECASTER] Starting predict_future for BUG [2025-12-31T20:18:11.152423] [DEBUG] [LOCAL ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt [2025-12-31T20:18:11.152474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:11.152506] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:11.152533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:11.152606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:11.209024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:11.209718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:11.209811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:11.209849] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:11.332899] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:11.333260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:11.333300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:11.333363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:11.337314] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=57.27%) [2025-12-31T20:18:11.337610] [INFO ] [FORECASTER] Completed predict_future for BUG [2025-12-31T20:18:11.337738] [INFO ] [sig ] BUG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:11.487950] [INFO ] [LOCAL ] Saved forecast: BUG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BUG.txt [2025-12-31T20:18:11.488113] [INFO ] [sig ] [540/3534] Completed BUG in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:11.488154] [INFO ] [sig ] [541/3534] Forecasting BUI... [2025-12-31T20:18:11.488183] [INFO ] [sig ] Generating forecast for: BUI [2025-12-31T20:18:11.488214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-12-31T20:18:11.503094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUI'. [2025-12-31T20:18:11.503509] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-12-31T20:18:11.504396] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-12-31T20:18:11.504448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:11.504480] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:11.504506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:11.504588] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:11.564372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:11.565321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:11.565408] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:11.565441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:11.686748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:11.686917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:11.686960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:11.686991] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:11.690627] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=92.75%) [2025-12-31T20:18:11.691007] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-12-31T20:18:11.691150] [INFO ] [sig ] BUI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:11.872633] [INFO ] [LOCAL ] Saved forecast: BUI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BUI.txt [2025-12-31T20:18:11.872802] [INFO ] [sig ] [541/3534] Completed BUI in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:11.872855] [INFO ] [sig ] [542/3534] Forecasting BURL... [2025-12-31T20:18:11.872889] [INFO ] [sig ] Generating forecast for: BURL [2025-12-31T20:18:11.872920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-12-31T20:18:11.885334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BURL'. [2025-12-31T20:18:11.885732] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-12-31T20:18:11.886518] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-12-31T20:18:11.886593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:11.886628] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:11.886656] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:11.886714] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:11.948290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:11.949225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:11.949335] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:11.949370] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:12.075165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:12.075325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:12.075364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:12.075393] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:12.078812] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=49.77%) [2025-12-31T20:18:12.079107] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-12-31T20:18:12.079236] [INFO ] [sig ] BURL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:12.221644] [INFO ] [LOCAL ] Saved forecast: BURL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BURL.txt [2025-12-31T20:18:12.221794] [INFO ] [sig ] [542/3534] Completed BURL in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:12.221835] [INFO ] [sig ] [543/3534] Forecasting BUSE... [2025-12-31T20:18:12.221865] [INFO ] [sig ] Generating forecast for: BUSE [2025-12-31T20:18:12.221897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'. [2025-12-31T20:18:12.234549] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUSE'. [2025-12-31T20:18:12.234926] [INFO ] [FORECASTER] Starting predict_future for BUSE [2025-12-31T20:18:12.235741] [DEBUG] [LOCAL ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt [2025-12-31T20:18:12.235795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:12.235830] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:12.235860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:12.235920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:12.294172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:12.294994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:12.295081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:12.295116] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:12.416609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:12.416775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:12.416815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:12.416860] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:12.420470] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=33.27%) [2025-12-31T20:18:12.420872] [INFO ] [FORECASTER] Completed predict_future for BUSE [2025-12-31T20:18:12.421024] [INFO ] [sig ] BUSE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:12.573343] [INFO ] [LOCAL ] Saved forecast: BUSE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BUSE.txt [2025-12-31T20:18:12.573514] [INFO ] [sig ] [543/3534] Completed BUSE in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:12.573559] [INFO ] [sig ] [544/3534] Forecasting BUXX... [2025-12-31T20:18:12.573616] [INFO ] [sig ] Generating forecast for: BUXX [2025-12-31T20:18:12.573652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-12-31T20:18:12.588793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BUXX'. [2025-12-31T20:18:12.589169] [INFO ] [FORECASTER] Starting predict_future for BUXX [2025-12-31T20:18:12.590056] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-12-31T20:18:12.590111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:12.590146] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:12.590176] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:12.590236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:12.649454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:12.650223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:12.650305] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:12.650339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:12.765303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:12.765441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:12.765480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:12.765508] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:12.768871] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-12-31T20:18:12.769141] [INFO ] [FORECASTER] Completed predict_future for BUXX [2025-12-31T20:18:12.769378] [INFO ] [sig ] BUXX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:12.909199] [INFO ] [LOCAL ] Saved forecast: BUXX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BUXX.txt [2025-12-31T20:18:12.909352] [INFO ] [sig ] [544/3534] Completed BUXX in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:12.909395] [INFO ] [sig ] [545/3534] Forecasting BVFL... [2025-12-31T20:18:12.909423] [INFO ] [sig ] Generating forecast for: BVFL [2025-12-31T20:18:12.909452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'. [2025-12-31T20:18:12.920613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVFL'. [2025-12-31T20:18:12.920921] [INFO ] [FORECASTER] Starting predict_future for BVFL [2025-12-31T20:18:12.921853] [DEBUG] [LOCAL ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt [2025-12-31T20:18:12.921905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:12.921936] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:12.921962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:12.922184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:12.980929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:12.981890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:12.981999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:12.982043] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:13.115455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:13.115660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:13.115718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:13.115769] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:13.120259] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=4.07%) [2025-12-31T20:18:13.120662] [INFO ] [FORECASTER] Completed predict_future for BVFL [2025-12-31T20:18:13.120859] [INFO ] [sig ] BVFL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:13.272415] [INFO ] [LOCAL ] Saved forecast: BVFL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BVFL.txt [2025-12-31T20:18:13.272551] [INFO ] [sig ] [545/3534] Completed BVFL in 0.4s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:13.272609] [INFO ] [sig ] [546/3534] Forecasting BVN... [2025-12-31T20:18:13.272642] [INFO ] [sig ] Generating forecast for: BVN [2025-12-31T20:18:13.272673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-12-31T20:18:13.285278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVN'. [2025-12-31T20:18:13.285685] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-12-31T20:18:13.286509] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-12-31T20:18:13.286564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:13.286624] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:13.286653] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:13.286712] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:13.347503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:13.348409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:13.348492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:13.348524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:13.469071] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:13.469238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:13.469307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:13.469336] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:13.472733] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=19.64%) [2025-12-31T20:18:13.473006] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-12-31T20:18:13.473139] [INFO ] [sig ] BVN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:13.613601] [INFO ] [LOCAL ] Saved forecast: BVN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BVN.txt [2025-12-31T20:18:13.613757] [INFO ] [sig ] [546/3534] Completed BVN in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:13.613798] [INFO ] [sig ] [547/3534] Forecasting BVS... [2025-12-31T20:18:13.613827] [INFO ] [sig ] Generating forecast for: BVS [2025-12-31T20:18:13.613858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'. [2025-12-31T20:18:13.624023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BVS'. [2025-12-31T20:18:13.624312] [INFO ] [FORECASTER] Starting predict_future for BVS [2025-12-31T20:18:13.625124] [DEBUG] [LOCAL ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt [2025-12-31T20:18:13.625176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:13.625208] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:13.625236] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:13.625304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:13.682369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:13.683089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:13.683206] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:13.683239] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:13.816806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:13.816973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:13.817015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:13.817044] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:13.820523] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: DOWN (p=17.27%) [2025-12-31T20:18:13.820831] [INFO ] [FORECASTER] Completed predict_future for BVS [2025-12-31T20:18:13.820958] [INFO ] [sig ] BVS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:13.962207] [INFO ] [LOCAL ] Saved forecast: BVS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BVS.txt [2025-12-31T20:18:13.962359] [INFO ] [sig ] [547/3534] Completed BVS in 0.3s | 2.90 sym/s | Total: 3.1m | ETA: 17.2m [2025-12-31T20:18:13.962399] [INFO ] [sig ] [548/3534] Forecasting BWA... [2025-12-31T20:18:13.962430] [INFO ] [sig ] Generating forecast for: BWA [2025-12-31T20:18:13.962462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-12-31T20:18:13.974402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWA'. [2025-12-31T20:18:13.974772] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-12-31T20:18:13.975628] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-12-31T20:18:13.975682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:13.975715] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:13.975743] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:13.975802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:14.038010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:14.038977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:14.039064] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:14.039098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:14.160716] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:14.160877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:14.160918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:14.160948] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:14.164342] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=86.72%) [2025-12-31T20:18:14.164643] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-12-31T20:18:14.164775] [INFO ] [sig ] BWA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:14.309933] [INFO ] [LOCAL ] Saved forecast: BWA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BWA.txt [2025-12-31T20:18:14.310080] [INFO ] [sig ] [548/3534] Completed BWA in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.2m [2025-12-31T20:18:14.310120] [INFO ] [sig ] [549/3534] Forecasting BWAY... [2025-12-31T20:18:14.310152] [INFO ] [sig ] Generating forecast for: BWAY [2025-12-31T20:18:14.310182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'. [2025-12-31T20:18:14.321327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWAY'. [2025-12-31T20:18:14.321665] [INFO ] [FORECASTER] Starting predict_future for BWAY [2025-12-31T20:18:14.322432] [DEBUG] [LOCAL ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt [2025-12-31T20:18:14.322495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:14.322527] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:14.322554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:14.322656] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:14.380358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:14.381287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:14.381374] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:14.381408] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:14.504013] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:14.504169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:14.504210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:14.504237] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:14.507645] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=97.90%) [2025-12-31T20:18:14.507932] [INFO ] [FORECASTER] Completed predict_future for BWAY [2025-12-31T20:18:14.508057] [INFO ] [sig ] BWAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:14.668125] [INFO ] [LOCAL ] Saved forecast: BWAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BWAY.txt [2025-12-31T20:18:14.668283] [INFO ] [sig ] [549/3534] Completed BWAY in 0.4s | 2.90 sym/s | Total: 3.2m | ETA: 17.2m [2025-12-31T20:18:14.668323] [INFO ] [sig ] [550/3534] Forecasting BWB... [2025-12-31T20:18:14.668354] [INFO ] [sig ] Generating forecast for: BWB [2025-12-31T20:18:14.668384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'. [2025-12-31T20:18:14.680454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWB'. [2025-12-31T20:18:14.680792] [INFO ] [FORECASTER] Starting predict_future for BWB [2025-12-31T20:18:14.681650] [DEBUG] [LOCAL ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt [2025-12-31T20:18:14.681704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:14.681741] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:14.681780] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:14.681846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:14.744760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:14.746156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:14.746251] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:14.746285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:14.878164] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:14.878334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:14.878377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:14.878407] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:14.882042] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=26.05%) [2025-12-31T20:18:14.882341] [INFO ] [FORECASTER] Completed predict_future for BWB [2025-12-31T20:18:14.882475] [INFO ] [sig ] BWB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:15.023419] [INFO ] [LOCAL ] Saved forecast: BWB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BWB.txt [2025-12-31T20:18:15.023616] [INFO ] [sig ] [550/3534] Completed BWB in 0.4s | 2.90 sym/s | Total: 3.2m | ETA: 17.2m [2025-12-31T20:18:15.023660] [INFO ] [sig ] [551/3534] Forecasting BWEN... [2025-12-31T20:18:15.023708] [INFO ] [sig ] Generating forecast for: BWEN [2025-12-31T20:18:15.023740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'. [2025-12-31T20:18:15.035455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWEN'. [2025-12-31T20:18:15.035728] [INFO ] [FORECASTER] Starting predict_future for BWEN [2025-12-31T20:18:15.036485] [DEBUG] [LOCAL ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt [2025-12-31T20:18:15.036537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:15.036589] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:15.036620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:15.036678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:15.093216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:15.094087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:15.094171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:15.094204] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:15.214257] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:15.214421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:15.214461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:15.214489] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:15.217856] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=40.40%) [2025-12-31T20:18:15.218139] [INFO ] [FORECASTER] Completed predict_future for BWEN [2025-12-31T20:18:15.218265] [INFO ] [sig ] BWEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:15.358427] [INFO ] [LOCAL ] Saved forecast: BWEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BWEN.txt [2025-12-31T20:18:15.358607] [INFO ] [sig ] [551/3534] Completed BWEN in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.2m [2025-12-31T20:18:15.358650] [INFO ] [sig ] [552/3534] Forecasting BWFG... [2025-12-31T20:18:15.358681] [INFO ] [sig ] Generating forecast for: BWFG [2025-12-31T20:18:15.358712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'. [2025-12-31T20:18:15.370396] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWFG'. [2025-12-31T20:18:15.370833] [INFO ] [FORECASTER] Starting predict_future for BWFG [2025-12-31T20:18:15.371726] [DEBUG] [LOCAL ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt [2025-12-31T20:18:15.371780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:15.371812] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:15.371839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:15.371897] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:15.428640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:15.429464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:15.429548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:15.429597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:15.547808] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:15.547962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:15.548003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:15.548031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:15.551375] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=96.78%) [2025-12-31T20:18:15.551693] [INFO ] [FORECASTER] Completed predict_future for BWFG [2025-12-31T20:18:15.551823] [INFO ] [sig ] BWFG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:15.689546] [INFO ] [LOCAL ] Saved forecast: BWFG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BWFG.txt [2025-12-31T20:18:15.689715] [INFO ] [sig ] [552/3534] Completed BWFG in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.2m [2025-12-31T20:18:15.689758] [INFO ] [sig ] [553/3534] Forecasting BWG... [2025-12-31T20:18:15.689787] [INFO ] [sig ] Generating forecast for: BWG [2025-12-31T20:18:15.689817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-12-31T20:18:15.703615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWG'. [2025-12-31T20:18:15.704082] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-12-31T20:18:15.704910] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-12-31T20:18:15.704963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:15.704997] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:15.705025] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:15.705082] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:15.761437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:15.762248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:15.762329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:15.762362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:15.881528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:15.881709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:15.881749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:15.881780] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:15.885145] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=14.49%) [2025-12-31T20:18:15.885423] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-12-31T20:18:15.885548] [INFO ] [sig ] BWG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:16.023876] [INFO ] [LOCAL ] Saved forecast: BWG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BWG.txt [2025-12-31T20:18:16.024027] [INFO ] [sig ] [553/3534] Completed BWG in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.2m [2025-12-31T20:18:16.024069] [INFO ] [sig ] [554/3534] Forecasting BWIN... [2025-12-31T20:18:16.024289] [INFO ] [sig ] Generating forecast for: BWIN [2025-12-31T20:18:16.024319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'. [2025-12-31T20:18:16.036772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWIN'. [2025-12-31T20:18:16.037146] [INFO ] [FORECASTER] Starting predict_future for BWIN [2025-12-31T20:18:16.038024] [DEBUG] [LOCAL ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt [2025-12-31T20:18:16.038076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:16.038138] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:16.038167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:16.038226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:16.095615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:16.096491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:16.096599] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:16.096635] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:16.215643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:16.215800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:16.215843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:16.215872] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:16.219234] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=0.47%) [2025-12-31T20:18:16.219554] [INFO ] [FORECASTER] Completed predict_future for BWIN [2025-12-31T20:18:16.219694] [INFO ] [sig ] BWIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:16.360723] [INFO ] [LOCAL ] Saved forecast: BWIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BWIN.txt [2025-12-31T20:18:16.360861] [INFO ] [sig ] [554/3534] Completed BWIN in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:16.360901] [INFO ] [sig ] [555/3534] Forecasting BWMN... [2025-12-31T20:18:16.360931] [INFO ] [sig ] Generating forecast for: BWMN [2025-12-31T20:18:16.360961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'. [2025-12-31T20:18:16.372178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BWMN'. [2025-12-31T20:18:16.372518] [INFO ] [FORECASTER] Starting predict_future for BWMN [2025-12-31T20:18:16.373330] [DEBUG] [LOCAL ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt [2025-12-31T20:18:16.373382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:16.373414] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:16.373440] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:16.373496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:16.429405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:16.430105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:16.430184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:16.430216] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:16.550980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:16.551142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:16.551183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:16.551211] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:16.554627] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: DOWN (p=24.04%) [2025-12-31T20:18:16.554916] [INFO ] [FORECASTER] Completed predict_future for BWMN [2025-12-31T20:18:16.555050] [INFO ] [sig ] BWMN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:16.691521] [INFO ] [LOCAL ] Saved forecast: BWMN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BWMN.txt [2025-12-31T20:18:16.691680] [INFO ] [sig ] [555/3534] Completed BWMN in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:16.691722] [INFO ] [sig ] [556/3534] Forecasting BXC... [2025-12-31T20:18:16.691752] [INFO ] [sig ] Generating forecast for: BXC [2025-12-31T20:18:16.691783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-12-31T20:18:16.702931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXC'. [2025-12-31T20:18:16.703228] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-12-31T20:18:16.704015] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-12-31T20:18:16.704067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:16.704100] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:16.704126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:16.704184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:16.760231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:16.761014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:16.761095] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:16.761128] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:16.880972] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:16.881132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:16.881190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:16.881220] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:16.884553] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=4.23%) [2025-12-31T20:18:16.884842] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-12-31T20:18:16.884964] [INFO ] [sig ] BXC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:17.022163] [INFO ] [LOCAL ] Saved forecast: BXC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BXC.txt [2025-12-31T20:18:17.022294] [INFO ] [sig ] [556/3534] Completed BXC in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:17.022335] [INFO ] [sig ] [557/3534] Forecasting BXMX... [2025-12-31T20:18:17.022365] [INFO ] [sig ] Generating forecast for: BXMX [2025-12-31T20:18:17.022397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-12-31T20:18:17.034503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXMX'. [2025-12-31T20:18:17.034852] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-12-31T20:18:17.035637] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-12-31T20:18:17.035689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:17.035720] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:17.035746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:17.035802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:17.091562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:17.092325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:17.092405] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:17.092438] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:17.214926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:17.215119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:17.215161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:17.215229] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:17.218680] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=26.49%) [2025-12-31T20:18:17.218961] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-12-31T20:18:17.219084] [INFO ] [sig ] BXMX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:17.356715] [INFO ] [LOCAL ] Saved forecast: BXMX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BXMX.txt [2025-12-31T20:18:17.356860] [INFO ] [sig ] [557/3534] Completed BXMX in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:17.356902] [INFO ] [sig ] [558/3534] Forecasting BXP... [2025-12-31T20:18:17.356931] [INFO ] [sig ] Generating forecast for: BXP [2025-12-31T20:18:17.356962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-12-31T20:18:17.370369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXP'. [2025-12-31T20:18:17.370691] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-12-31T20:18:17.371472] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-12-31T20:18:17.371524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:17.371556] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:17.371602] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:17.371662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:17.428476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:17.429212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:17.429312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:17.429346] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:17.548284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:17.548441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:17.548480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:17.548509] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:17.551841] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=77.59%) [2025-12-31T20:18:17.552116] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-12-31T20:18:17.552238] [INFO ] [sig ] BXP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:17.690024] [INFO ] [LOCAL ] Saved forecast: BXP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BXP.txt [2025-12-31T20:18:17.690169] [INFO ] [sig ] [558/3534] Completed BXP in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:17.690210] [INFO ] [sig ] [559/3534] Forecasting BXSL... [2025-12-31T20:18:17.690239] [INFO ] [sig ] Generating forecast for: BXSL [2025-12-31T20:18:17.690270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-12-31T20:18:17.702039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BXSL'. [2025-12-31T20:18:17.702361] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-12-31T20:18:17.703130] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-12-31T20:18:17.703182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:17.703214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:17.703241] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:17.703299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:17.759692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:17.760410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:17.760488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:17.760521] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:17.874411] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:17.874565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:17.874622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:17.874651] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:17.877960] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=27.06%) [2025-12-31T20:18:17.878232] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-12-31T20:18:17.878355] [INFO ] [sig ] BXSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:18.019402] [INFO ] [LOCAL ] Saved forecast: BXSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BXSL.txt [2025-12-31T20:18:18.019551] [INFO ] [sig ] [559/3534] Completed BXSL in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:18.019608] [INFO ] [sig ] [560/3534] Forecasting BYD... [2025-12-31T20:18:18.019639] [INFO ] [sig ] Generating forecast for: BYD [2025-12-31T20:18:18.019670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-12-31T20:18:18.032973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYD'. [2025-12-31T20:18:18.033283] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-12-31T20:18:18.034098] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-12-31T20:18:18.034151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:18.034195] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:18.034225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:18.034284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:18.090732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:18.091467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:18.091551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:18.091604] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:18.211883] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:18.212033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:18.212075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:18.212104] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:18.215478] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=56.73%) [2025-12-31T20:18:18.215769] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-12-31T20:18:18.215896] [INFO ] [sig ] BYD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:18.355529] [INFO ] [LOCAL ] Saved forecast: BYD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BYD.txt [2025-12-31T20:18:18.355683] [INFO ] [sig ] [560/3534] Completed BYD in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:18.355723] [INFO ] [sig ] [561/3534] Forecasting BYM... [2025-12-31T20:18:18.355751] [INFO ] [sig ] Generating forecast for: BYM [2025-12-31T20:18:18.355781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-12-31T20:18:18.367998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYM'. [2025-12-31T20:18:18.368278] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-12-31T20:18:18.369049] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-12-31T20:18:18.369101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:18.369133] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:18.369159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:18.369216] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:18.426291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:18.426972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:18.427057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:18.427089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:18.547736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:18.547905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:18.547953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:18.547987] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:18.551416] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-12-31T20:18:18.551715] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-12-31T20:18:18.551843] [INFO ] [sig ] BYM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:18.693768] [INFO ] [LOCAL ] Saved forecast: BYM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BYM.txt [2025-12-31T20:18:18.693939] [INFO ] [sig ] [561/3534] Completed BYM in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:18.693982] [INFO ] [sig ] [562/3534] Forecasting BYRN... [2025-12-31T20:18:18.694014] [INFO ] [sig ] Generating forecast for: BYRN [2025-12-31T20:18:18.694240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'. [2025-12-31T20:18:18.708305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYRN'. [2025-12-31T20:18:18.708667] [INFO ] [FORECASTER] Starting predict_future for BYRN [2025-12-31T20:18:18.709453] [DEBUG] [LOCAL ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt [2025-12-31T20:18:18.709504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:18.709535] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:18.709562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:18.709638] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:18.768024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:18.768834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:18.768917] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:18.768953] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:18.892204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:18.892367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:18.892407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:18.892434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:18.896001] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: UP (p=83.92%) [2025-12-31T20:18:18.896486] [INFO ] [FORECASTER] Completed predict_future for BYRN [2025-12-31T20:18:18.896635] [INFO ] [sig ] BYRN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:19.038433] [INFO ] [LOCAL ] Saved forecast: BYRN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BYRN.txt [2025-12-31T20:18:19.038599] [INFO ] [sig ] [562/3534] Completed BYRN in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:19.038643] [INFO ] [sig ] [563/3534] Forecasting BYSI... [2025-12-31T20:18:19.038672] [INFO ] [sig ] Generating forecast for: BYSI [2025-12-31T20:18:19.038703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'. [2025-12-31T20:18:19.052852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BYSI'. [2025-12-31T20:18:19.053393] [INFO ] [FORECASTER] Starting predict_future for BYSI [2025-12-31T20:18:19.054175] [DEBUG] [LOCAL ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt [2025-12-31T20:18:19.054227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:19.054260] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:19.054287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:19.054344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:19.113457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:19.114498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:19.114597] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:19.114631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:19.220590] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:19.220749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:19.220789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:19.220816] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:19.224185] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=1.02%) [2025-12-31T20:18:19.224471] [INFO ] [FORECASTER] Completed predict_future for BYSI [2025-12-31T20:18:19.224614] [INFO ] [sig ] BYSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:19.370814] [INFO ] [LOCAL ] Saved forecast: BYSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BYSI.txt [2025-12-31T20:18:19.370988] [INFO ] [sig ] [563/3534] Completed BYSI in 0.3s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:19.371041] [INFO ] [sig ] [564/3534] Forecasting BZ... [2025-12-31T20:18:19.371080] [INFO ] [sig ] Generating forecast for: BZ [2025-12-31T20:18:19.371121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'. [2025-12-31T20:18:19.384259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZ'. [2025-12-31T20:18:19.384657] [INFO ] [FORECASTER] Starting predict_future for BZ [2025-12-31T20:18:19.385484] [DEBUG] [LOCAL ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt [2025-12-31T20:18:19.385538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:19.385595] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:19.385628] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:19.385689] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:19.454275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:19.455346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:19.455470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:19.455520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:19.591633] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:19.591791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:19.591832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:19.591862] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:19.595393] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=12.45%) [2025-12-31T20:18:19.595697] [INFO ] [FORECASTER] Completed predict_future for BZ [2025-12-31T20:18:19.595864] [INFO ] [sig ] BZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:19.757443] [INFO ] [LOCAL ] Saved forecast: BZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/BZ.txt [2025-12-31T20:18:19.757642] [INFO ] [sig ] [564/3534] Completed BZ in 0.4s | 2.90 sym/s | Total: 3.2m | ETA: 17.1m [2025-12-31T20:18:19.757697] [INFO ] [sig ] [565/3534] Forecasting BZH... [2025-12-31T20:18:19.757731] [INFO ] [sig ] Generating forecast for: BZH [2025-12-31T20:18:19.757775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-12-31T20:18:19.770455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZH'. [2025-12-31T20:18:19.770830] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-12-31T20:18:19.771699] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-12-31T20:18:19.771754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:19.771787] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:19.771814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:19.771872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:19.833554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:19.834369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:19.834452] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:19.834488] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:19.959808] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:19.959981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:19.960027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:19.960058] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:19.963663] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=78.69%) [2025-12-31T20:18:19.963946] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-12-31T20:18:19.964075] [INFO ] [sig ] BZH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:20.112095] [INFO ] [LOCAL ] Saved forecast: BZH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BZH.txt [2025-12-31T20:18:20.112254] [INFO ] [sig ] [565/3534] Completed BZH in 0.4s | 2.90 sym/s | Total: 3.3m | ETA: 17.1m [2025-12-31T20:18:20.112295] [INFO ] [sig ] [566/3534] Forecasting BZUN... [2025-12-31T20:18:20.112325] [INFO ] [sig ] Generating forecast for: BZUN [2025-12-31T20:18:20.112355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'. [2025-12-31T20:18:20.124561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'BZUN'. [2025-12-31T20:18:20.124947] [INFO ] [FORECASTER] Starting predict_future for BZUN [2025-12-31T20:18:20.125859] [DEBUG] [LOCAL ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt [2025-12-31T20:18:20.125923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:20.125966] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:20.125995] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:20.126061] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:20.192296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:20.193351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:20.193448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:20.193482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:20.312318] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:20.312472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:20.312515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:20.312543] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:20.316047] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=91.28%) [2025-12-31T20:18:20.316348] [INFO ] [FORECASTER] Completed predict_future for BZUN [2025-12-31T20:18:20.316475] [INFO ] [sig ] BZUN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:20.454983] [INFO ] [LOCAL ] Saved forecast: BZUN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/BZUN.txt [2025-12-31T20:18:20.455137] [INFO ] [sig ] [566/3534] Completed BZUN in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.1m [2025-12-31T20:18:20.455177] [INFO ] [sig ] [567/3534] Forecasting C... [2025-12-31T20:18:20.455209] [INFO ] [sig ] Generating forecast for: C [2025-12-31T20:18:20.455239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-12-31T20:18:20.466998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'C'. [2025-12-31T20:18:20.467312] [INFO ] [FORECASTER] Starting predict_future for C [2025-12-31T20:18:20.468100] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-12-31T20:18:20.468152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:20.468185] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:20.468213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:20.468269] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:20.524515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:20.525185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:20.525263] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:20.525295] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:20.649380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:20.649542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:20.649602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:20.649650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:20.653061] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=48.95%) [2025-12-31T20:18:20.653333] [INFO ] [FORECASTER] Completed predict_future for C [2025-12-31T20:18:20.653456] [INFO ] [sig ] C: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:20.792356] [INFO ] [LOCAL ] Saved forecast: C 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/C.txt [2025-12-31T20:18:20.792505] [INFO ] [sig ] [567/3534] Completed C in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.1m [2025-12-31T20:18:20.792545] [INFO ] [sig ] [568/3534] Forecasting CAAP... [2025-12-31T20:18:20.792593] [INFO ] [sig ] Generating forecast for: CAAP [2025-12-31T20:18:20.792626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-12-31T20:18:20.805650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAP'. [2025-12-31T20:18:20.806052] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-12-31T20:18:20.806910] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-12-31T20:18:20.806970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:20.807006] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:20.807034] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:20.807096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:20.868108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:20.868896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:20.868978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:20.869012] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:20.996939] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:20.997099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:20.997141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:20.997171] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:21.000804] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=64.01%) [2025-12-31T20:18:21.001099] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-12-31T20:18:21.001231] [INFO ] [sig ] CAAP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:21.151303] [INFO ] [LOCAL ] Saved forecast: CAAP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAAP.txt [2025-12-31T20:18:21.151450] [INFO ] [sig ] [568/3534] Completed CAAP in 0.4s | 2.90 sym/s | Total: 3.3m | ETA: 17.1m [2025-12-31T20:18:21.151490] [INFO ] [sig ] [569/3534] Forecasting CAAS... [2025-12-31T20:18:21.151522] [INFO ] [sig ] Generating forecast for: CAAS [2025-12-31T20:18:21.151555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'. [2025-12-31T20:18:21.163144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAAS'. [2025-12-31T20:18:21.163462] [INFO ] [FORECASTER] Starting predict_future for CAAS [2025-12-31T20:18:21.164345] [DEBUG] [LOCAL ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt [2025-12-31T20:18:21.164408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:21.164453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:21.164492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:21.164564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:21.225254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:21.226208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:21.226300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:21.226347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:21.340799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:21.340979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:21.341030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:21.341060] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:21.344588] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=58.13%) [2025-12-31T20:18:21.344874] [INFO ] [FORECASTER] Completed predict_future for CAAS [2025-12-31T20:18:21.345006] [INFO ] [sig ] CAAS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:21.486858] [INFO ] [LOCAL ] Saved forecast: CAAS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAAS.txt [2025-12-31T20:18:21.487007] [INFO ] [sig ] [569/3534] Completed CAAS in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.1m [2025-12-31T20:18:21.487048] [INFO ] [sig ] [570/3534] Forecasting CABA... [2025-12-31T20:18:21.487078] [INFO ] [sig ] Generating forecast for: CABA [2025-12-31T20:18:21.487109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'. [2025-12-31T20:18:21.498654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABA'. [2025-12-31T20:18:21.498949] [INFO ] [FORECASTER] Starting predict_future for CABA [2025-12-31T20:18:21.499768] [DEBUG] [LOCAL ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt [2025-12-31T20:18:21.499820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:21.499852] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:21.499879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:21.499936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:21.556356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:21.557094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:21.557174] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:21.557208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:21.672115] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:21.672274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:21.672315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:21.672345] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:21.675692] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: UP (p=75.15%) [2025-12-31T20:18:21.675966] [INFO ] [FORECASTER] Completed predict_future for CABA [2025-12-31T20:18:21.676088] [INFO ] [sig ] CABA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:21.815770] [INFO ] [LOCAL ] Saved forecast: CABA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CABA.txt [2025-12-31T20:18:21.815911] [INFO ] [sig ] [570/3534] Completed CABA in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:21.815950] [INFO ] [sig ] [571/3534] Forecasting CABO... [2025-12-31T20:18:21.815981] [INFO ] [sig ] Generating forecast for: CABO [2025-12-31T20:18:21.816012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-12-31T20:18:21.827664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CABO'. [2025-12-31T20:18:21.827945] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-12-31T20:18:21.828725] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-12-31T20:18:21.828776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:21.828833] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:21.828862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:21.828930] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:21.885436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:21.886169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:21.886250] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:21.886284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:22.002986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:22.003148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:22.003186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:22.003215] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:22.006530] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=7.42%) [2025-12-31T20:18:22.006822] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-12-31T20:18:22.006946] [INFO ] [sig ] CABO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:22.150284] [INFO ] [LOCAL ] Saved forecast: CABO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CABO.txt [2025-12-31T20:18:22.150431] [INFO ] [sig ] [571/3534] Completed CABO in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:22.150472] [INFO ] [sig ] [572/3534] Forecasting CAC... [2025-12-31T20:18:22.150502] [INFO ] [sig ] Generating forecast for: CAC [2025-12-31T20:18:22.150532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'. [2025-12-31T20:18:22.162369] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAC'. [2025-12-31T20:18:22.162672] [INFO ] [FORECASTER] Starting predict_future for CAC [2025-12-31T20:18:22.163461] [DEBUG] [LOCAL ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt [2025-12-31T20:18:22.163513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:22.163545] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:22.163590] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:22.163649] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:22.220314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:22.220991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:22.221070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:22.221104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:22.345832] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:22.346003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:22.346044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:22.346074] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:22.349631] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: UP (p=53.97%) [2025-12-31T20:18:22.349945] [INFO ] [FORECASTER] Completed predict_future for CAC [2025-12-31T20:18:22.350085] [INFO ] [sig ] CAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:22.490632] [INFO ] [LOCAL ] Saved forecast: CAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAC.txt [2025-12-31T20:18:22.490803] [INFO ] [sig ] [572/3534] Completed CAC in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:22.490856] [INFO ] [sig ] [573/3534] Forecasting CACC... [2025-12-31T20:18:22.490899] [INFO ] [sig ] Generating forecast for: CACC [2025-12-31T20:18:22.490934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'. [2025-12-31T20:18:22.503480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACC'. [2025-12-31T20:18:22.503919] [INFO ] [FORECASTER] Starting predict_future for CACC [2025-12-31T20:18:22.504726] [DEBUG] [LOCAL ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt [2025-12-31T20:18:22.504791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:22.504825] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:22.504852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:22.504916] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:22.561376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:22.562077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:22.562156] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:22.562188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:22.679543] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:22.679719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:22.679758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:22.679785] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:22.683135] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: DOWN (p=45.56%) [2025-12-31T20:18:22.683406] [INFO ] [FORECASTER] Completed predict_future for CACC [2025-12-31T20:18:22.683529] [INFO ] [sig ] CACC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:22.822302] [INFO ] [LOCAL ] Saved forecast: CACC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CACC.txt [2025-12-31T20:18:22.822435] [INFO ] [sig ] [573/3534] Completed CACC in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:22.822475] [INFO ] [sig ] [574/3534] Forecasting CACI... [2025-12-31T20:18:22.822504] [INFO ] [sig ] Generating forecast for: CACI [2025-12-31T20:18:22.822535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-12-31T20:18:22.837175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CACI'. [2025-12-31T20:18:22.837550] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-12-31T20:18:22.838347] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-12-31T20:18:22.838398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:22.838429] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:22.838456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:22.838513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:22.895001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:22.895775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:22.895856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:22.895888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:23.011463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:23.011640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:23.011681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:23.011745] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:23.015189] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=58.96%) [2025-12-31T20:18:23.015490] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-12-31T20:18:23.015641] [INFO ] [sig ] CACI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:23.155919] [INFO ] [LOCAL ] Saved forecast: CACI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CACI.txt [2025-12-31T20:18:23.156053] [INFO ] [sig ] [574/3534] Completed CACI in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:23.156093] [INFO ] [sig ] [575/3534] Forecasting CADE... [2025-12-31T20:18:23.156126] [INFO ] [sig ] Generating forecast for: CADE [2025-12-31T20:18:23.156157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-12-31T20:18:23.170491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADE'. [2025-12-31T20:18:23.170813] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-12-31T20:18:23.171562] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-12-31T20:18:23.171631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:23.171663] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:23.171690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:23.171747] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:23.228790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:23.229524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:23.229624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:23.229659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:23.347622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:23.347759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:23.347803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:23.347831] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:23.351121] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=46.13%) [2025-12-31T20:18:23.351389] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-12-31T20:18:23.351510] [INFO ] [sig ] CADE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:23.490955] [INFO ] [LOCAL ] Saved forecast: CADE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CADE.txt [2025-12-31T20:18:23.491086] [INFO ] [sig ] [575/3534] Completed CADE in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:23.491128] [INFO ] [sig ] [576/3534] Forecasting CADL... [2025-12-31T20:18:23.491157] [INFO ] [sig ] Generating forecast for: CADL [2025-12-31T20:18:23.491187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'. [2025-12-31T20:18:23.501522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CADL'. [2025-12-31T20:18:23.501807] [INFO ] [FORECASTER] Starting predict_future for CADL [2025-12-31T20:18:23.502555] [DEBUG] [LOCAL ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt [2025-12-31T20:18:23.502629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:23.502661] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:23.502688] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:23.502746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:23.560346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:23.560954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:23.561030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:23.561062] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:23.681712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:23.681890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:23.681928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:23.681966] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:23.685403] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=31.99%) [2025-12-31T20:18:23.685702] [INFO ] [FORECASTER] Completed predict_future for CADL [2025-12-31T20:18:23.685831] [INFO ] [sig ] CADL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:23.825106] [INFO ] [LOCAL ] Saved forecast: CADL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CADL.txt [2025-12-31T20:18:23.825281] [INFO ] [sig ] [576/3534] Completed CADL in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:23.825323] [INFO ] [sig ] [577/3534] Forecasting CAE... [2025-12-31T20:18:23.825353] [INFO ] [sig ] Generating forecast for: CAE [2025-12-31T20:18:23.825383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-12-31T20:18:23.837642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAE'. [2025-12-31T20:18:23.837923] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-12-31T20:18:23.838694] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-12-31T20:18:23.838745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:23.838777] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:23.838804] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:23.838861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:23.895217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:23.895832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:23.895908] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:23.895940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:24.014907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:24.015068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:24.015109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:24.015139] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:24.018449] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=94.58%) [2025-12-31T20:18:24.018739] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-12-31T20:18:24.018859] [INFO ] [sig ] CAE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:24.159633] [INFO ] [LOCAL ] Saved forecast: CAE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAE.txt [2025-12-31T20:18:24.159792] [INFO ] [sig ] [577/3534] Completed CAE in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:24.159835] [INFO ] [sig ] [578/3534] Forecasting CAF... [2025-12-31T20:18:24.159864] [INFO ] [sig ] Generating forecast for: CAF [2025-12-31T20:18:24.159895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-12-31T20:18:24.173136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAF'. [2025-12-31T20:18:24.173748] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-12-31T20:18:24.174775] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-12-31T20:18:24.174841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:24.174877] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:24.174904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:24.174961] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:24.234713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:24.235695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:24.235805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:24.235851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:24.350931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:24.351107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:24.351157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:24.351203] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:24.354754] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=14.92%) [2025-12-31T20:18:24.355081] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-12-31T20:18:24.355217] [INFO ] [sig ] CAF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:24.501155] [INFO ] [LOCAL ] Saved forecast: CAF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CAF.txt [2025-12-31T20:18:24.501309] [INFO ] [sig ] [578/3534] Completed CAF in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:24.501349] [INFO ] [sig ] [579/3534] Forecasting CAG... [2025-12-31T20:18:24.501378] [INFO ] [sig ] Generating forecast for: CAG [2025-12-31T20:18:24.501409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-12-31T20:18:24.513373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAG'. [2025-12-31T20:18:24.513714] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-12-31T20:18:24.514515] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-12-31T20:18:24.514567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:24.514618] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:24.514645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:24.514703] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:24.571177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:24.572093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:24.572194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:24.572228] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:24.691440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:24.691633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:24.691683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:24.691719] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:24.695149] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=82.60%) [2025-12-31T20:18:24.695434] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-12-31T20:18:24.695561] [INFO ] [sig ] CAG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:24.836390] [INFO ] [LOCAL ] Saved forecast: CAG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAG.txt [2025-12-31T20:18:24.836541] [INFO ] [sig ] [579/3534] Completed CAG in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:24.836600] [INFO ] [sig ] [580/3534] Forecasting CAH... [2025-12-31T20:18:24.836632] [INFO ] [sig ] Generating forecast for: CAH [2025-12-31T20:18:24.836662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-12-31T20:18:24.849393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAH'. [2025-12-31T20:18:24.849772] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-12-31T20:18:24.850827] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-12-31T20:18:24.850881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:24.850914] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:24.850941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:24.850999] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:24.909959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:24.911016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:24.911099] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:24.911131] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:25.034180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:25.034358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:25.034417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:25.034446] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:25.037971] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=46.91%) [2025-12-31T20:18:25.038266] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-12-31T20:18:25.038409] [INFO ] [sig ] CAH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:25.178207] [INFO ] [LOCAL ] Saved forecast: CAH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CAH.txt [2025-12-31T20:18:25.178360] [INFO ] [sig ] [580/3534] Completed CAH in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:25.178411] [INFO ] [sig ] [581/3534] Forecasting CAKE... [2025-12-31T20:18:25.178440] [INFO ] [sig ] Generating forecast for: CAKE [2025-12-31T20:18:25.178470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'. [2025-12-31T20:18:25.190014] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAKE'. [2025-12-31T20:18:25.190327] [INFO ] [FORECASTER] Starting predict_future for CAKE [2025-12-31T20:18:25.191111] [DEBUG] [LOCAL ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt [2025-12-31T20:18:25.191163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:25.191195] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:25.191221] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:25.191278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:25.247809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:25.248672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:25.248784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:25.248818] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:25.368341] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:25.368499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:25.368539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:25.368585] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:25.371954] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=80.51%) [2025-12-31T20:18:25.372223] [INFO ] [FORECASTER] Completed predict_future for CAKE [2025-12-31T20:18:25.372343] [INFO ] [sig ] CAKE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:25.512048] [INFO ] [LOCAL ] Saved forecast: CAKE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAKE.txt [2025-12-31T20:18:25.512213] [INFO ] [sig ] [581/3534] Completed CAKE in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:25.512254] [INFO ] [sig ] [582/3534] Forecasting CAL... [2025-12-31T20:18:25.512283] [INFO ] [sig ] Generating forecast for: CAL [2025-12-31T20:18:25.512313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-12-31T20:18:25.524314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAL'. [2025-12-31T20:18:25.524729] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-12-31T20:18:25.525530] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-12-31T20:18:25.525607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:25.525651] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:25.525681] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:25.525741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:25.582725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:25.583636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:25.583745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:25.583780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:25.705676] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:25.705862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:25.705906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:25.705937] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:25.709519] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=98.58%) [2025-12-31T20:18:25.709817] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-12-31T20:18:25.709949] [INFO ] [sig ] CAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:25.847943] [INFO ] [LOCAL ] Saved forecast: CAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAL.txt [2025-12-31T20:18:25.848084] [INFO ] [sig ] [582/3534] Completed CAL in 0.3s | 2.90 sym/s | Total: 3.3m | ETA: 17.0m [2025-12-31T20:18:25.848133] [INFO ] [sig ] [583/3534] Forecasting CALC... [2025-12-31T20:18:25.848165] [INFO ] [sig ] Generating forecast for: CALC [2025-12-31T20:18:25.848195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'. [2025-12-31T20:18:25.859454] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALC'. [2025-12-31T20:18:25.859769] [INFO ] [FORECASTER] Starting predict_future for CALC [2025-12-31T20:18:25.860524] [DEBUG] [LOCAL ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt [2025-12-31T20:18:25.860594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:25.860628] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:25.860654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:25.860711] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:25.917928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:25.918639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:25.918719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:25.918753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:26.033712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:26.033876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:26.033917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:26.033947] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:26.037515] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=15.14%) [2025-12-31T20:18:26.037816] [INFO ] [FORECASTER] Completed predict_future for CALC [2025-12-31T20:18:26.037944] [INFO ] [sig ] CALC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:26.177604] [INFO ] [LOCAL ] Saved forecast: CALC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CALC.txt [2025-12-31T20:18:26.177732] [INFO ] [sig ] [583/3534] Completed CALC in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.0m [2025-12-31T20:18:26.177772] [INFO ] [sig ] [584/3534] Forecasting CALM... [2025-12-31T20:18:26.177801] [INFO ] [sig ] Generating forecast for: CALM [2025-12-31T20:18:26.177831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'. [2025-12-31T20:18:26.189190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALM'. [2025-12-31T20:18:26.189506] [INFO ] [FORECASTER] Starting predict_future for CALM [2025-12-31T20:18:26.190283] [DEBUG] [LOCAL ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt [2025-12-31T20:18:26.190334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:26.190377] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:26.190404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:26.190462] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:26.247361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:26.248074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:26.248154] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:26.248188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:26.374565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:26.374733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:26.374773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:26.374803] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:26.378108] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=4.58%) [2025-12-31T20:18:26.378386] [INFO ] [FORECASTER] Completed predict_future for CALM [2025-12-31T20:18:26.378505] [INFO ] [sig ] CALM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:26.521828] [INFO ] [LOCAL ] Saved forecast: CALM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CALM.txt [2025-12-31T20:18:26.522038] [INFO ] [sig ] [584/3534] Completed CALM in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 17.0m [2025-12-31T20:18:26.522105] [INFO ] [sig ] [585/3534] Forecasting CALX... [2025-12-31T20:18:26.522151] [INFO ] [sig ] Generating forecast for: CALX [2025-12-31T20:18:26.522382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-12-31T20:18:26.535802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CALX'. [2025-12-31T20:18:26.536220] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-12-31T20:18:26.537079] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-12-31T20:18:26.537133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:26.537167] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:26.537195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:26.537253] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:26.596895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:26.597768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:26.597856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:26.597889] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:26.726823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:26.726979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:26.727020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:26.727051] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:26.730802] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=67.51%) [2025-12-31T20:18:26.731152] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-12-31T20:18:26.731313] [INFO ] [sig ] CALX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:26.875229] [INFO ] [LOCAL ] Saved forecast: CALX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CALX.txt [2025-12-31T20:18:26.875375] [INFO ] [sig ] [585/3534] Completed CALX in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 17.0m [2025-12-31T20:18:26.875433] [INFO ] [sig ] [586/3534] Forecasting CAPL... [2025-12-31T20:18:26.875469] [INFO ] [sig ] Generating forecast for: CAPL [2025-12-31T20:18:26.875502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-12-31T20:18:26.887266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAPL'. [2025-12-31T20:18:26.887605] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-12-31T20:18:26.888394] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-12-31T20:18:26.888448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:26.888482] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:26.888519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:26.888617] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:26.947974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:26.948780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:26.948862] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:26.948897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:27.070603] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:27.070770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:27.070812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:27.070842] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:27.074257] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=53.74%) [2025-12-31T20:18:27.074560] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-12-31T20:18:27.074710] [INFO ] [sig ] CAPL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:27.231945] [INFO ] [LOCAL ] Saved forecast: CAPL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CAPL.txt [2025-12-31T20:18:27.232129] [INFO ] [sig ] [586/3534] Completed CAPL in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:27.232184] [INFO ] [sig ] [587/3534] Forecasting CARE... [2025-12-31T20:18:27.232242] [INFO ] [sig ] Generating forecast for: CARE [2025-12-31T20:18:27.232284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'. [2025-12-31T20:18:27.244930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARE'. [2025-12-31T20:18:27.245327] [INFO ] [FORECASTER] Starting predict_future for CARE [2025-12-31T20:18:27.246221] [DEBUG] [LOCAL ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt [2025-12-31T20:18:27.246275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:27.246310] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:27.246342] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:27.246422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:27.310726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:27.311653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:27.311742] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:27.311776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:27.429643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:27.429801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:27.429842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:27.429874] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:27.433368] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-12-31T20:18:27.433673] [INFO ] [FORECASTER] Completed predict_future for CARE [2025-12-31T20:18:27.433800] [INFO ] [sig ] CARE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:27.573702] [INFO ] [LOCAL ] Saved forecast: CARE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CARE.txt [2025-12-31T20:18:27.573865] [INFO ] [sig ] [587/3534] Completed CARE in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:27.573910] [INFO ] [sig ] [588/3534] Forecasting CARG... [2025-12-31T20:18:27.573943] [INFO ] [sig ] Generating forecast for: CARG [2025-12-31T20:18:27.573973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'. [2025-12-31T20:18:27.585484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARG'. [2025-12-31T20:18:27.585874] [INFO ] [FORECASTER] Starting predict_future for CARG [2025-12-31T20:18:27.586719] [DEBUG] [LOCAL ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt [2025-12-31T20:18:27.586774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:27.586845] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:27.586886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:27.586970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:27.647172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:27.648258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:27.648346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:27.648380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:27.784396] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:27.784555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:27.784614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:27.784645] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:27.788672] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=87.35%) [2025-12-31T20:18:27.788949] [INFO ] [FORECASTER] Completed predict_future for CARG [2025-12-31T20:18:27.789075] [INFO ] [sig ] CARG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:27.932214] [INFO ] [LOCAL ] Saved forecast: CARG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CARG.txt [2025-12-31T20:18:27.932363] [INFO ] [sig ] [588/3534] Completed CARG in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:27.932405] [INFO ] [sig ] [589/3534] Forecasting CARS... [2025-12-31T20:18:27.932435] [INFO ] [sig ] Generating forecast for: CARS [2025-12-31T20:18:27.932466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-12-31T20:18:27.944854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CARS'. [2025-12-31T20:18:27.945197] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-12-31T20:18:27.945999] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-12-31T20:18:27.946051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:27.946083] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:27.946109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:27.946166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:28.004217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:28.005126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:28.005216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:28.005249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:28.129719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:28.129889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:28.129932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:28.129962] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:28.133835] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=37.60%) [2025-12-31T20:18:28.134187] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-12-31T20:18:28.134363] [INFO ] [sig ] CARS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:28.280271] [INFO ] [LOCAL ] Saved forecast: CARS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CARS.txt [2025-12-31T20:18:28.280437] [INFO ] [sig ] [589/3534] Completed CARS in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:28.280478] [INFO ] [sig ] [590/3534] Forecasting CASH... [2025-12-31T20:18:28.280507] [INFO ] [sig ] Generating forecast for: CASH [2025-12-31T20:18:28.280538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'. [2025-12-31T20:18:28.293123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASH'. [2025-12-31T20:18:28.293518] [INFO ] [FORECASTER] Starting predict_future for CASH [2025-12-31T20:18:28.294311] [DEBUG] [LOCAL ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt [2025-12-31T20:18:28.294363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:28.294396] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:28.294423] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:28.294498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:28.351984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:28.352888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:28.352970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:28.353005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:28.472195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:28.472354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:28.472394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:28.472424] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:28.475822] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-12-31T20:18:28.476137] [INFO ] [FORECASTER] Completed predict_future for CASH [2025-12-31T20:18:28.476270] [INFO ] [sig ] CASH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:28.617143] [INFO ] [LOCAL ] Saved forecast: CASH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CASH.txt [2025-12-31T20:18:28.617322] [INFO ] [sig ] [590/3534] Completed CASH in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:28.617364] [INFO ] [sig ] [591/3534] Forecasting CASS... [2025-12-31T20:18:28.617393] [INFO ] [sig ] Generating forecast for: CASS [2025-12-31T20:18:28.617424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'. [2025-12-31T20:18:28.629648] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASS'. [2025-12-31T20:18:28.630050] [INFO ] [FORECASTER] Starting predict_future for CASS [2025-12-31T20:18:28.630889] [DEBUG] [LOCAL ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt [2025-12-31T20:18:28.630948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:28.630982] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:28.631008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:28.631067] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:28.691180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:28.692034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:28.692117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:28.692150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:28.820147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:28.820312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:28.820353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:28.820438] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:28.824234] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=52.57%) [2025-12-31T20:18:28.824610] [INFO ] [FORECASTER] Completed predict_future for CASS [2025-12-31T20:18:28.824775] [INFO ] [sig ] CASS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:28.976964] [INFO ] [LOCAL ] Saved forecast: CASS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CASS.txt [2025-12-31T20:18:28.977104] [INFO ] [sig ] [591/3534] Completed CASS in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:28.977145] [INFO ] [sig ] [592/3534] Forecasting CASY... [2025-12-31T20:18:28.977175] [INFO ] [sig ] Generating forecast for: CASY [2025-12-31T20:18:28.977206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'. [2025-12-31T20:18:28.988985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CASY'. [2025-12-31T20:18:28.989315] [INFO ] [FORECASTER] Starting predict_future for CASY [2025-12-31T20:18:28.990110] [DEBUG] [LOCAL ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt [2025-12-31T20:18:28.990173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:28.990212] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:28.990244] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:28.990307] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:29.047214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:29.048030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:29.048110] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:29.048144] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:29.170383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:29.170546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:29.170603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:29.170636] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:29.174014] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=17.54%) [2025-12-31T20:18:29.174297] [INFO ] [FORECASTER] Completed predict_future for CASY [2025-12-31T20:18:29.174425] [INFO ] [sig ] CASY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:29.314976] [INFO ] [LOCAL ] Saved forecast: CASY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CASY.txt [2025-12-31T20:18:29.315122] [INFO ] [sig ] [592/3534] Completed CASY in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:29.315165] [INFO ] [sig ] [593/3534] Forecasting CATH... [2025-12-31T20:18:29.315196] [INFO ] [sig ] Generating forecast for: CATH [2025-12-31T20:18:29.315227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'. [2025-12-31T20:18:29.327049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATH'. [2025-12-31T20:18:29.327382] [INFO ] [FORECASTER] Starting predict_future for CATH [2025-12-31T20:18:29.328189] [DEBUG] [LOCAL ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt [2025-12-31T20:18:29.328242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:29.328274] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:29.328301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:29.328358] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:29.387725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:29.388520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:29.388634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:29.388669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:29.505150] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:29.505312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:29.505352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:29.505381] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:29.508812] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=11.63%) [2025-12-31T20:18:29.509095] [INFO ] [FORECASTER] Completed predict_future for CATH [2025-12-31T20:18:29.509286] [INFO ] [sig ] CATH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:29.649101] [INFO ] [LOCAL ] Saved forecast: CATH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CATH.txt [2025-12-31T20:18:29.649238] [INFO ] [sig ] [593/3534] Completed CATH in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:29.649302] [INFO ] [sig ] [594/3534] Forecasting CATO... [2025-12-31T20:18:29.649336] [INFO ] [sig ] Generating forecast for: CATO [2025-12-31T20:18:29.649367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-12-31T20:18:29.661481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATO'. [2025-12-31T20:18:29.661802] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-12-31T20:18:29.662553] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-12-31T20:18:29.662624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:29.662657] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:29.662684] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:29.662741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:29.719466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:29.720164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:29.720255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:29.720294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:29.839807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:29.839969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:29.840010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:29.840039] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:29.843455] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=23.81%) [2025-12-31T20:18:29.843752] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-12-31T20:18:29.843879] [INFO ] [sig ] CATO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:29.987485] [INFO ] [LOCAL ] Saved forecast: CATO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CATO.txt [2025-12-31T20:18:29.987634] [INFO ] [sig ] [594/3534] Completed CATO in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:29.987676] [INFO ] [sig ] [595/3534] Forecasting CATY... [2025-12-31T20:18:29.987705] [INFO ] [sig ] Generating forecast for: CATY [2025-12-31T20:18:29.987735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'. [2025-12-31T20:18:30.012875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CATY'. [2025-12-31T20:18:30.013414] [INFO ] [FORECASTER] Starting predict_future for CATY [2025-12-31T20:18:30.014341] [DEBUG] [LOCAL ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt [2025-12-31T20:18:30.014399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:30.014452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:30.014482] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:30.014543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:30.075832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:30.077036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:30.077152] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:30.077196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:30.226769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:30.227002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:30.227049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:30.227080] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:30.231013] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=14.06%) [2025-12-31T20:18:30.231360] [INFO ] [FORECASTER] Completed predict_future for CATY [2025-12-31T20:18:30.231507] [INFO ] [sig ] CATY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:30.374349] [INFO ] [LOCAL ] Saved forecast: CATY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CATY.txt [2025-12-31T20:18:30.374525] [INFO ] [sig ] [595/3534] Completed CATY in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:30.374585] [INFO ] [sig ] [596/3534] Forecasting CAVA... [2025-12-31T20:18:30.374620] [INFO ] [sig ] Generating forecast for: CAVA [2025-12-31T20:18:30.374653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-12-31T20:18:30.388861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CAVA'. [2025-12-31T20:18:30.389314] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-12-31T20:18:30.390295] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-12-31T20:18:30.390349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:30.390382] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:30.390408] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:30.390468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:30.450512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:30.451388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:30.451484] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:30.451518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:30.577559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:30.577800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:30.577846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:30.577878] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:30.581702] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=25.87%) [2025-12-31T20:18:30.582021] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-12-31T20:18:30.582155] [INFO ] [sig ] CAVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:30.728404] [INFO ] [LOCAL ] Saved forecast: CAVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CAVA.txt [2025-12-31T20:18:30.728625] [INFO ] [sig ] [596/3534] Completed CAVA in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:30.728675] [INFO ] [sig ] [597/3534] Forecasting CB... [2025-12-31T20:18:30.728706] [INFO ] [sig ] Generating forecast for: CB [2025-12-31T20:18:30.728739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-12-31T20:18:30.742857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CB'. [2025-12-31T20:18:30.743334] [INFO ] [FORECASTER] Starting predict_future for CB [2025-12-31T20:18:30.744257] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-12-31T20:18:30.744314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:30.744349] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:30.744374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:30.744432] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:30.804135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:30.805240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:30.805335] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:30.805369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:30.930394] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:30.930645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:30.930693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:30.930723] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:30.934556] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=61.70%) [2025-12-31T20:18:30.934892] [INFO ] [FORECASTER] Completed predict_future for CB [2025-12-31T20:18:30.935034] [INFO ] [sig ] CB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:31.086985] [INFO ] [LOCAL ] Saved forecast: CB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CB.txt [2025-12-31T20:18:31.087192] [INFO ] [sig ] [597/3534] Completed CB in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:31.087242] [INFO ] [sig ] [598/3534] Forecasting CBAN... [2025-12-31T20:18:31.087275] [INFO ] [sig ] Generating forecast for: CBAN [2025-12-31T20:18:31.087309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-12-31T20:18:31.101964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBAN'. [2025-12-31T20:18:31.102517] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-12-31T20:18:31.103474] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-12-31T20:18:31.103562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:31.103619] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:31.103649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:31.103710] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:31.167557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:31.168776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:31.169038] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:31.169081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:31.299233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:31.299494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:31.299543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:31.299591] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:31.303636] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=81.60%) [2025-12-31T20:18:31.303970] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-12-31T20:18:31.304134] [INFO ] [sig ] CBAN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:31.449061] [INFO ] [LOCAL ] Saved forecast: CBAN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CBAN.txt [2025-12-31T20:18:31.449224] [INFO ] [sig ] [598/3534] Completed CBAN in 0.4s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:31.449286] [INFO ] [sig ] [599/3534] Forecasting CBL... [2025-12-31T20:18:31.449319] [INFO ] [sig ] Generating forecast for: CBL [2025-12-31T20:18:31.449373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-12-31T20:18:31.463205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBL'. [2025-12-31T20:18:31.463591] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-12-31T20:18:31.464505] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-12-31T20:18:31.464559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:31.464644] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:31.464672] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:31.464733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:31.521752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:31.522484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:31.522590] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:31.522626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:31.646030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:31.646239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:31.646282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:31.646313] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:31.650519] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=20.61%) [2025-12-31T20:18:31.651037] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-12-31T20:18:31.651173] [INFO ] [sig ] CBL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:31.794994] [INFO ] [LOCAL ] Saved forecast: CBL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CBL.txt [2025-12-31T20:18:31.795223] [INFO ] [sig ] [599/3534] Completed CBL in 0.3s | 2.90 sym/s | Total: 3.4m | ETA: 16.9m [2025-12-31T20:18:31.795268] [INFO ] [sig ] [600/3534] Forecasting CBNK... [2025-12-31T20:18:31.795300] [INFO ] [sig ] Generating forecast for: CBNK [2025-12-31T20:18:31.795332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'. [2025-12-31T20:18:31.810162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBNK'. [2025-12-31T20:18:31.810640] [INFO ] [FORECASTER] Starting predict_future for CBNK [2025-12-31T20:18:31.811656] [DEBUG] [LOCAL ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt [2025-12-31T20:18:31.811710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:31.811744] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:31.811770] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:31.811827] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:31.868605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:31.869702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:31.869799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:31.869832] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:31.994906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:31.995150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:31.995195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:31.995223] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:31.999821] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=52.83%) [2025-12-31T20:18:32.000172] [INFO ] [FORECASTER] Completed predict_future for CBNK [2025-12-31T20:18:32.000323] [INFO ] [sig ] CBNK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:32.142783] [INFO ] [LOCAL ] Saved forecast: CBNK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CBNK.txt [2025-12-31T20:18:32.142962] [INFO ] [sig ] [600/3534] Completed CBNK in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 16.9m [2025-12-31T20:18:32.143004] [INFO ] [sig ] [601/3534] Forecasting CBRE... [2025-12-31T20:18:32.143034] [INFO ] [sig ] Generating forecast for: CBRE [2025-12-31T20:18:32.143066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-12-31T20:18:32.157008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRE'. [2025-12-31T20:18:32.157446] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-12-31T20:18:32.158345] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-12-31T20:18:32.158396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:32.158429] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:32.158455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:32.158513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:32.217898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:32.219463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:32.219593] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:32.219631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:32.339195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:32.339452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:32.339499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:32.339533] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:32.343411] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=91.94%) [2025-12-31T20:18:32.343799] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-12-31T20:18:32.343971] [INFO ] [sig ] CBRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:32.496766] [INFO ] [LOCAL ] Saved forecast: CBRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CBRE.txt [2025-12-31T20:18:32.497046] [INFO ] [sig ] [601/3534] Completed CBRE in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 16.9m [2025-12-31T20:18:32.497095] [INFO ] [sig ] [602/3534] Forecasting CBRL... [2025-12-31T20:18:32.497127] [INFO ] [sig ] Generating forecast for: CBRL [2025-12-31T20:18:32.497161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'. [2025-12-31T20:18:32.511711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBRL'. [2025-12-31T20:18:32.512261] [INFO ] [FORECASTER] Starting predict_future for CBRL [2025-12-31T20:18:32.513193] [DEBUG] [LOCAL ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt [2025-12-31T20:18:32.513248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:32.513284] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:32.513312] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:32.513372] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:32.571755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:32.572901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:32.573000] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:32.573038] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:32.703626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:32.703864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:32.703909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:32.703967] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:32.708064] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=91.13%) [2025-12-31T20:18:32.708426] [INFO ] [FORECASTER] Completed predict_future for CBRL [2025-12-31T20:18:32.708612] [INFO ] [sig ] CBRL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:32.852520] [INFO ] [LOCAL ] Saved forecast: CBRL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CBRL.txt [2025-12-31T20:18:32.852891] [INFO ] [sig ] [602/3534] Completed CBRL in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 16.9m [2025-12-31T20:18:32.852935] [INFO ] [sig ] [603/3534] Forecasting CBSH... [2025-12-31T20:18:32.852964] [INFO ] [sig ] Generating forecast for: CBSH [2025-12-31T20:18:32.852994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'. [2025-12-31T20:18:32.867453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBSH'. [2025-12-31T20:18:32.867848] [INFO ] [FORECASTER] Starting predict_future for CBSH [2025-12-31T20:18:32.868819] [DEBUG] [LOCAL ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt [2025-12-31T20:18:32.868872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:32.868905] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:32.868932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:32.868991] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:32.927077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:32.928226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:32.928324] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:32.928357] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:33.052540] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:33.052800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:33.052845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:33.052876] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:33.057263] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=47.01%) [2025-12-31T20:18:33.057641] [INFO ] [FORECASTER] Completed predict_future for CBSH [2025-12-31T20:18:33.057796] [INFO ] [sig ] CBSH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:33.203483] [INFO ] [LOCAL ] Saved forecast: CBSH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CBSH.txt [2025-12-31T20:18:33.203708] [INFO ] [sig ] [603/3534] Completed CBSH in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 16.9m [2025-12-31T20:18:33.203755] [INFO ] [sig ] [604/3534] Forecasting CBUS... [2025-12-31T20:18:33.203786] [INFO ] [sig ] Generating forecast for: CBUS [2025-12-31T20:18:33.203819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'. [2025-12-31T20:18:33.216960] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBUS'. [2025-12-31T20:18:33.217339] [INFO ] [FORECASTER] Starting predict_future for CBUS [2025-12-31T20:18:33.218273] [DEBUG] [LOCAL ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt [2025-12-31T20:18:33.218327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:33.218365] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:33.218393] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:33.218452] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:33.277424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:33.278511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:33.278626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:33.278664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:33.404369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:33.404600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:33.404649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:33.404679] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:33.408483] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=38.83%) [2025-12-31T20:18:33.408819] [INFO ] [FORECASTER] Completed predict_future for CBUS [2025-12-31T20:18:33.408963] [INFO ] [sig ] CBUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:33.553700] [INFO ] [LOCAL ] Saved forecast: CBUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CBUS.txt [2025-12-31T20:18:33.553903] [INFO ] [sig ] [604/3534] Completed CBUS in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 16.9m [2025-12-31T20:18:33.553948] [INFO ] [sig ] [605/3534] Forecasting CBZ... [2025-12-31T20:18:33.553979] [INFO ] [sig ] Generating forecast for: CBZ [2025-12-31T20:18:33.554011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-12-31T20:18:33.566876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CBZ'. [2025-12-31T20:18:33.567298] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-12-31T20:18:33.568173] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-12-31T20:18:33.568226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:33.568289] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:33.568317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:33.568377] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:33.626636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:33.627658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:33.627754] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:33.627788] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:33.748366] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:33.748813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:33.748875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:33.748922] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:33.753612] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-12-31T20:18:33.753994] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-12-31T20:18:33.754210] [INFO ] [sig ] CBZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:33.898295] [INFO ] [LOCAL ] Saved forecast: CBZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CBZ.txt [2025-12-31T20:18:33.898510] [INFO ] [sig ] [605/3534] Completed CBZ in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:33.898559] [INFO ] [sig ] [606/3534] Forecasting CC... [2025-12-31T20:18:33.898611] [INFO ] [sig ] Generating forecast for: CC [2025-12-31T20:18:33.898645] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-12-31T20:18:33.913177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CC'. [2025-12-31T20:18:33.913565] [INFO ] [FORECASTER] Starting predict_future for CC [2025-12-31T20:18:33.914551] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-12-31T20:18:33.914728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:33.914767] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:33.914794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:33.914896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:33.977974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:33.979209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:33.979346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:33.979384] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:34.104812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:34.105033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:34.105076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:34.105107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:34.108802] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=71.44%) [2025-12-31T20:18:34.109140] [INFO ] [FORECASTER] Completed predict_future for CC [2025-12-31T20:18:34.109291] [INFO ] [sig ] CC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:34.256843] [INFO ] [LOCAL ] Saved forecast: CC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CC.txt [2025-12-31T20:18:34.257040] [INFO ] [sig ] [606/3534] Completed CC in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:34.257084] [INFO ] [sig ] [607/3534] Forecasting CCAP... [2025-12-31T20:18:34.257114] [INFO ] [sig ] Generating forecast for: CCAP [2025-12-31T20:18:34.257146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'. [2025-12-31T20:18:34.271116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCAP'. [2025-12-31T20:18:34.271602] [INFO ] [FORECASTER] Starting predict_future for CCAP [2025-12-31T20:18:34.272534] [DEBUG] [LOCAL ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt [2025-12-31T20:18:34.272616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:34.272654] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:34.272681] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:34.272743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:34.332104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:34.333223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:34.333316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:34.333349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:34.457999] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:34.458230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:34.458277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:34.458306] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:34.462226] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=32.02%) [2025-12-31T20:18:34.462545] [INFO ] [FORECASTER] Completed predict_future for CCAP [2025-12-31T20:18:34.462728] [INFO ] [sig ] CCAP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:34.606704] [INFO ] [LOCAL ] Saved forecast: CCAP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCAP.txt [2025-12-31T20:18:34.606895] [INFO ] [sig ] [607/3534] Completed CCAP in 0.3s | 2.90 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:34.606937] [INFO ] [sig ] [608/3534] Forecasting CCB... [2025-12-31T20:18:34.606967] [INFO ] [sig ] Generating forecast for: CCB [2025-12-31T20:18:34.607002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'. [2025-12-31T20:18:34.620652] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCB'. [2025-12-31T20:18:34.621050] [INFO ] [FORECASTER] Starting predict_future for CCB [2025-12-31T20:18:34.621959] [DEBUG] [LOCAL ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt [2025-12-31T20:18:34.622026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:34.622059] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:34.622085] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:34.622142] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:34.681191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:34.682327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:34.682423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:34.682455] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:34.808955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:34.809203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:34.809247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:34.809305] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:34.813478] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=4.71%) [2025-12-31T20:18:34.813835] [INFO ] [FORECASTER] Completed predict_future for CCB [2025-12-31T20:18:34.813989] [INFO ] [sig ] CCB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:34.975247] [INFO ] [LOCAL ] Saved forecast: CCB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCB.txt [2025-12-31T20:18:34.975518] [INFO ] [sig ] [608/3534] Completed CCB in 0.4s | 2.90 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:34.975637] [INFO ] [sig ] [609/3534] Forecasting CCBG... [2025-12-31T20:18:34.975696] [INFO ] [sig ] Generating forecast for: CCBG [2025-12-31T20:18:34.975754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'. [2025-12-31T20:18:34.994641] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCBG'. [2025-12-31T20:18:34.995350] [INFO ] [FORECASTER] Starting predict_future for CCBG [2025-12-31T20:18:34.996688] [DEBUG] [LOCAL ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt [2025-12-31T20:18:34.996762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:34.996845] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:34.996900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:34.996999] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:35.085782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:35.087343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:35.087494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:35.087552] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:35.245724] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:35.245973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:35.246028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:35.246064] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:35.250563] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=5.59%) [2025-12-31T20:18:35.251066] [INFO ] [FORECASTER] Completed predict_future for CCBG [2025-12-31T20:18:35.251263] [INFO ] [sig ] CCBG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:35.475406] [INFO ] [LOCAL ] Saved forecast: CCBG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCBG.txt [2025-12-31T20:18:35.475659] [INFO ] [sig ] [609/3534] Completed CCBG in 0.5s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:35.475712] [INFO ] [sig ] [610/3534] Forecasting CCCC... [2025-12-31T20:18:35.475769] [INFO ] [sig ] Generating forecast for: CCCC [2025-12-31T20:18:35.475813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'. [2025-12-31T20:18:35.491958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCCC'. [2025-12-31T20:18:35.492666] [INFO ] [FORECASTER] Starting predict_future for CCCC [2025-12-31T20:18:35.493789] [DEBUG] [LOCAL ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt [2025-12-31T20:18:35.493848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:35.493883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:35.493911] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:35.493971] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:35.574549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:35.576167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:35.576320] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:35.576375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:35.743896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:35.744149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:35.744198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:35.744226] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:35.748880] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=81.81%) [2025-12-31T20:18:35.749361] [INFO ] [FORECASTER] Completed predict_future for CCCC [2025-12-31T20:18:35.749591] [INFO ] [sig ] CCCC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:35.935564] [INFO ] [LOCAL ] Saved forecast: CCCC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCCC.txt [2025-12-31T20:18:35.935860] [INFO ] [sig ] [610/3534] Completed CCCC in 0.5s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:35.935916] [INFO ] [sig ] [611/3534] Forecasting CCD... [2025-12-31T20:18:35.935953] [INFO ] [sig ] Generating forecast for: CCD [2025-12-31T20:18:35.935994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'. [2025-12-31T20:18:35.953904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCD'. [2025-12-31T20:18:35.954596] [INFO ] [FORECASTER] Starting predict_future for CCD [2025-12-31T20:18:35.955827] [DEBUG] [LOCAL ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt [2025-12-31T20:18:35.955897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:35.955938] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:35.955971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:35.956057] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:36.033690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:36.035086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:36.035218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:36.035261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:36.183187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:36.183355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:36.183398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:36.183428] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:36.187277] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: UP (p=79.51%) [2025-12-31T20:18:36.187610] [INFO ] [FORECASTER] Completed predict_future for CCD [2025-12-31T20:18:36.187751] [INFO ] [sig ] CCD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:36.334671] [INFO ] [LOCAL ] Saved forecast: CCD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCD.txt [2025-12-31T20:18:36.334898] [INFO ] [sig ] [611/3534] Completed CCD in 0.4s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:36.334993] [INFO ] [sig ] [612/3534] Forecasting CCEC... [2025-12-31T20:18:36.335030] [INFO ] [sig ] Generating forecast for: CCEC [2025-12-31T20:18:36.335063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'. [2025-12-31T20:18:36.348551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEC'. [2025-12-31T20:18:36.349076] [INFO ] [FORECASTER] Starting predict_future for CCEC [2025-12-31T20:18:36.350114] [DEBUG] [LOCAL ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt [2025-12-31T20:18:36.350180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:36.350227] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:36.350268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:36.350352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:36.411754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:36.412852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:36.412960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:36.412995] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:36.523348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:36.523529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:36.523595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:36.523630] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:36.527396] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=43.37%) [2025-12-31T20:18:36.527842] [INFO ] [FORECASTER] Completed predict_future for CCEC [2025-12-31T20:18:36.528015] [INFO ] [sig ] CCEC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:36.674109] [INFO ] [LOCAL ] Saved forecast: CCEC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCEC.txt [2025-12-31T20:18:36.674810] [INFO ] [sig ] [612/3534] Completed CCEC in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:36.674871] [INFO ] [sig ] [613/3534] Forecasting CCEP... [2025-12-31T20:18:36.674909] [INFO ] [sig ] Generating forecast for: CCEP [2025-12-31T20:18:36.674946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'. [2025-12-31T20:18:36.690039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCEP'. [2025-12-31T20:18:36.690603] [INFO ] [FORECASTER] Starting predict_future for CCEP [2025-12-31T20:18:36.691509] [DEBUG] [LOCAL ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt [2025-12-31T20:18:36.691564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:36.691627] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:36.691655] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:36.691715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:36.749766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:36.751106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:36.751213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:36.751245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:36.884103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:36.884335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:36.884381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:36.884411] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:36.888282] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=96.97%) [2025-12-31T20:18:36.888651] [INFO ] [FORECASTER] Completed predict_future for CCEP [2025-12-31T20:18:36.888792] [INFO ] [sig ] CCEP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:37.045454] [INFO ] [LOCAL ] Saved forecast: CCEP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCEP.txt [2025-12-31T20:18:37.045716] [INFO ] [sig ] [613/3534] Completed CCEP in 0.4s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:37.045766] [INFO ] [sig ] [614/3534] Forecasting CCI... [2025-12-31T20:18:37.045800] [INFO ] [sig ] Generating forecast for: CCI [2025-12-31T20:18:37.045836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-12-31T20:18:37.060865] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCI'. [2025-12-31T20:18:37.061440] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-12-31T20:18:37.062609] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-12-31T20:18:37.062664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:37.062705] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:37.062735] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:37.062795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:37.124018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:37.125072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:37.125169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:37.125202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:37.247606] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:37.247840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:37.247889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:37.247918] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:37.251988] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=79.14%) [2025-12-31T20:18:37.252322] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-12-31T20:18:37.252459] [INFO ] [sig ] CCI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:37.394161] [INFO ] [LOCAL ] Saved forecast: CCI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCI.txt [2025-12-31T20:18:37.394330] [INFO ] [sig ] [614/3534] Completed CCI in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:37.394376] [INFO ] [sig ] [615/3534] Forecasting CCIF... [2025-12-31T20:18:37.394408] [INFO ] [sig ] Generating forecast for: CCIF [2025-12-31T20:18:37.394442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-12-31T20:18:37.408073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCIF'. [2025-12-31T20:18:37.408506] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-12-31T20:18:37.409445] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-12-31T20:18:37.409498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:37.409530] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:37.409556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:37.409648] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:37.468456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:37.469686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:37.469823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:37.469859] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:37.591647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:37.591890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:37.591966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:37.592000] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:37.596034] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-12-31T20:18:37.596415] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-12-31T20:18:37.596591] [INFO ] [sig ] CCIF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:37.745662] [INFO ] [LOCAL ] Saved forecast: CCIF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCIF.txt [2025-12-31T20:18:37.745875] [INFO ] [sig ] [615/3534] Completed CCIF in 0.4s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:37.745923] [INFO ] [sig ] [616/3534] Forecasting CCJ... [2025-12-31T20:18:37.745958] [INFO ] [sig ] Generating forecast for: CCJ [2025-12-31T20:18:37.745998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-12-31T20:18:37.764622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCJ'. [2025-12-31T20:18:37.765203] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-12-31T20:18:37.766186] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-12-31T20:18:37.766250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:37.766300] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:37.766346] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:37.766434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:37.827891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:37.828814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:37.828898] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:37.828932] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:37.949352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:37.949524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:37.949582] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:37.949617] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:37.953208] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=1.45%) [2025-12-31T20:18:37.953489] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-12-31T20:18:37.953636] [INFO ] [sig ] CCJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:38.093134] [INFO ] [LOCAL ] Saved forecast: CCJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCJ.txt [2025-12-31T20:18:38.093289] [INFO ] [sig ] [616/3534] Completed CCJ in 0.3s | 2.89 sym/s | Total: 3.5m | ETA: 16.8m [2025-12-31T20:18:38.093332] [INFO ] [sig ] [617/3534] Forecasting CCK... [2025-12-31T20:18:38.093363] [INFO ] [sig ] Generating forecast for: CCK [2025-12-31T20:18:38.093394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-12-31T20:18:38.105499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCK'. [2025-12-31T20:18:38.105910] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-12-31T20:18:38.106746] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-12-31T20:18:38.106799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:38.106831] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:38.106857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:38.106915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:38.164128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:38.164959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:38.165046] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:38.165079] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:38.290960] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:38.291127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:38.291166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:38.291196] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:38.294703] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=86.81%) [2025-12-31T20:18:38.294994] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-12-31T20:18:38.295122] [INFO ] [sig ] CCK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:38.437077] [INFO ] [LOCAL ] Saved forecast: CCK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCK.txt [2025-12-31T20:18:38.437232] [INFO ] [sig ] [617/3534] Completed CCK in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:38.437273] [INFO ] [sig ] [618/3534] Forecasting CCL... [2025-12-31T20:18:38.437303] [INFO ] [sig ] Generating forecast for: CCL [2025-12-31T20:18:38.437333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-12-31T20:18:38.453129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCL'. [2025-12-31T20:18:38.453558] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-12-31T20:18:38.454393] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-12-31T20:18:38.454445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:38.454479] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:38.454505] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:38.454567] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:38.510959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:38.511887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:38.511971] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:38.512005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:38.644362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:38.644535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:38.644595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:38.644630] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:38.648180] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=4.63%) [2025-12-31T20:18:38.648527] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-12-31T20:18:38.648719] [INFO ] [sig ] CCL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:38.802118] [INFO ] [LOCAL ] Saved forecast: CCL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCL.txt [2025-12-31T20:18:38.802324] [INFO ] [sig ] [618/3534] Completed CCL in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:38.802376] [INFO ] [sig ] [619/3534] Forecasting CCLD... [2025-12-31T20:18:38.802408] [INFO ] [sig ] Generating forecast for: CCLD [2025-12-31T20:18:38.802439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'. [2025-12-31T20:18:38.815174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCLD'. [2025-12-31T20:18:38.815592] [INFO ] [FORECASTER] Starting predict_future for CCLD [2025-12-31T20:18:38.816382] [DEBUG] [LOCAL ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt [2025-12-31T20:18:38.816436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:38.816484] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:38.816515] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:38.816592] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:38.876287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:38.877123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:38.877205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:38.877238] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:39.002800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:39.002968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:39.003009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:39.003039] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:39.006333] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=36.05%) [2025-12-31T20:18:39.006627] [INFO ] [FORECASTER] Completed predict_future for CCLD [2025-12-31T20:18:39.006751] [INFO ] [sig ] CCLD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:39.145178] [INFO ] [LOCAL ] Saved forecast: CCLD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCLD.txt [2025-12-31T20:18:39.145336] [INFO ] [sig ] [619/3534] Completed CCLD in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:39.145377] [INFO ] [sig ] [620/3534] Forecasting CCNE... [2025-12-31T20:18:39.145407] [INFO ] [sig ] Generating forecast for: CCNE [2025-12-31T20:18:39.145438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'. [2025-12-31T20:18:39.157841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCNE'. [2025-12-31T20:18:39.158215] [INFO ] [FORECASTER] Starting predict_future for CCNE [2025-12-31T20:18:39.159015] [DEBUG] [LOCAL ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt [2025-12-31T20:18:39.159070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:39.159103] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:39.159132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:39.159195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:39.223607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:39.224678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:39.224781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:39.224819] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:39.351342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:39.351496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:39.351538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:39.351568] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:39.354962] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=3.74%) [2025-12-31T20:18:39.355238] [INFO ] [FORECASTER] Completed predict_future for CCNE [2025-12-31T20:18:39.355372] [INFO ] [sig ] CCNE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:39.501764] [INFO ] [LOCAL ] Saved forecast: CCNE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCNE.txt [2025-12-31T20:18:39.501960] [INFO ] [sig ] [620/3534] Completed CCNE in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:39.502013] [INFO ] [sig ] [621/3534] Forecasting CCO... [2025-12-31T20:18:39.502046] [INFO ] [sig ] Generating forecast for: CCO [2025-12-31T20:18:39.502079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-12-31T20:18:39.514273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCO'. [2025-12-31T20:18:39.514661] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-12-31T20:18:39.515537] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-12-31T20:18:39.515609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:39.515646] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:39.515688] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:39.515763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:39.582626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:39.583556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:39.583670] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:39.583706] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:39.716262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:39.716420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:39.716460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:39.716492] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:39.720345] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=72.54%) [2025-12-31T20:18:39.720706] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-12-31T20:18:39.720845] [INFO ] [sig ] CCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:39.877418] [INFO ] [LOCAL ] Saved forecast: CCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCO.txt [2025-12-31T20:18:39.877597] [INFO ] [sig ] [621/3534] Completed CCO in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:39.877653] [INFO ] [sig ] [622/3534] Forecasting CCOI... [2025-12-31T20:18:39.877687] [INFO ] [sig ] Generating forecast for: CCOI [2025-12-31T20:18:39.877719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'. [2025-12-31T20:18:39.889855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCOI'. [2025-12-31T20:18:39.890241] [INFO ] [FORECASTER] Starting predict_future for CCOI [2025-12-31T20:18:39.891169] [DEBUG] [LOCAL ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt [2025-12-31T20:18:39.891226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:39.891306] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:39.891340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:39.891401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:39.963879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:39.965247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:39.965372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:39.965409] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:40.094918] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:40.095101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:40.095157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:40.095195] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:40.098953] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=16.53%) [2025-12-31T20:18:40.099282] [INFO ] [FORECASTER] Completed predict_future for CCOI [2025-12-31T20:18:40.099427] [INFO ] [sig ] CCOI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:40.251623] [INFO ] [LOCAL ] Saved forecast: CCOI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCOI.txt [2025-12-31T20:18:40.251790] [INFO ] [sig ] [622/3534] Completed CCOI in 0.4s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:40.251834] [INFO ] [sig ] [623/3534] Forecasting CCRN... [2025-12-31T20:18:40.251869] [INFO ] [sig ] Generating forecast for: CCRN [2025-12-31T20:18:40.251909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'. [2025-12-31T20:18:40.265134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCRN'. [2025-12-31T20:18:40.265530] [INFO ] [FORECASTER] Starting predict_future for CCRN [2025-12-31T20:18:40.266399] [DEBUG] [LOCAL ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt [2025-12-31T20:18:40.266455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:40.266487] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:40.266514] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:40.266589] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:40.325906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:40.326850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:40.326948] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:40.326982] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:40.451180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:40.451343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:40.451384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:40.451414] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:40.454913] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=30.87%) [2025-12-31T20:18:40.455199] [INFO ] [FORECASTER] Completed predict_future for CCRN [2025-12-31T20:18:40.455328] [INFO ] [sig ] CCRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:40.596035] [INFO ] [LOCAL ] Saved forecast: CCRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CCRN.txt [2025-12-31T20:18:40.596184] [INFO ] [sig ] [623/3534] Completed CCRN in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:40.596226] [INFO ] [sig ] [624/3534] Forecasting CCS... [2025-12-31T20:18:40.596256] [INFO ] [sig ] Generating forecast for: CCS [2025-12-31T20:18:40.596285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-12-31T20:18:40.607790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCS'. [2025-12-31T20:18:40.608075] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-12-31T20:18:40.608845] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-12-31T20:18:40.608897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:40.608930] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:40.608957] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:40.609014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:40.672117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:40.673251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:40.673341] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:40.673377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:40.790285] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:40.790445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:40.790485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:40.790515] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:40.794016] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=89.65%) [2025-12-31T20:18:40.794318] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-12-31T20:18:40.794446] [INFO ] [sig ] CCS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:40.944825] [INFO ] [LOCAL ] Saved forecast: CCS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCS.txt [2025-12-31T20:18:40.945042] [INFO ] [sig ] [624/3534] Completed CCS in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:40.945103] [INFO ] [sig ] [625/3534] Forecasting CCSI... [2025-12-31T20:18:40.945145] [INFO ] [sig ] Generating forecast for: CCSI [2025-12-31T20:18:40.945188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'. [2025-12-31T20:18:40.957988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CCSI'. [2025-12-31T20:18:40.958375] [INFO ] [FORECASTER] Starting predict_future for CCSI [2025-12-31T20:18:40.959276] [DEBUG] [LOCAL ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt [2025-12-31T20:18:40.959332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:40.959365] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:40.959391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:40.959448] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:41.015468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:41.016308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:41.016390] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:41.016423] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:41.130476] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:41.130651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:41.130692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:41.130771] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:41.134128] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=93.95%) [2025-12-31T20:18:41.134401] [INFO ] [FORECASTER] Completed predict_future for CCSI [2025-12-31T20:18:41.134527] [INFO ] [sig ] CCSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:41.273451] [INFO ] [LOCAL ] Saved forecast: CCSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CCSI.txt [2025-12-31T20:18:41.273620] [INFO ] [sig ] [625/3534] Completed CCSI in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:41.273662] [INFO ] [sig ] [626/3534] Forecasting CDC... [2025-12-31T20:18:41.273693] [INFO ] [sig ] Generating forecast for: CDC [2025-12-31T20:18:41.273724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'. [2025-12-31T20:18:41.284975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDC'. [2025-12-31T20:18:41.285261] [INFO ] [FORECASTER] Starting predict_future for CDC [2025-12-31T20:18:41.286064] [DEBUG] [LOCAL ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt [2025-12-31T20:18:41.286119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:41.286153] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:41.286182] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:41.286241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:41.345923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:41.347018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:41.347121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:41.347168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:41.472565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:41.472774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:41.472821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:41.472870] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:41.476487] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=93.29%) [2025-12-31T20:18:41.476840] [INFO ] [FORECASTER] Completed predict_future for CDC [2025-12-31T20:18:41.476990] [INFO ] [sig ] CDC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:41.617329] [INFO ] [LOCAL ] Saved forecast: CDC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CDC.txt [2025-12-31T20:18:41.617492] [INFO ] [sig ] [626/3534] Completed CDC in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:41.617533] [INFO ] [sig ] [627/3534] Forecasting CDE... [2025-12-31T20:18:41.617563] [INFO ] [sig ] Generating forecast for: CDE [2025-12-31T20:18:41.617612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-12-31T20:18:41.629029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDE'. [2025-12-31T20:18:41.629378] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-12-31T20:18:41.630171] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-12-31T20:18:41.630225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:41.630258] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:41.630285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:41.630344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:41.688061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:41.688934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:41.689016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:41.689049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:41.815651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:41.815810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:41.815851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:41.815883] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:41.819278] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=64.91%) [2025-12-31T20:18:41.819589] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-12-31T20:18:41.819717] [INFO ] [sig ] CDE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:41.961152] [INFO ] [LOCAL ] Saved forecast: CDE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CDE.txt [2025-12-31T20:18:41.961284] [INFO ] [sig ] [627/3534] Completed CDE in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:41.961323] [INFO ] [sig ] [628/3534] Forecasting CDIO... [2025-12-31T20:18:41.961353] [INFO ] [sig ] Generating forecast for: CDIO [2025-12-31T20:18:41.961384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'. [2025-12-31T20:18:41.972235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDIO'. [2025-12-31T20:18:41.972551] [INFO ] [FORECASTER] Starting predict_future for CDIO [2025-12-31T20:18:41.973326] [DEBUG] [LOCAL ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt [2025-12-31T20:18:41.973378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:41.973410] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:41.973438] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:41.973498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:42.029766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:42.030457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:42.030539] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:42.030588] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:42.155784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:42.155961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:42.156001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:42.156030] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:42.160165] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=98.65%) [2025-12-31T20:18:42.160644] [INFO ] [FORECASTER] Completed predict_future for CDIO [2025-12-31T20:18:42.160766] [INFO ] [sig ] CDIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:42.302328] [INFO ] [LOCAL ] Saved forecast: CDIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CDIO.txt [2025-12-31T20:18:42.302460] [INFO ] [sig ] [628/3534] Completed CDIO in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.8m [2025-12-31T20:18:42.302499] [INFO ] [sig ] [629/3534] Forecasting CDL... [2025-12-31T20:18:42.302527] [INFO ] [sig ] Generating forecast for: CDL [2025-12-31T20:18:42.302558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'. [2025-12-31T20:18:42.316774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDL'. [2025-12-31T20:18:42.317070] [INFO ] [FORECASTER] Starting predict_future for CDL [2025-12-31T20:18:42.317892] [DEBUG] [LOCAL ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt [2025-12-31T20:18:42.317946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:42.317986] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:42.318014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:42.318073] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:42.376493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:42.377307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:42.377384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:42.377417] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:42.493180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:42.493340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:42.493381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:42.493409] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:42.497348] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=19.17%) [2025-12-31T20:18:42.497641] [INFO ] [FORECASTER] Completed predict_future for CDL [2025-12-31T20:18:42.497777] [INFO ] [sig ] CDL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:42.647070] [INFO ] [LOCAL ] Saved forecast: CDL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CDL.txt [2025-12-31T20:18:42.647229] [INFO ] [sig ] [629/3534] Completed CDL in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.7m [2025-12-31T20:18:42.647270] [INFO ] [sig ] [630/3534] Forecasting CDNA... [2025-12-31T20:18:42.647300] [INFO ] [sig ] Generating forecast for: CDNA [2025-12-31T20:18:42.647331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'. [2025-12-31T20:18:42.658892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNA'. [2025-12-31T20:18:42.659166] [INFO ] [FORECASTER] Starting predict_future for CDNA [2025-12-31T20:18:42.659972] [DEBUG] [LOCAL ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt [2025-12-31T20:18:42.660023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:42.660054] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:42.660079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:42.660148] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:42.718365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:42.719361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:42.719438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:42.719470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:42.840457] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:42.840823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:42.840864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:42.840892] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:42.844566] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=40.95%) [2025-12-31T20:18:42.844860] [INFO ] [FORECASTER] Completed predict_future for CDNA [2025-12-31T20:18:42.844980] [INFO ] [sig ] CDNA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:42.986597] [INFO ] [LOCAL ] Saved forecast: CDNA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CDNA.txt [2025-12-31T20:18:42.986724] [INFO ] [sig ] [630/3534] Completed CDNA in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.7m [2025-12-31T20:18:42.986763] [INFO ] [sig ] [631/3534] Forecasting CDNS... [2025-12-31T20:18:42.986793] [INFO ] [sig ] Generating forecast for: CDNS [2025-12-31T20:18:42.986824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'. [2025-12-31T20:18:42.998494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDNS'. [2025-12-31T20:18:42.998794] [INFO ] [FORECASTER] Starting predict_future for CDNS [2025-12-31T20:18:42.999593] [DEBUG] [LOCAL ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt [2025-12-31T20:18:42.999645] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:42.999676] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:42.999701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:42.999758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:43.057705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:43.058408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:43.058486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:43.058518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:43.178317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:43.178463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:43.178502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:43.178530] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:43.181834] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=18.66%) [2025-12-31T20:18:43.182106] [INFO ] [FORECASTER] Completed predict_future for CDNS [2025-12-31T20:18:43.182230] [INFO ] [sig ] CDNS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:43.322322] [INFO ] [LOCAL ] Saved forecast: CDNS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CDNS.txt [2025-12-31T20:18:43.322484] [INFO ] [sig ] [631/3534] Completed CDNS in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.7m [2025-12-31T20:18:43.322524] [INFO ] [sig ] [632/3534] Forecasting CDP... [2025-12-31T20:18:43.322554] [INFO ] [sig ] Generating forecast for: CDP [2025-12-31T20:18:43.322606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-12-31T20:18:43.334101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDP'. [2025-12-31T20:18:43.334381] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-12-31T20:18:43.335164] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-12-31T20:18:43.335228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:43.335260] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:43.335287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:43.335343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:43.392084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:43.392964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:43.393078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:43.393111] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:43.510194] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:43.510356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:43.510395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:43.510425] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:43.514264] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=56.35%) [2025-12-31T20:18:43.514534] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-12-31T20:18:43.514675] [INFO ] [sig ] CDP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:43.656646] [INFO ] [LOCAL ] Saved forecast: CDP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CDP.txt [2025-12-31T20:18:43.656798] [INFO ] [sig ] [632/3534] Completed CDP in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.7m [2025-12-31T20:18:43.656838] [INFO ] [sig ] [633/3534] Forecasting CDRE... [2025-12-31T20:18:43.656870] [INFO ] [sig ] Generating forecast for: CDRE [2025-12-31T20:18:43.656901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-12-31T20:18:43.669040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRE'. [2025-12-31T20:18:43.669400] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-12-31T20:18:43.670203] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-12-31T20:18:43.670256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:43.670287] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:43.670313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:43.670371] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:43.727765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:43.728367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:43.728449] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:43.728481] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:43.847191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:43.847360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:43.847401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:43.847430] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:43.851809] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=85.35%) [2025-12-31T20:18:43.852157] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-12-31T20:18:43.852306] [INFO ] [sig ] CDRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:43.991800] [INFO ] [LOCAL ] Saved forecast: CDRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CDRE.txt [2025-12-31T20:18:43.991934] [INFO ] [sig ] [633/3534] Completed CDRE in 0.3s | 2.89 sym/s | Total: 3.6m | ETA: 16.7m [2025-12-31T20:18:43.991972] [INFO ] [sig ] [634/3534] Forecasting CDRO... [2025-12-31T20:18:43.992001] [INFO ] [sig ] Generating forecast for: CDRO [2025-12-31T20:18:43.992031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'. [2025-12-31T20:18:44.003234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDRO'. [2025-12-31T20:18:44.003479] [INFO ] [FORECASTER] Starting predict_future for CDRO [2025-12-31T20:18:44.004423] [DEBUG] [LOCAL ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt [2025-12-31T20:18:44.004475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:44.004506] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:44.004532] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:44.004608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:44.060874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:44.061456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:44.061532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:44.061564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:44.170022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:44.170177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:44.170218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:44.170247] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:44.173535] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: DOWN (p=2.18%) [2025-12-31T20:18:44.173822] [INFO ] [FORECASTER] Completed predict_future for CDRO [2025-12-31T20:18:44.173945] [INFO ] [sig ] CDRO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:44.317709] [INFO ] [LOCAL ] Saved forecast: CDRO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CDRO.txt [2025-12-31T20:18:44.317854] [INFO ] [sig ] [634/3534] Completed CDRO in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:44.317895] [INFO ] [sig ] [635/3534] Forecasting CDTX... [2025-12-31T20:18:44.317924] [INFO ] [sig ] Generating forecast for: CDTX [2025-12-31T20:18:44.317952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'. [2025-12-31T20:18:44.330402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDTX'. [2025-12-31T20:18:44.330839] [INFO ] [FORECASTER] Starting predict_future for CDTX [2025-12-31T20:18:44.331699] [DEBUG] [LOCAL ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt [2025-12-31T20:18:44.331754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:44.331788] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:44.331814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:44.331872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:44.391433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:44.392338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:44.392425] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:44.392460] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:44.509553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:44.509732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:44.509774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:44.509806] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:44.513310] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: UP (p=60.16%) [2025-12-31T20:18:44.513611] [INFO ] [FORECASTER] Completed predict_future for CDTX [2025-12-31T20:18:44.513738] [INFO ] [sig ] CDTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:44.659172] [INFO ] [LOCAL ] Saved forecast: CDTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CDTX.txt [2025-12-31T20:18:44.659354] [INFO ] [sig ] [635/3534] Completed CDTX in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:44.659400] [INFO ] [sig ] [636/3534] Forecasting CDXS... [2025-12-31T20:18:44.659431] [INFO ] [sig ] Generating forecast for: CDXS [2025-12-31T20:18:44.659464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'. [2025-12-31T20:18:44.670738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDXS'. [2025-12-31T20:18:44.671058] [INFO ] [FORECASTER] Starting predict_future for CDXS [2025-12-31T20:18:44.671849] [DEBUG] [LOCAL ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt [2025-12-31T20:18:44.671901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:44.671933] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:44.671960] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:44.672017] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:44.729755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:44.730479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:44.730560] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:44.730614] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:44.853137] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:44.853304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:44.853354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:44.853386] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:44.856837] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=78.94%) [2025-12-31T20:18:44.857115] [INFO ] [FORECASTER] Completed predict_future for CDXS [2025-12-31T20:18:44.857244] [INFO ] [sig ] CDXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:45.005602] [INFO ] [LOCAL ] Saved forecast: CDXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CDXS.txt [2025-12-31T20:18:45.005804] [INFO ] [sig ] [636/3534] Completed CDXS in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:45.005859] [INFO ] [sig ] [637/3534] Forecasting CDZI... [2025-12-31T20:18:45.005900] [INFO ] [sig ] Generating forecast for: CDZI [2025-12-31T20:18:45.005939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'. [2025-12-31T20:18:45.018427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CDZI'. [2025-12-31T20:18:45.018751] [INFO ] [FORECASTER] Starting predict_future for CDZI [2025-12-31T20:18:45.019568] [DEBUG] [LOCAL ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt [2025-12-31T20:18:45.019640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:45.019674] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:45.019702] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:45.019760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:45.077681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:45.078503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:45.078603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:45.078641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:45.200528] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:45.200688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:45.200727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:45.200756] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:45.204065] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=5.50%) [2025-12-31T20:18:45.204358] [INFO ] [FORECASTER] Completed predict_future for CDZI [2025-12-31T20:18:45.204490] [INFO ] [sig ] CDZI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:45.347807] [INFO ] [LOCAL ] Saved forecast: CDZI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CDZI.txt [2025-12-31T20:18:45.347944] [INFO ] [sig ] [637/3534] Completed CDZI in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:45.347984] [INFO ] [sig ] [638/3534] Forecasting CE... [2025-12-31T20:18:45.348014] [INFO ] [sig ] Generating forecast for: CE [2025-12-31T20:18:45.348044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-12-31T20:18:45.360134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CE'. [2025-12-31T20:18:45.360420] [INFO ] [FORECASTER] Starting predict_future for CE [2025-12-31T20:18:45.361390] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-12-31T20:18:45.361442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:45.361475] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:45.361501] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:45.361559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:45.419047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:45.419816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:45.419900] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:45.419934] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:45.546288] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:45.546451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:45.546492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:45.546524] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:45.550061] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=23.53%) [2025-12-31T20:18:45.550360] [INFO ] [FORECASTER] Completed predict_future for CE [2025-12-31T20:18:45.550492] [INFO ] [sig ] CE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:45.699450] [INFO ] [LOCAL ] Saved forecast: CE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CE.txt [2025-12-31T20:18:45.699615] [INFO ] [sig ] [638/3534] Completed CE in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:45.699665] [INFO ] [sig ] [639/3534] Forecasting CECO... [2025-12-31T20:18:45.699695] [INFO ] [sig ] Generating forecast for: CECO [2025-12-31T20:18:45.699725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'. [2025-12-31T20:18:45.711161] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CECO'. [2025-12-31T20:18:45.711519] [INFO ] [FORECASTER] Starting predict_future for CECO [2025-12-31T20:18:45.712341] [DEBUG] [LOCAL ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt [2025-12-31T20:18:45.712396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:45.712455] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:45.712484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:45.712549] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:45.769664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:45.770353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:45.770432] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:45.770465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:45.885965] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:45.886132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:45.886194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:45.886224] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:45.889759] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: UP (p=88.60%) [2025-12-31T20:18:45.890047] [INFO ] [FORECASTER] Completed predict_future for CECO [2025-12-31T20:18:45.890174] [INFO ] [sig ] CECO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:46.038718] [INFO ] [LOCAL ] Saved forecast: CECO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CECO.txt [2025-12-31T20:18:46.038907] [INFO ] [sig ] [639/3534] Completed CECO in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:46.038955] [INFO ] [sig ] [640/3534] Forecasting CEG... [2025-12-31T20:18:46.038987] [INFO ] [sig ] Generating forecast for: CEG [2025-12-31T20:18:46.039020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'. [2025-12-31T20:18:46.051427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEG'. [2025-12-31T20:18:46.051868] [INFO ] [FORECASTER] Starting predict_future for CEG [2025-12-31T20:18:46.052810] [DEBUG] [LOCAL ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt [2025-12-31T20:18:46.052867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:46.052901] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:46.052928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:46.053004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:46.115495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:46.116563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:46.116680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:46.116713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:46.243375] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:46.243548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:46.243628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:46.243663] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:46.247347] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=3.66%) [2025-12-31T20:18:46.247693] [INFO ] [FORECASTER] Completed predict_future for CEG [2025-12-31T20:18:46.247833] [INFO ] [sig ] CEG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:46.402386] [INFO ] [LOCAL ] Saved forecast: CEG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CEG.txt [2025-12-31T20:18:46.402603] [INFO ] [sig ] [640/3534] Completed CEG in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:46.402663] [INFO ] [sig ] [641/3534] Forecasting CELC... [2025-12-31T20:18:46.402697] [INFO ] [sig ] Generating forecast for: CELC [2025-12-31T20:18:46.402729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'. [2025-12-31T20:18:46.415681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELC'. [2025-12-31T20:18:46.416144] [INFO ] [FORECASTER] Starting predict_future for CELC [2025-12-31T20:18:46.417069] [DEBUG] [LOCAL ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt [2025-12-31T20:18:46.417123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:46.417158] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:46.417186] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:46.417244] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:46.479860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:46.480789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:46.480875] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:46.480908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:46.598995] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:46.599157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:46.599197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:46.599225] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:46.602703] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=59.97%) [2025-12-31T20:18:46.602993] [INFO ] [FORECASTER] Completed predict_future for CELC [2025-12-31T20:18:46.603117] [INFO ] [sig ] CELC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:46.746990] [INFO ] [LOCAL ] Saved forecast: CELC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CELC.txt [2025-12-31T20:18:46.747123] [INFO ] [sig ] [641/3534] Completed CELC in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:46.747163] [INFO ] [sig ] [642/3534] Forecasting CELH... [2025-12-31T20:18:46.747192] [INFO ] [sig ] Generating forecast for: CELH [2025-12-31T20:18:46.747222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'. [2025-12-31T20:18:46.760091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELH'. [2025-12-31T20:18:46.760481] [INFO ] [FORECASTER] Starting predict_future for CELH [2025-12-31T20:18:46.761352] [DEBUG] [LOCAL ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt [2025-12-31T20:18:46.761406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:46.761440] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:46.761465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:46.761523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:46.821400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:46.822490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:46.822593] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:46.822628] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:46.952935] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:46.953097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:46.953140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:46.953203] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:46.956986] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=75.26%) [2025-12-31T20:18:46.957278] [INFO ] [FORECASTER] Completed predict_future for CELH [2025-12-31T20:18:46.957408] [INFO ] [sig ] CELH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:47.107104] [INFO ] [LOCAL ] Saved forecast: CELH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CELH.txt [2025-12-31T20:18:47.107260] [INFO ] [sig ] [642/3534] Completed CELH in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:47.107312] [INFO ] [sig ] [643/3534] Forecasting CELZ... [2025-12-31T20:18:47.107349] [INFO ] [sig ] Generating forecast for: CELZ [2025-12-31T20:18:47.107383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'. [2025-12-31T20:18:47.119420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CELZ'. [2025-12-31T20:18:47.119811] [INFO ] [FORECASTER] Starting predict_future for CELZ [2025-12-31T20:18:47.120710] [DEBUG] [LOCAL ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt [2025-12-31T20:18:47.120764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:47.120815] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:47.120854] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:47.120915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:47.182066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:47.182933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:47.183034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:47.183084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:47.310520] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:47.310733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:47.310789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:47.310822] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:47.314657] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=43.31%) [2025-12-31T20:18:47.314964] [INFO ] [FORECASTER] Completed predict_future for CELZ [2025-12-31T20:18:47.315115] [INFO ] [sig ] CELZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:47.468450] [INFO ] [LOCAL ] Saved forecast: CELZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CELZ.txt [2025-12-31T20:18:47.468646] [INFO ] [sig ] [643/3534] Completed CELZ in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:47.468705] [INFO ] [sig ] [644/3534] Forecasting CENTA... [2025-12-31T20:18:47.468738] [INFO ] [sig ] Generating forecast for: CENTA [2025-12-31T20:18:47.468771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'. [2025-12-31T20:18:47.481171] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENTA'. [2025-12-31T20:18:47.481537] [INFO ] [FORECASTER] Starting predict_future for CENTA [2025-12-31T20:18:47.482500] [DEBUG] [LOCAL ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt [2025-12-31T20:18:47.482567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:47.482647] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:47.482688] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:47.482759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:47.544206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:47.545070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:47.545153] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:47.545187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:47.667628] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:47.667787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:47.667829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:47.667861] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:47.671467] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=39.08%) [2025-12-31T20:18:47.671780] [INFO ] [FORECASTER] Completed predict_future for CENTA [2025-12-31T20:18:47.671916] [INFO ] [sig ] CENTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:47.824238] [INFO ] [LOCAL ] Saved forecast: CENTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CENTA.txt [2025-12-31T20:18:47.824399] [INFO ] [sig ] [644/3534] Completed CENTA in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:47.824443] [INFO ] [sig ] [645/3534] Forecasting CENX... [2025-12-31T20:18:47.824473] [INFO ] [sig ] Generating forecast for: CENX [2025-12-31T20:18:47.824505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'. [2025-12-31T20:18:47.837650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CENX'. [2025-12-31T20:18:47.837984] [INFO ] [FORECASTER] Starting predict_future for CENX [2025-12-31T20:18:47.838800] [DEBUG] [LOCAL ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt [2025-12-31T20:18:47.838853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:47.838885] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:47.838912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:47.838970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:47.906640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:47.907517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:47.907622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:47.907658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:48.033278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:48.033439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:48.033481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:48.033512] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:48.036983] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-12-31T20:18:48.037280] [INFO ] [FORECASTER] Completed predict_future for CENX [2025-12-31T20:18:48.037409] [INFO ] [sig ] CENX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:48.181306] [INFO ] [LOCAL ] Saved forecast: CENX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CENX.txt [2025-12-31T20:18:48.181473] [INFO ] [sig ] [645/3534] Completed CENX in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.7m [2025-12-31T20:18:48.181516] [INFO ] [sig ] [646/3534] Forecasting CERS... [2025-12-31T20:18:48.181546] [INFO ] [sig ] Generating forecast for: CERS [2025-12-31T20:18:48.181618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'. [2025-12-31T20:18:48.193510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CERS'. [2025-12-31T20:18:48.193916] [INFO ] [FORECASTER] Starting predict_future for CERS [2025-12-31T20:18:48.194740] [DEBUG] [LOCAL ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt [2025-12-31T20:18:48.194793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:48.194826] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:48.194853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:48.194911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:48.254460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:48.255549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:48.255709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:48.255748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:48.376126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:48.376285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:48.376325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:48.376354] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:48.379794] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: UP (p=79.80%) [2025-12-31T20:18:48.380073] [INFO ] [FORECASTER] Completed predict_future for CERS [2025-12-31T20:18:48.380197] [INFO ] [sig ] CERS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:48.530182] [INFO ] [LOCAL ] Saved forecast: CERS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CERS.txt [2025-12-31T20:18:48.530343] [INFO ] [sig ] [646/3534] Completed CERS in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.6m [2025-12-31T20:18:48.530393] [INFO ] [sig ] [647/3534] Forecasting CETX... [2025-12-31T20:18:48.530426] [INFO ] [sig ] Generating forecast for: CETX [2025-12-31T20:18:48.530460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'. [2025-12-31T20:18:48.542013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CETX'. [2025-12-31T20:18:48.542410] [INFO ] [FORECASTER] Starting predict_future for CETX [2025-12-31T20:18:48.543277] [DEBUG] [LOCAL ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt [2025-12-31T20:18:48.543332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:48.543365] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:48.543393] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:48.543451] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:48.606816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:48.608009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:48.608102] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:48.608146] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:48.726695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:48.726856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:48.726897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:48.726928] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:48.730861] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=3.73%) [2025-12-31T20:18:48.731165] [INFO ] [FORECASTER] Completed predict_future for CETX [2025-12-31T20:18:48.731301] [INFO ] [sig ] CETX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:48.881747] [INFO ] [LOCAL ] Saved forecast: CETX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CETX.txt [2025-12-31T20:18:48.881913] [INFO ] [sig ] [647/3534] Completed CETX in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.6m [2025-12-31T20:18:48.881955] [INFO ] [sig ] [648/3534] Forecasting CEVA... [2025-12-31T20:18:48.881984] [INFO ] [sig ] Generating forecast for: CEVA [2025-12-31T20:18:48.882014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'. [2025-12-31T20:18:48.894535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CEVA'. [2025-12-31T20:18:48.894934] [INFO ] [FORECASTER] Starting predict_future for CEVA [2025-12-31T20:18:48.895779] [DEBUG] [LOCAL ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt [2025-12-31T20:18:48.895834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:48.895869] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:48.895896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:48.895955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:48.955975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:48.956905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:48.956990] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:48.957024] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:49.089641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:49.089820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:49.089865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:49.089895] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:49.093611] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=42.55%) [2025-12-31T20:18:49.093905] [INFO ] [FORECASTER] Completed predict_future for CEVA [2025-12-31T20:18:49.094055] [INFO ] [sig ] CEVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:49.235124] [INFO ] [LOCAL ] Saved forecast: CEVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CEVA.txt [2025-12-31T20:18:49.235278] [INFO ] [sig ] [648/3534] Completed CEVA in 0.4s | 2.89 sym/s | Total: 3.7m | ETA: 16.6m [2025-12-31T20:18:49.235319] [INFO ] [sig ] [649/3534] Forecasting CF... [2025-12-31T20:18:49.235350] [INFO ] [sig ] Generating forecast for: CF [2025-12-31T20:18:49.235381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-12-31T20:18:49.246558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CF'. [2025-12-31T20:18:49.246888] [INFO ] [FORECASTER] Starting predict_future for CF [2025-12-31T20:18:49.247677] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-12-31T20:18:49.247730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:49.247762] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:49.247789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:49.247847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:49.308147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:49.309092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:49.309208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:49.309243] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:49.434455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:49.434632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:49.434676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:49.434709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:49.438528] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=58.27%) [2025-12-31T20:18:49.438851] [INFO ] [FORECASTER] Completed predict_future for CF [2025-12-31T20:18:49.438989] [INFO ] [sig ] CF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:49.581970] [INFO ] [LOCAL ] Saved forecast: CF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CF.txt [2025-12-31T20:18:49.582120] [INFO ] [sig ] [649/3534] Completed CF in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.6m [2025-12-31T20:18:49.582161] [INFO ] [sig ] [650/3534] Forecasting CFFN... [2025-12-31T20:18:49.582192] [INFO ] [sig ] Generating forecast for: CFFN [2025-12-31T20:18:49.582223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'. [2025-12-31T20:18:49.593718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFFN'. [2025-12-31T20:18:49.594028] [INFO ] [FORECASTER] Starting predict_future for CFFN [2025-12-31T20:18:49.594806] [DEBUG] [LOCAL ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt [2025-12-31T20:18:49.594857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:49.594889] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:49.594916] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:49.594973] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:49.652468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:49.653462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:49.653543] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:49.653593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:49.776023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:49.776200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:49.776254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:49.776314] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:49.780848] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=4.53%) [2025-12-31T20:18:49.781214] [INFO ] [FORECASTER] Completed predict_future for CFFN [2025-12-31T20:18:49.781374] [INFO ] [sig ] CFFN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:49.924190] [INFO ] [LOCAL ] Saved forecast: CFFN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CFFN.txt [2025-12-31T20:18:49.924322] [INFO ] [sig ] [650/3534] Completed CFFN in 0.3s | 2.89 sym/s | Total: 3.7m | ETA: 16.6m [2025-12-31T20:18:49.924363] [INFO ] [sig ] [651/3534] Forecasting CFG... [2025-12-31T20:18:49.924393] [INFO ] [sig ] Generating forecast for: CFG [2025-12-31T20:18:49.924424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-12-31T20:18:49.935877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFG'. [2025-12-31T20:18:49.936145] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-12-31T20:18:49.936941] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-12-31T20:18:49.936993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:49.937025] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:49.937051] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:49.937106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:49.993777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:49.994409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:49.994486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:49.994517] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:50.117138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:50.117289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:50.117329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:50.117356] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:50.120780] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=6.63%) [2025-12-31T20:18:50.121056] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-12-31T20:18:50.121179] [INFO ] [sig ] CFG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:50.260092] [INFO ] [LOCAL ] Saved forecast: CFG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CFG.txt [2025-12-31T20:18:50.260215] [INFO ] [sig ] [651/3534] Completed CFG in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:50.260255] [INFO ] [sig ] [652/3534] Forecasting CFO... [2025-12-31T20:18:50.260284] [INFO ] [sig ] Generating forecast for: CFO [2025-12-31T20:18:50.260315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'. [2025-12-31T20:18:50.271658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CFO'. [2025-12-31T20:18:50.272116] [INFO ] [FORECASTER] Starting predict_future for CFO [2025-12-31T20:18:50.272878] [DEBUG] [LOCAL ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt [2025-12-31T20:18:50.273106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:50.273138] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:50.273165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:50.273222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:50.330910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:50.331792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:50.331887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:50.331921] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:50.441141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:50.441299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:50.441338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:50.441366] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:50.444704] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: UP (p=94.83%) [2025-12-31T20:18:50.444970] [INFO ] [FORECASTER] Completed predict_future for CFO [2025-12-31T20:18:50.445092] [INFO ] [sig ] CFO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:50.584987] [INFO ] [LOCAL ] Saved forecast: CFO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CFO.txt [2025-12-31T20:18:50.585154] [INFO ] [sig ] [652/3534] Completed CFO in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:50.585196] [INFO ] [sig ] [653/3534] Forecasting CG... [2025-12-31T20:18:50.585226] [INFO ] [sig ] Generating forecast for: CG [2025-12-31T20:18:50.585257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'. [2025-12-31T20:18:50.596618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CG'. [2025-12-31T20:18:50.596922] [INFO ] [FORECASTER] Starting predict_future for CG [2025-12-31T20:18:50.597693] [DEBUG] [LOCAL ] No optimal features file found for CG: ./output/feature-sets/CG.txt [2025-12-31T20:18:50.597746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:50.597779] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:50.597806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:50.597864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:50.655217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:50.655847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:50.655923] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:50.655955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:50.779542] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:50.779841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:50.779882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:50.779911] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:50.783286] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=2.97%) [2025-12-31T20:18:50.783562] [INFO ] [FORECASTER] Completed predict_future for CG [2025-12-31T20:18:50.783708] [INFO ] [sig ] CG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:50.921552] [INFO ] [LOCAL ] Saved forecast: CG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CG.txt [2025-12-31T20:18:50.921696] [INFO ] [sig ] [653/3534] Completed CG in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:50.921737] [INFO ] [sig ] [654/3534] Forecasting CGABL... [2025-12-31T20:18:50.921766] [INFO ] [sig ] Generating forecast for: CGABL [2025-12-31T20:18:50.921797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'. [2025-12-31T20:18:50.933262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGABL'. [2025-12-31T20:18:50.933585] [INFO ] [FORECASTER] Starting predict_future for CGABL [2025-12-31T20:18:50.934330] [DEBUG] [LOCAL ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt [2025-12-31T20:18:50.934382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:50.934413] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:50.934451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:50.934510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:50.991919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:50.992751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:50.992835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:50.992869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:51.107555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:51.107740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:51.107783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:51.107815] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:51.111408] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: UP (p=70.68%) [2025-12-31T20:18:51.111750] [INFO ] [FORECASTER] Completed predict_future for CGABL [2025-12-31T20:18:51.111888] [INFO ] [sig ] CGABL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:51.337745] [INFO ] [LOCAL ] Saved forecast: CGABL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CGABL.txt [2025-12-31T20:18:51.337904] [INFO ] [sig ] [654/3534] Completed CGABL in 0.4s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:51.337945] [INFO ] [sig ] [655/3534] Forecasting CGBD... [2025-12-31T20:18:51.337974] [INFO ] [sig ] Generating forecast for: CGBD [2025-12-31T20:18:51.338004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'. [2025-12-31T20:18:51.350757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGBD'. [2025-12-31T20:18:51.351198] [INFO ] [FORECASTER] Starting predict_future for CGBD [2025-12-31T20:18:51.352161] [DEBUG] [LOCAL ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt [2025-12-31T20:18:51.352217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:51.352259] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:51.352297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:51.352360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:51.410124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:51.411067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:51.411154] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:51.411190] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:51.529158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:51.529342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:51.529383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:51.529411] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:51.532863] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=83.78%) [2025-12-31T20:18:51.533152] [INFO ] [FORECASTER] Completed predict_future for CGBD [2025-12-31T20:18:51.533280] [INFO ] [sig ] CGBD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:51.679376] [INFO ] [LOCAL ] Saved forecast: CGBD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CGBD.txt [2025-12-31T20:18:51.679535] [INFO ] [sig ] [655/3534] Completed CGBD in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:51.679593] [INFO ] [sig ] [656/3534] Forecasting CGC... [2025-12-31T20:18:51.679625] [INFO ] [sig ] Generating forecast for: CGC [2025-12-31T20:18:51.679662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'. [2025-12-31T20:18:51.691398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGC'. [2025-12-31T20:18:51.691786] [INFO ] [FORECASTER] Starting predict_future for CGC [2025-12-31T20:18:51.692557] [DEBUG] [LOCAL ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt [2025-12-31T20:18:51.692650] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:51.692718] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:51.692753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:51.692825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:51.751878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:51.752710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:51.752790] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:51.752822] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:51.878742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:51.878922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:51.878968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:51.878998] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:51.882523] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=21.62%) [2025-12-31T20:18:51.882810] [INFO ] [FORECASTER] Completed predict_future for CGC [2025-12-31T20:18:51.882933] [INFO ] [sig ] CGC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:52.026263] [INFO ] [LOCAL ] Saved forecast: CGC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CGC.txt [2025-12-31T20:18:52.026396] [INFO ] [sig ] [656/3534] Completed CGC in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:52.026436] [INFO ] [sig ] [657/3534] Forecasting CGEM... [2025-12-31T20:18:52.026466] [INFO ] [sig ] Generating forecast for: CGEM [2025-12-31T20:18:52.026497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'. [2025-12-31T20:18:52.037952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEM'. [2025-12-31T20:18:52.038212] [INFO ] [FORECASTER] Starting predict_future for CGEM [2025-12-31T20:18:52.039144] [DEBUG] [LOCAL ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt [2025-12-31T20:18:52.039196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:52.039227] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:52.039276] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:52.039338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:52.097020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:52.097665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:52.097741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:52.097773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:52.224788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:52.224940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:52.224980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:52.225008] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:52.228316] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=25.02%) [2025-12-31T20:18:52.228603] [INFO ] [FORECASTER] Completed predict_future for CGEM [2025-12-31T20:18:52.228730] [INFO ] [sig ] CGEM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:52.373798] [INFO ] [LOCAL ] Saved forecast: CGEM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CGEM.txt [2025-12-31T20:18:52.373930] [INFO ] [sig ] [657/3534] Completed CGEM in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:52.373970] [INFO ] [sig ] [658/3534] Forecasting CGEN... [2025-12-31T20:18:52.373999] [INFO ] [sig ] Generating forecast for: CGEN [2025-12-31T20:18:52.374035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'. [2025-12-31T20:18:52.386615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGEN'. [2025-12-31T20:18:52.386930] [INFO ] [FORECASTER] Starting predict_future for CGEN [2025-12-31T20:18:52.387719] [DEBUG] [LOCAL ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt [2025-12-31T20:18:52.387772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:52.387805] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:52.387832] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:52.387889] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:52.451368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:52.452284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:52.452367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:52.452402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:52.574442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:52.574608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:52.574648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:52.574676] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:52.577971] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=71.15%) [2025-12-31T20:18:52.578240] [INFO ] [FORECASTER] Completed predict_future for CGEN [2025-12-31T20:18:52.578362] [INFO ] [sig ] CGEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:52.717178] [INFO ] [LOCAL ] Saved forecast: CGEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CGEN.txt [2025-12-31T20:18:52.717299] [INFO ] [sig ] [658/3534] Completed CGEN in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:52.717339] [INFO ] [sig ] [659/3534] Forecasting CGNX... [2025-12-31T20:18:52.717368] [INFO ] [sig ] Generating forecast for: CGNX [2025-12-31T20:18:52.717399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'. [2025-12-31T20:18:52.728999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGNX'. [2025-12-31T20:18:52.729305] [INFO ] [FORECASTER] Starting predict_future for CGNX [2025-12-31T20:18:52.730089] [DEBUG] [LOCAL ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt [2025-12-31T20:18:52.730141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:52.730172] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:52.730199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:52.730256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:52.787351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:52.787990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:52.788067] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:52.788099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:52.906111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:52.906229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:52.906266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:52.906320] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:52.909612] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=98.92%) [2025-12-31T20:18:52.909886] [INFO ] [FORECASTER] Completed predict_future for CGNX [2025-12-31T20:18:52.910007] [INFO ] [sig ] CGNX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:53.051842] [INFO ] [LOCAL ] Saved forecast: CGNX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CGNX.txt [2025-12-31T20:18:53.051995] [INFO ] [sig ] [659/3534] Completed CGNX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:53.052036] [INFO ] [sig ] [660/3534] Forecasting CGO... [2025-12-31T20:18:53.052066] [INFO ] [sig ] Generating forecast for: CGO [2025-12-31T20:18:53.052097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'. [2025-12-31T20:18:53.063421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGO'. [2025-12-31T20:18:53.063736] [INFO ] [FORECASTER] Starting predict_future for CGO [2025-12-31T20:18:53.064491] [DEBUG] [LOCAL ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt [2025-12-31T20:18:53.064544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:53.064594] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:53.064623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:53.064681] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:53.121730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:53.122495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:53.122592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:53.122627] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:53.240216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:53.240380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:53.240427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:53.240457] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:53.243899] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=3.20%) [2025-12-31T20:18:53.244176] [INFO ] [FORECASTER] Completed predict_future for CGO [2025-12-31T20:18:53.244298] [INFO ] [sig ] CGO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:53.385616] [INFO ] [LOCAL ] Saved forecast: CGO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CGO.txt [2025-12-31T20:18:53.385761] [INFO ] [sig ] [660/3534] Completed CGO in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:53.385802] [INFO ] [sig ] [661/3534] Forecasting CGON... [2025-12-31T20:18:53.385832] [INFO ] [sig ] Generating forecast for: CGON [2025-12-31T20:18:53.385862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'. [2025-12-31T20:18:53.397677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGON'. [2025-12-31T20:18:53.397978] [INFO ] [FORECASTER] Starting predict_future for CGON [2025-12-31T20:18:53.398746] [DEBUG] [LOCAL ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt [2025-12-31T20:18:53.398799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:53.398831] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:53.398857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:53.398915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:53.458899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:53.459729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:53.459808] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:53.459839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:53.581802] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:53.581951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:53.581990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:53.582018] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:53.585339] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: DOWN (p=4.98%) [2025-12-31T20:18:53.585622] [INFO ] [FORECASTER] Completed predict_future for CGON [2025-12-31T20:18:53.585746] [INFO ] [sig ] CGON: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:53.724956] [INFO ] [LOCAL ] Saved forecast: CGON 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CGON.txt [2025-12-31T20:18:53.725083] [INFO ] [sig ] [661/3534] Completed CGON in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:53.725122] [INFO ] [sig ] [662/3534] Forecasting CGTX... [2025-12-31T20:18:53.725151] [INFO ] [sig ] Generating forecast for: CGTX [2025-12-31T20:18:53.725183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'. [2025-12-31T20:18:53.737988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CGTX'. [2025-12-31T20:18:53.738276] [INFO ] [FORECASTER] Starting predict_future for CGTX [2025-12-31T20:18:53.739275] [DEBUG] [LOCAL ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt [2025-12-31T20:18:53.739333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:53.739365] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:53.739392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:53.739448] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:53.797073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:53.797774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:53.798042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:53.798075] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:53.923083] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:53.923248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:53.923291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:53.923320] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:53.926783] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-12-31T20:18:53.927052] [INFO ] [FORECASTER] Completed predict_future for CGTX [2025-12-31T20:18:53.927174] [INFO ] [sig ] CGTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:54.065025] [INFO ] [LOCAL ] Saved forecast: CGTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CGTX.txt [2025-12-31T20:18:54.065156] [INFO ] [sig ] [662/3534] Completed CGTX in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.6m [2025-12-31T20:18:54.065196] [INFO ] [sig ] [663/3534] Forecasting CHCI... [2025-12-31T20:18:54.065224] [INFO ] [sig ] Generating forecast for: CHCI [2025-12-31T20:18:54.065254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'. [2025-12-31T20:18:54.076224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCI'. [2025-12-31T20:18:54.076540] [INFO ] [FORECASTER] Starting predict_future for CHCI [2025-12-31T20:18:54.077317] [DEBUG] [LOCAL ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt [2025-12-31T20:18:54.077369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:54.077403] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:54.077430] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:54.077487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:54.134611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:54.135293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:54.135371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:54.135404] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:54.251174] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:54.251329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:54.251369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:54.251398] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:54.255111] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=26.06%) [2025-12-31T20:18:54.255381] [INFO ] [FORECASTER] Completed predict_future for CHCI [2025-12-31T20:18:54.255503] [INFO ] [sig ] CHCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:54.396979] [INFO ] [LOCAL ] Saved forecast: CHCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CHCI.txt [2025-12-31T20:18:54.397114] [INFO ] [sig ] [663/3534] Completed CHCI in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.5m [2025-12-31T20:18:54.397155] [INFO ] [sig ] [664/3534] Forecasting CHCO... [2025-12-31T20:18:54.397184] [INFO ] [sig ] Generating forecast for: CHCO [2025-12-31T20:18:54.397214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'. [2025-12-31T20:18:54.408826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHCO'. [2025-12-31T20:18:54.409130] [INFO ] [FORECASTER] Starting predict_future for CHCO [2025-12-31T20:18:54.409981] [DEBUG] [LOCAL ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt [2025-12-31T20:18:54.410035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:54.410067] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:54.410094] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:54.410152] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:54.468249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:54.469154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:54.469231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:54.469280] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:54.596695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:54.596841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:54.596880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:54.596909] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:54.600507] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=84.82%) [2025-12-31T20:18:54.600818] [INFO ] [FORECASTER] Completed predict_future for CHCO [2025-12-31T20:18:54.600954] [INFO ] [sig ] CHCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:54.743877] [INFO ] [LOCAL ] Saved forecast: CHCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHCO.txt [2025-12-31T20:18:54.744000] [INFO ] [sig ] [664/3534] Completed CHCO in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.5m [2025-12-31T20:18:54.744040] [INFO ] [sig ] [665/3534] Forecasting CHD... [2025-12-31T20:18:54.744069] [INFO ] [sig ] Generating forecast for: CHD [2025-12-31T20:18:54.744099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-12-31T20:18:54.756235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHD'. [2025-12-31T20:18:54.756502] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-12-31T20:18:54.757472] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-12-31T20:18:54.757524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:54.757554] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:54.757609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:54.757680] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:54.815151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:54.815800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:54.815874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:54.815905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:54.941380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:54.941508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:54.941545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:54.941590] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:54.944818] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=65.43%) [2025-12-31T20:18:54.945083] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-12-31T20:18:54.945205] [INFO ] [sig ] CHD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:55.084037] [INFO ] [LOCAL ] Saved forecast: CHD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHD.txt [2025-12-31T20:18:55.084169] [INFO ] [sig ] [665/3534] Completed CHD in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.5m [2025-12-31T20:18:55.084208] [INFO ] [sig ] [666/3534] Forecasting CHDN... [2025-12-31T20:18:55.084238] [INFO ] [sig ] Generating forecast for: CHDN [2025-12-31T20:18:55.084268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'. [2025-12-31T20:18:55.095397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHDN'. [2025-12-31T20:18:55.095726] [INFO ] [FORECASTER] Starting predict_future for CHDN [2025-12-31T20:18:55.096476] [DEBUG] [LOCAL ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt [2025-12-31T20:18:55.096528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:55.096560] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:55.096623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:55.096689] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:55.152633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:55.153280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:55.153383] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:55.153416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:55.274905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:55.275056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:55.275095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:55.275125] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:55.278459] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=58.26%) [2025-12-31T20:18:55.278743] [INFO ] [FORECASTER] Completed predict_future for CHDN [2025-12-31T20:18:55.278866] [INFO ] [sig ] CHDN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:55.423498] [INFO ] [LOCAL ] Saved forecast: CHDN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHDN.txt [2025-12-31T20:18:55.423642] [INFO ] [sig ] [666/3534] Completed CHDN in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.5m [2025-12-31T20:18:55.423685] [INFO ] [sig ] [667/3534] Forecasting CHE... [2025-12-31T20:18:55.423715] [INFO ] [sig ] Generating forecast for: CHE [2025-12-31T20:18:55.423746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-12-31T20:18:55.435236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHE'. [2025-12-31T20:18:55.435524] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-12-31T20:18:55.436314] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-12-31T20:18:55.436388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:55.436421] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:55.436448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:55.436504] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:55.493933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:55.494534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:55.494626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:55.494660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:55.610193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:55.610330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:55.610369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:55.610398] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:55.613660] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-12-31T20:18:55.613925] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-12-31T20:18:55.614045] [INFO ] [sig ] CHE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:55.752597] [INFO ] [LOCAL ] Saved forecast: CHE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHE.txt [2025-12-31T20:18:55.752713] [INFO ] [sig ] [667/3534] Completed CHE in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.5m [2025-12-31T20:18:55.752752] [INFO ] [sig ] [668/3534] Forecasting CHEF... [2025-12-31T20:18:55.752781] [INFO ] [sig ] Generating forecast for: CHEF [2025-12-31T20:18:55.752811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'. [2025-12-31T20:18:55.765065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHEF'. [2025-12-31T20:18:55.765348] [INFO ] [FORECASTER] Starting predict_future for CHEF [2025-12-31T20:18:55.766114] [DEBUG] [LOCAL ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt [2025-12-31T20:18:55.766166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:55.766197] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:55.766224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:55.766280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:55.822276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:55.822907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:55.822983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:55.823015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:55.939108] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:55.939289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:55.939335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:55.939364] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:55.942881] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=97.93%) [2025-12-31T20:18:55.943146] [INFO ] [FORECASTER] Completed predict_future for CHEF [2025-12-31T20:18:55.943265] [INFO ] [sig ] CHEF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:56.087107] [INFO ] [LOCAL ] Saved forecast: CHEF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHEF.txt [2025-12-31T20:18:56.087252] [INFO ] [sig ] [668/3534] Completed CHEF in 0.3s | 2.89 sym/s | Total: 3.8m | ETA: 16.5m [2025-12-31T20:18:56.087293] [INFO ] [sig ] [669/3534] Forecasting CHH... [2025-12-31T20:18:56.087322] [INFO ] [sig ] Generating forecast for: CHH [2025-12-31T20:18:56.087353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-12-31T20:18:56.100493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHH'. [2025-12-31T20:18:56.100808] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-12-31T20:18:56.101597] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-12-31T20:18:56.101649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:56.101681] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:56.101707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:56.101764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:56.160546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:56.161235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:56.161312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:56.161344] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:56.280187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:56.280340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:56.280379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:56.280408] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:56.283730] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=16.50%) [2025-12-31T20:18:56.283996] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-12-31T20:18:56.284117] [INFO ] [sig ] CHH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:56.424011] [INFO ] [LOCAL ] Saved forecast: CHH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CHH.txt [2025-12-31T20:18:56.424162] [INFO ] [sig ] [669/3534] Completed CHH in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:56.424202] [INFO ] [sig ] [670/3534] Forecasting CHI... [2025-12-31T20:18:56.424232] [INFO ] [sig ] Generating forecast for: CHI [2025-12-31T20:18:56.424263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'. [2025-12-31T20:18:56.436813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHI'. [2025-12-31T20:18:56.437159] [INFO ] [FORECASTER] Starting predict_future for CHI [2025-12-31T20:18:56.438059] [DEBUG] [LOCAL ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt [2025-12-31T20:18:56.438112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:56.438143] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:56.438169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:56.438225] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:56.497236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:56.497934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:56.498014] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:56.498048] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:56.616071] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:56.616193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:56.616231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:56.616258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:56.619439] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-12-31T20:18:56.619720] [INFO ] [FORECASTER] Completed predict_future for CHI [2025-12-31T20:18:56.619839] [INFO ] [sig ] CHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:56.758068] [INFO ] [LOCAL ] Saved forecast: CHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHI.txt [2025-12-31T20:18:56.758181] [INFO ] [sig ] [670/3534] Completed CHI in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:56.758225] [INFO ] [sig ] [671/3534] Forecasting CHKP... [2025-12-31T20:18:56.758255] [INFO ] [sig ] Generating forecast for: CHKP [2025-12-31T20:18:56.758285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'. [2025-12-31T20:18:56.770418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHKP'. [2025-12-31T20:18:56.770703] [INFO ] [FORECASTER] Starting predict_future for CHKP [2025-12-31T20:18:56.771477] [DEBUG] [LOCAL ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt [2025-12-31T20:18:56.771529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:56.771561] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:56.771609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:56.771667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:56.833112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:56.833799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:56.833883] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:56.833917] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:56.952968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:56.953064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:56.953099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:56.953127] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:56.956200] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=23.79%) [2025-12-31T20:18:56.956458] [INFO ] [FORECASTER] Completed predict_future for CHKP [2025-12-31T20:18:56.956610] [INFO ] [sig ] CHKP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:57.095263] [INFO ] [LOCAL ] Saved forecast: CHKP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CHKP.txt [2025-12-31T20:18:57.095379] [INFO ] [sig ] [671/3534] Completed CHKP in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:57.095418] [INFO ] [sig ] [672/3534] Forecasting CHMI... [2025-12-31T20:18:57.095447] [INFO ] [sig ] Generating forecast for: CHMI [2025-12-31T20:18:57.095477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-12-31T20:18:57.107538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHMI'. [2025-12-31T20:18:57.107849] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-12-31T20:18:57.108633] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-12-31T20:18:57.108685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:57.108718] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:57.108744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:57.108801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:57.165179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:57.165821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:57.165898] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:57.166119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:57.282835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:57.282961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:57.282999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:57.283027] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:57.286221] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=74.62%) [2025-12-31T20:18:57.286488] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-12-31T20:18:57.286642] [INFO ] [sig ] CHMI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:57.426908] [INFO ] [LOCAL ] Saved forecast: CHMI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHMI.txt [2025-12-31T20:18:57.427033] [INFO ] [sig ] [672/3534] Completed CHMI in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:57.427073] [INFO ] [sig ] [673/3534] Forecasting CHRD... [2025-12-31T20:18:57.427102] [INFO ] [sig ] Generating forecast for: CHRD [2025-12-31T20:18:57.427132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'. [2025-12-31T20:18:57.438772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRD'. [2025-12-31T20:18:57.439041] [INFO ] [FORECASTER] Starting predict_future for CHRD [2025-12-31T20:18:57.439832] [DEBUG] [LOCAL ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt [2025-12-31T20:18:57.439883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:57.439939] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:57.439968] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:57.440025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:57.496713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:57.497564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:57.497666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:57.497699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:57.619489] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:57.619698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:57.619741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:57.619770] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:57.623234] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=84.37%) [2025-12-31T20:18:57.623497] [INFO ] [FORECASTER] Completed predict_future for CHRD [2025-12-31T20:18:57.623642] [INFO ] [sig ] CHRD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:57.763236] [INFO ] [LOCAL ] Saved forecast: CHRD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHRD.txt [2025-12-31T20:18:57.763397] [INFO ] [sig ] [673/3534] Completed CHRD in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:57.763439] [INFO ] [sig ] [674/3534] Forecasting CHRS... [2025-12-31T20:18:57.763468] [INFO ] [sig ] Generating forecast for: CHRS [2025-12-31T20:18:57.763499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'. [2025-12-31T20:18:57.774892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHRS'. [2025-12-31T20:18:57.775227] [INFO ] [FORECASTER] Starting predict_future for CHRS [2025-12-31T20:18:57.776022] [DEBUG] [LOCAL ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt [2025-12-31T20:18:57.776073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:57.776105] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:57.776132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:57.776190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:57.834815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:57.835676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:57.835756] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:57.835788] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:57.958903] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:57.959273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:57.959335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:57.959367] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:57.962894] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: DOWN (p=44.66%) [2025-12-31T20:18:57.963197] [INFO ] [FORECASTER] Completed predict_future for CHRS [2025-12-31T20:18:57.963327] [INFO ] [sig ] CHRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:58.106807] [INFO ] [LOCAL ] Saved forecast: CHRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CHRS.txt [2025-12-31T20:18:58.106932] [INFO ] [sig ] [674/3534] Completed CHRS in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:58.106972] [INFO ] [sig ] [675/3534] Forecasting CHSCL... [2025-12-31T20:18:58.107001] [INFO ] [sig ] Generating forecast for: CHSCL [2025-12-31T20:18:58.107031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'. [2025-12-31T20:18:58.117804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'. [2025-12-31T20:18:58.118099] [INFO ] [FORECASTER] Starting predict_future for CHSCL [2025-12-31T20:18:58.118884] [DEBUG] [LOCAL ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt [2025-12-31T20:18:58.118947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:58.118983] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:58.119009] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:58.119066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:58.175717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:58.176300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:58.176377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:58.176408] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:58.293106] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:58.293227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:58.293264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:58.293292] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:58.296545] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=83.07%) [2025-12-31T20:18:58.296831] [INFO ] [FORECASTER] Completed predict_future for CHSCL [2025-12-31T20:18:58.296951] [INFO ] [sig ] CHSCL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:58.435874] [INFO ] [LOCAL ] Saved forecast: CHSCL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHSCL.txt [2025-12-31T20:18:58.435982] [INFO ] [sig ] [675/3534] Completed CHSCL in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:58.436021] [INFO ] [sig ] [676/3534] Forecasting CHSCM... [2025-12-31T20:18:58.436051] [INFO ] [sig ] Generating forecast for: CHSCM [2025-12-31T20:18:58.436081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'. [2025-12-31T20:18:58.447291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'. [2025-12-31T20:18:58.447584] [INFO ] [FORECASTER] Starting predict_future for CHSCM [2025-12-31T20:18:58.448415] [DEBUG] [LOCAL ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt [2025-12-31T20:18:58.448468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:58.448500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:58.448527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:58.448608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:58.505870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:58.506464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:58.506540] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:58.506589] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:58.616286] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:58.616397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:58.616432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:58.616491] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:58.619788] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=76.01%) [2025-12-31T20:18:58.620062] [INFO ] [FORECASTER] Completed predict_future for CHSCM [2025-12-31T20:18:58.620188] [INFO ] [sig ] CHSCM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:58.758058] [INFO ] [LOCAL ] Saved forecast: CHSCM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHSCM.txt [2025-12-31T20:18:58.758196] [INFO ] [sig ] [676/3534] Completed CHSCM in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:58.758236] [INFO ] [sig ] [677/3534] Forecasting CHSCN... [2025-12-31T20:18:58.758266] [INFO ] [sig ] Generating forecast for: CHSCN [2025-12-31T20:18:58.758296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'. [2025-12-31T20:18:58.769656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'. [2025-12-31T20:18:58.769974] [INFO ] [FORECASTER] Starting predict_future for CHSCN [2025-12-31T20:18:58.770753] [DEBUG] [LOCAL ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt [2025-12-31T20:18:58.770806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:58.770838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:58.770865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:58.770923] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:58.828856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:58.829543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:58.829641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:58.829675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:58.943353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:58.943467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:58.943504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:58.943532] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:58.946700] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=99.16%) [2025-12-31T20:18:58.946962] [INFO ] [FORECASTER] Completed predict_future for CHSCN [2025-12-31T20:18:58.947080] [INFO ] [sig ] CHSCN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:59.086644] [INFO ] [LOCAL ] Saved forecast: CHSCN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHSCN.txt [2025-12-31T20:18:59.086757] [INFO ] [sig ] [677/3534] Completed CHSCN in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.5m [2025-12-31T20:18:59.086795] [INFO ] [sig ] [678/3534] Forecasting CHSCO... [2025-12-31T20:18:59.086824] [INFO ] [sig ] Generating forecast for: CHSCO [2025-12-31T20:18:59.086854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'. [2025-12-31T20:18:59.097335] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'. [2025-12-31T20:18:59.097626] [INFO ] [FORECASTER] Starting predict_future for CHSCO [2025-12-31T20:18:59.098371] [DEBUG] [LOCAL ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt [2025-12-31T20:18:59.098422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:59.098463] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:59.098493] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:59.098552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:59.155155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:59.155788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:59.155865] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:59.155900] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:59.266406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:59.266509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:59.266544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:59.266590] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:59.269734] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=77.89%) [2025-12-31T20:18:59.270000] [INFO ] [FORECASTER] Completed predict_future for CHSCO [2025-12-31T20:18:59.270118] [INFO ] [sig ] CHSCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:18:59.410261] [INFO ] [LOCAL ] Saved forecast: CHSCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CHSCO.txt [2025-12-31T20:18:59.410382] [INFO ] [sig ] [678/3534] Completed CHSCO in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:18:59.410420] [INFO ] [sig ] [679/3534] Forecasting CHSCP... [2025-12-31T20:18:59.410449] [INFO ] [sig ] Generating forecast for: CHSCP [2025-12-31T20:18:59.410481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'. [2025-12-31T20:18:59.420933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'. [2025-12-31T20:18:59.421216] [INFO ] [FORECASTER] Starting predict_future for CHSCP [2025-12-31T20:18:59.421998] [DEBUG] [LOCAL ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt [2025-12-31T20:18:59.422050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:59.422081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:59.422108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:59.422165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:59.479611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:59.480209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:59.480287] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:59.480320] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:59.582921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:59.583030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:59.583065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:59.583093] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:59.586316] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=3.97%) [2025-12-31T20:18:59.586612] [INFO ] [FORECASTER] Completed predict_future for CHSCP [2025-12-31T20:18:59.586741] [INFO ] [sig ] CHSCP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:18:59.727089] [INFO ] [LOCAL ] Saved forecast: CHSCP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CHSCP.txt [2025-12-31T20:18:59.727203] [INFO ] [sig ] [679/3534] Completed CHSCP in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:18:59.727240] [INFO ] [sig ] [680/3534] Forecasting CHWY... [2025-12-31T20:18:59.727269] [INFO ] [sig ] Generating forecast for: CHWY [2025-12-31T20:18:59.727299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-12-31T20:18:59.738174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHWY'. [2025-12-31T20:18:59.738450] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-12-31T20:18:59.739229] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-12-31T20:18:59.739308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:18:59.739340] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:18:59.739367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:18:59.739424] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:18:59.797750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:18:59.798342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:18:59.798420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:18:59.798458] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:18:59.918703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:18:59.918813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:18:59.918854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:18:59.918889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:18:59.922110] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=27.36%) [2025-12-31T20:18:59.922371] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-12-31T20:18:59.922488] [INFO ] [sig ] CHWY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:00.062770] [INFO ] [LOCAL ] Saved forecast: CHWY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CHWY.txt [2025-12-31T20:19:00.062892] [INFO ] [sig ] [680/3534] Completed CHWY in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:19:00.062931] [INFO ] [sig ] [681/3534] Forecasting CHY... [2025-12-31T20:19:00.062961] [INFO ] [sig ] Generating forecast for: CHY [2025-12-31T20:19:00.062992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'. [2025-12-31T20:19:00.075121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CHY'. [2025-12-31T20:19:00.075392] [INFO ] [FORECASTER] Starting predict_future for CHY [2025-12-31T20:19:00.076156] [DEBUG] [LOCAL ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt [2025-12-31T20:19:00.076209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:00.076240] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:00.076266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:00.076323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:00.132964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:00.133650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:00.133728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:00.133760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:00.248363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:00.248504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:00.248546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:00.248592] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:00.251893] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=37.74%) [2025-12-31T20:19:00.252163] [INFO ] [FORECASTER] Completed predict_future for CHY [2025-12-31T20:19:00.252281] [INFO ] [sig ] CHY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:00.392103] [INFO ] [LOCAL ] Saved forecast: CHY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CHY.txt [2025-12-31T20:19:00.392254] [INFO ] [sig ] [681/3534] Completed CHY in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:19:00.392299] [INFO ] [sig ] [682/3534] Forecasting CI... [2025-12-31T20:19:00.392331] [INFO ] [sig ] Generating forecast for: CI [2025-12-31T20:19:00.392362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-12-31T20:19:00.403783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CI'. [2025-12-31T20:19:00.404100] [INFO ] [FORECASTER] Starting predict_future for CI [2025-12-31T20:19:00.404881] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-12-31T20:19:00.404932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:00.404964] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:00.404990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:00.405048] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:00.462806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:00.463625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:00.463709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:00.463741] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:00.583931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:00.584093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:00.584135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:00.584165] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:00.587793] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=3.25%) [2025-12-31T20:19:00.588077] [INFO ] [FORECASTER] Completed predict_future for CI [2025-12-31T20:19:00.588211] [INFO ] [sig ] CI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:00.729047] [INFO ] [LOCAL ] Saved forecast: CI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CI.txt [2025-12-31T20:19:00.729198] [INFO ] [sig ] [682/3534] Completed CI in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:19:00.729241] [INFO ] [sig ] [683/3534] Forecasting CIA... [2025-12-31T20:19:00.729296] [INFO ] [sig ] Generating forecast for: CIA [2025-12-31T20:19:00.729328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-12-31T20:19:00.741026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIA'. [2025-12-31T20:19:00.741342] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-12-31T20:19:00.742236] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-12-31T20:19:00.742291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:00.742326] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:00.742355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:00.742415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:00.801831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:00.802703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:00.802791] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:00.802860] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:00.922046] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:00.922239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:00.922289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:00.922321] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:00.926170] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=1.23%) [2025-12-31T20:19:00.926520] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-12-31T20:19:00.926700] [INFO ] [sig ] CIA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:01.069077] [INFO ] [LOCAL ] Saved forecast: CIA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CIA.txt [2025-12-31T20:19:01.069247] [INFO ] [sig ] [683/3534] Completed CIA in 0.3s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:19:01.069310] [INFO ] [sig ] [684/3534] Forecasting CIB... [2025-12-31T20:19:01.069342] [INFO ] [sig ] Generating forecast for: CIB [2025-12-31T20:19:01.069374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-12-31T20:19:01.081053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIB'. [2025-12-31T20:19:01.081468] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-12-31T20:19:01.082274] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-12-31T20:19:01.082328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:01.082360] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:01.082387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:01.082444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:01.140942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:01.141822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:01.141907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:01.141940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:01.274830] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:01.274990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:01.275032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:01.275062] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:01.278530] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-12-31T20:19:01.278834] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-12-31T20:19:01.278985] [INFO ] [sig ] CIB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:01.432809] [INFO ] [LOCAL ] Saved forecast: CIB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CIB.txt [2025-12-31T20:19:01.432978] [INFO ] [sig ] [684/3534] Completed CIB in 0.4s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:19:01.433021] [INFO ] [sig ] [685/3534] Forecasting CIEN... [2025-12-31T20:19:01.433054] [INFO ] [sig ] Generating forecast for: CIEN [2025-12-31T20:19:01.433097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-12-31T20:19:01.444846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIEN'. [2025-12-31T20:19:01.445253] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-12-31T20:19:01.446084] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-12-31T20:19:01.446140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:01.446174] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:01.446203] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:01.446268] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:01.506413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:01.507357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:01.507451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:01.507486] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:01.646416] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:01.646627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:01.646688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:01.646749] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:01.650636] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=90.79%) [2025-12-31T20:19:01.650957] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-12-31T20:19:01.651115] [INFO ] [sig ] CIEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:01.829028] [INFO ] [LOCAL ] Saved forecast: CIEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CIEN.txt [2025-12-31T20:19:01.829201] [INFO ] [sig ] [685/3534] Completed CIEN in 0.4s | 2.89 sym/s | Total: 3.9m | ETA: 16.4m [2025-12-31T20:19:01.829242] [INFO ] [sig ] [686/3534] Forecasting CIF... [2025-12-31T20:19:01.829304] [INFO ] [sig ] Generating forecast for: CIF [2025-12-31T20:19:01.829336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-12-31T20:19:01.841067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIF'. [2025-12-31T20:19:01.841428] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-12-31T20:19:01.842259] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-12-31T20:19:01.842314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:01.842347] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:01.842375] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:01.842434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:01.905933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:01.906830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:01.906915] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:01.906962] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:02.042720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:02.042896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:02.042941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:02.042976] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:02.047720] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=44.54%) [2025-12-31T20:19:02.048036] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-12-31T20:19:02.048176] [INFO ] [sig ] CIF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:02.222783] [INFO ] [LOCAL ] Saved forecast: CIF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CIF.txt [2025-12-31T20:19:02.222946] [INFO ] [sig ] [686/3534] Completed CIF in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:02.222987] [INFO ] [sig ] [687/3534] Forecasting CIG... [2025-12-31T20:19:02.223019] [INFO ] [sig ] Generating forecast for: CIG [2025-12-31T20:19:02.223049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-12-31T20:19:02.234777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIG'. [2025-12-31T20:19:02.235058] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-12-31T20:19:02.235833] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-12-31T20:19:02.235885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:02.235917] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:02.235945] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:02.236002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:02.291620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:02.292216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:02.292292] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:02.292337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:02.411531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:02.411704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:02.411746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:02.411776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:02.415240] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=43.02%) [2025-12-31T20:19:02.415518] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-12-31T20:19:02.415664] [INFO ] [sig ] CIG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:02.557022] [INFO ] [LOCAL ] Saved forecast: CIG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CIG.txt [2025-12-31T20:19:02.557158] [INFO ] [sig ] [687/3534] Completed CIG in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:02.557198] [INFO ] [sig ] [688/3534] Forecasting CIGI... [2025-12-31T20:19:02.557227] [INFO ] [sig ] Generating forecast for: CIGI [2025-12-31T20:19:02.557259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'. [2025-12-31T20:19:02.568541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIGI'. [2025-12-31T20:19:02.568827] [INFO ] [FORECASTER] Starting predict_future for CIGI [2025-12-31T20:19:02.569612] [DEBUG] [LOCAL ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt [2025-12-31T20:19:02.569664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:02.569696] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:02.569722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:02.569778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:02.631695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:02.632685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:02.632779] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:02.632817] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:02.761550] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:02.761723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:02.761763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:02.761792] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:02.765141] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: DOWN (p=36.10%) [2025-12-31T20:19:02.765415] [INFO ] [FORECASTER] Completed predict_future for CIGI [2025-12-31T20:19:02.765541] [INFO ] [sig ] CIGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:02.904413] [INFO ] [LOCAL ] Saved forecast: CIGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CIGI.txt [2025-12-31T20:19:02.904547] [INFO ] [sig ] [688/3534] Completed CIGI in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:02.904604] [INFO ] [sig ] [689/3534] Forecasting CII... [2025-12-31T20:19:02.904637] [INFO ] [sig ] Generating forecast for: CII [2025-12-31T20:19:02.904668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-12-31T20:19:02.915974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CII'. [2025-12-31T20:19:02.916306] [INFO ] [FORECASTER] Starting predict_future for CII [2025-12-31T20:19:02.917089] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-12-31T20:19:02.917141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:02.917174] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:02.917211] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:02.917270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:02.974684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:02.975547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:02.975654] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:02.975691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:03.097483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:03.097660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:03.097699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:03.097728] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:03.101146] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: DOWN (p=31.67%) [2025-12-31T20:19:03.101463] [INFO ] [FORECASTER] Completed predict_future for CII [2025-12-31T20:19:03.101609] [INFO ] [sig ] CII: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:03.242446] [INFO ] [LOCAL ] Saved forecast: CII 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CII.txt [2025-12-31T20:19:03.242620] [INFO ] [sig ] [689/3534] Completed CII in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:03.242664] [INFO ] [sig ] [690/3534] Forecasting CIM... [2025-12-31T20:19:03.242693] [INFO ] [sig ] Generating forecast for: CIM [2025-12-31T20:19:03.242724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-12-31T20:19:03.254715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIM'. [2025-12-31T20:19:03.255111] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-12-31T20:19:03.255914] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-12-31T20:19:03.255971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:03.256030] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:03.256059] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:03.256118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:03.318997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:03.319970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:03.320071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:03.320107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:03.439691] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:03.439869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:03.439910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:03.439940] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:03.443428] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=95.47%) [2025-12-31T20:19:03.443716] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-12-31T20:19:03.443838] [INFO ] [sig ] CIM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:03.584911] [INFO ] [LOCAL ] Saved forecast: CIM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CIM.txt [2025-12-31T20:19:03.585057] [INFO ] [sig ] [690/3534] Completed CIM in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:03.585097] [INFO ] [sig ] [691/3534] Forecasting CINF... [2025-12-31T20:19:03.585127] [INFO ] [sig ] Generating forecast for: CINF [2025-12-31T20:19:03.585170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'. [2025-12-31T20:19:03.596996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CINF'. [2025-12-31T20:19:03.597292] [INFO ] [FORECASTER] Starting predict_future for CINF [2025-12-31T20:19:03.598083] [DEBUG] [LOCAL ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt [2025-12-31T20:19:03.598134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:03.598167] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:03.598193] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:03.598250] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:03.661042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:03.661874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:03.661954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:03.661987] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:03.782052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:03.782208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:03.782248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:03.782276] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:03.785716] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=57.23%) [2025-12-31T20:19:03.786012] [INFO ] [FORECASTER] Completed predict_future for CINF [2025-12-31T20:19:03.786150] [INFO ] [sig ] CINF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:03.926638] [INFO ] [LOCAL ] Saved forecast: CINF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CINF.txt [2025-12-31T20:19:03.926781] [INFO ] [sig ] [691/3534] Completed CINF in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:03.926824] [INFO ] [sig ] [692/3534] Forecasting CING... [2025-12-31T20:19:03.926854] [INFO ] [sig ] Generating forecast for: CING [2025-12-31T20:19:03.926885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'. [2025-12-31T20:19:03.937991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CING'. [2025-12-31T20:19:03.938286] [INFO ] [FORECASTER] Starting predict_future for CING [2025-12-31T20:19:03.939088] [DEBUG] [LOCAL ] No optimal features file found for CING: ./output/feature-sets/CING.txt [2025-12-31T20:19:03.939141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:03.939175] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:03.939204] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:03.939287] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:03.997835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:03.998516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:03.998613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:03.998649] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:04.115761] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:04.115917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:04.115966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:04.116007] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:04.119600] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=9.99%) [2025-12-31T20:19:04.119879] [INFO ] [FORECASTER] Completed predict_future for CING [2025-12-31T20:19:04.120011] [INFO ] [sig ] CING: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:04.263914] [INFO ] [LOCAL ] Saved forecast: CING 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CING.txt [2025-12-31T20:19:04.264052] [INFO ] [sig ] [692/3534] Completed CING in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:04.264092] [INFO ] [sig ] [693/3534] Forecasting CIO... [2025-12-31T20:19:04.264121] [INFO ] [sig ] Generating forecast for: CIO [2025-12-31T20:19:04.264160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-12-31T20:19:04.275091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIO'. [2025-12-31T20:19:04.275354] [INFO ] [FORECASTER] Starting predict_future for CIO [2025-12-31T20:19:04.276157] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-12-31T20:19:04.276209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:04.276241] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:04.276267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:04.276324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:04.333541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:04.334207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:04.334284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:04.334316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:04.451785] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:04.451942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:04.451983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:04.452049] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:04.455494] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=39.04%) [2025-12-31T20:19:04.455787] [INFO ] [FORECASTER] Completed predict_future for CIO [2025-12-31T20:19:04.455911] [INFO ] [sig ] CIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:04.596468] [INFO ] [LOCAL ] Saved forecast: CIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CIO.txt [2025-12-31T20:19:04.596640] [INFO ] [sig ] [693/3534] Completed CIO in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:04.596683] [INFO ] [sig ] [694/3534] Forecasting CION... [2025-12-31T20:19:04.596712] [INFO ] [sig ] Generating forecast for: CION [2025-12-31T20:19:04.596743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-12-31T20:19:04.608134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CION'. [2025-12-31T20:19:04.608474] [INFO ] [FORECASTER] Starting predict_future for CION [2025-12-31T20:19:04.609335] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-12-31T20:19:04.609389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:04.609423] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:04.609451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:04.609510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:04.671957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:04.672827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:04.672909] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:04.672943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:04.802230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:04.802389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:04.802428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:04.802458] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:04.805848] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=43.95%) [2025-12-31T20:19:04.806130] [INFO ] [FORECASTER] Completed predict_future for CION [2025-12-31T20:19:04.806258] [INFO ] [sig ] CION: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:04.947052] [INFO ] [LOCAL ] Saved forecast: CION 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CION.txt [2025-12-31T20:19:04.947193] [INFO ] [sig ] [694/3534] Completed CION in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:04.947234] [INFO ] [sig ] [695/3534] Forecasting CIVB... [2025-12-31T20:19:04.947264] [INFO ] [sig ] Generating forecast for: CIVB [2025-12-31T20:19:04.947295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'. [2025-12-31T20:19:04.958343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVB'. [2025-12-31T20:19:04.958624] [INFO ] [FORECASTER] Starting predict_future for CIVB [2025-12-31T20:19:04.959394] [DEBUG] [LOCAL ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt [2025-12-31T20:19:04.959446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:04.959478] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:04.959504] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:04.959562] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:05.018065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:05.018908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:05.018991] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:05.019026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:05.140637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:05.140786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:05.140826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:05.140856] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:05.144264] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: UP (p=93.03%) [2025-12-31T20:19:05.144536] [INFO ] [FORECASTER] Completed predict_future for CIVB [2025-12-31T20:19:05.144683] [INFO ] [sig ] CIVB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:05.285692] [INFO ] [LOCAL ] Saved forecast: CIVB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CIVB.txt [2025-12-31T20:19:05.285815] [INFO ] [sig ] [695/3534] Completed CIVB in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.4m [2025-12-31T20:19:05.285854] [INFO ] [sig ] [696/3534] Forecasting CIVI... [2025-12-31T20:19:05.285883] [INFO ] [sig ] Generating forecast for: CIVI [2025-12-31T20:19:05.285914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-12-31T20:19:05.297256] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CIVI'. [2025-12-31T20:19:05.297531] [INFO ] [FORECASTER] Starting predict_future for CIVI [2025-12-31T20:19:05.298347] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-12-31T20:19:05.298400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:05.298434] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:05.298461] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:05.298519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:05.356548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:05.357208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:05.357288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:05.357322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:05.475427] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:05.475583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:05.475625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:05.475654] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:05.479011] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=35.07%) [2025-12-31T20:19:05.479297] [INFO ] [FORECASTER] Completed predict_future for CIVI [2025-12-31T20:19:05.479427] [INFO ] [sig ] CIVI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:05.619602] [INFO ] [LOCAL ] Saved forecast: CIVI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CIVI.txt [2025-12-31T20:19:05.619749] [INFO ] [sig ] [696/3534] Completed CIVI in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:05.619790] [INFO ] [sig ] [697/3534] Forecasting CLB... [2025-12-31T20:19:05.619822] [INFO ] [sig ] Generating forecast for: CLB [2025-12-31T20:19:05.619854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-12-31T20:19:05.631342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLB'. [2025-12-31T20:19:05.631689] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-12-31T20:19:05.632461] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-12-31T20:19:05.632514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:05.632549] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:05.632596] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:05.632659] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:05.690797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:05.691640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:05.691722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:05.691755] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:05.805522] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:05.805699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:05.805739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:05.805767] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:05.809132] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=12.46%) [2025-12-31T20:19:05.809430] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-12-31T20:19:05.809554] [INFO ] [sig ] CLB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:05.947990] [INFO ] [LOCAL ] Saved forecast: CLB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CLB.txt [2025-12-31T20:19:05.948111] [INFO ] [sig ] [697/3534] Completed CLB in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:05.948150] [INFO ] [sig ] [698/3534] Forecasting CLBK... [2025-12-31T20:19:05.948180] [INFO ] [sig ] Generating forecast for: CLBK [2025-12-31T20:19:05.948209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'. [2025-12-31T20:19:05.959346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLBK'. [2025-12-31T20:19:05.959628] [INFO ] [FORECASTER] Starting predict_future for CLBK [2025-12-31T20:19:05.960367] [DEBUG] [LOCAL ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt [2025-12-31T20:19:05.960419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:05.960451] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:05.960477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:05.960534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:06.016351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:06.017031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:06.017110] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:06.017142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:06.132922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:06.133063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:06.133101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:06.133128] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:06.136384] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=47.23%) [2025-12-31T20:19:06.136667] [INFO ] [FORECASTER] Completed predict_future for CLBK [2025-12-31T20:19:06.136787] [INFO ] [sig ] CLBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:06.272927] [INFO ] [LOCAL ] Saved forecast: CLBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CLBK.txt [2025-12-31T20:19:06.273058] [INFO ] [sig ] [698/3534] Completed CLBK in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:06.273099] [INFO ] [sig ] [699/3534] Forecasting CLCO... [2025-12-31T20:19:06.273130] [INFO ] [sig ] Generating forecast for: CLCO [2025-12-31T20:19:06.273161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-12-31T20:19:06.285173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLCO'. [2025-12-31T20:19:06.285549] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-12-31T20:19:06.286370] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-12-31T20:19:06.286425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:06.286458] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:06.286484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:06.286542] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:06.344112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:06.344981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:06.345065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:06.345097] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:06.463702] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:06.463871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:06.463911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:06.463940] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:06.467421] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=63.72%) [2025-12-31T20:19:06.467718] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-12-31T20:19:06.467847] [INFO ] [sig ] CLCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:06.609015] [INFO ] [LOCAL ] Saved forecast: CLCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLCO.txt [2025-12-31T20:19:06.609173] [INFO ] [sig ] [699/3534] Completed CLCO in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:06.609215] [INFO ] [sig ] [700/3534] Forecasting CLDX... [2025-12-31T20:19:06.609245] [INFO ] [sig ] Generating forecast for: CLDX [2025-12-31T20:19:06.609308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'. [2025-12-31T20:19:06.620961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLDX'. [2025-12-31T20:19:06.621329] [INFO ] [FORECASTER] Starting predict_future for CLDX [2025-12-31T20:19:06.622149] [DEBUG] [LOCAL ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt [2025-12-31T20:19:06.622203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:06.622236] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:06.622266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:06.622326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:06.683070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:06.683950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:06.684064] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:06.684101] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:06.802053] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:06.802210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:06.802251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:06.802281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:06.805706] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: DOWN (p=41.48%) [2025-12-31T20:19:06.805980] [INFO ] [FORECASTER] Completed predict_future for CLDX [2025-12-31T20:19:06.806102] [INFO ] [sig ] CLDX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:06.949298] [INFO ] [LOCAL ] Saved forecast: CLDX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CLDX.txt [2025-12-31T20:19:06.949449] [INFO ] [sig ] [700/3534] Completed CLDX in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:06.949491] [INFO ] [sig ] [701/3534] Forecasting CLF... [2025-12-31T20:19:06.949522] [INFO ] [sig ] Generating forecast for: CLF [2025-12-31T20:19:06.949553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-12-31T20:19:06.961501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLF'. [2025-12-31T20:19:06.961832] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-12-31T20:19:06.962699] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-12-31T20:19:06.962753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:06.962787] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:06.962816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:06.962876] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:07.022969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:07.023753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:07.023835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:07.023868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:07.150981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:07.151138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:07.151180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:07.151210] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:07.154686] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=55.98%) [2025-12-31T20:19:07.154964] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-12-31T20:19:07.155097] [INFO ] [sig ] CLF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:07.301404] [INFO ] [LOCAL ] Saved forecast: CLF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLF.txt [2025-12-31T20:19:07.301556] [INFO ] [sig ] [701/3534] Completed CLF in 0.4s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:07.301617] [INFO ] [sig ] [702/3534] Forecasting CLFD... [2025-12-31T20:19:07.301650] [INFO ] [sig ] Generating forecast for: CLFD [2025-12-31T20:19:07.301683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'. [2025-12-31T20:19:07.312674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLFD'. [2025-12-31T20:19:07.313012] [INFO ] [FORECASTER] Starting predict_future for CLFD [2025-12-31T20:19:07.313796] [DEBUG] [LOCAL ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt [2025-12-31T20:19:07.313859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:07.313892] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:07.313919] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:07.313977] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:07.372212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:07.373081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:07.373164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:07.373198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:07.497233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:07.497383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:07.497423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:07.497452] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:07.500783] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=19.82%) [2025-12-31T20:19:07.501058] [INFO ] [FORECASTER] Completed predict_future for CLFD [2025-12-31T20:19:07.501182] [INFO ] [sig ] CLFD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:07.643503] [INFO ] [LOCAL ] Saved forecast: CLFD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CLFD.txt [2025-12-31T20:19:07.643656] [INFO ] [sig ] [702/3534] Completed CLFD in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:07.643699] [INFO ] [sig ] [703/3534] Forecasting CLH... [2025-12-31T20:19:07.643729] [INFO ] [sig ] Generating forecast for: CLH [2025-12-31T20:19:07.643758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-12-31T20:19:07.658601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLH'. [2025-12-31T20:19:07.658891] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-12-31T20:19:07.659714] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-12-31T20:19:07.659765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:07.659799] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:07.659825] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:07.659883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:07.718746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:07.719686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:07.719775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:07.719808] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:07.841023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:07.841181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:07.841224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:07.841253] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:07.844624] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=77.65%) [2025-12-31T20:19:07.844892] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-12-31T20:19:07.845012] [INFO ] [sig ] CLH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:07.981864] [INFO ] [LOCAL ] Saved forecast: CLH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLH.txt [2025-12-31T20:19:07.981999] [INFO ] [sig ] [703/3534] Completed CLH in 0.3s | 2.89 sym/s | Total: 4.0m | ETA: 16.3m [2025-12-31T20:19:07.982039] [INFO ] [sig ] [704/3534] Forecasting CLLS... [2025-12-31T20:19:07.982071] [INFO ] [sig ] Generating forecast for: CLLS [2025-12-31T20:19:07.982103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'. [2025-12-31T20:19:07.994475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLLS'. [2025-12-31T20:19:07.994760] [INFO ] [FORECASTER] Starting predict_future for CLLS [2025-12-31T20:19:07.995502] [DEBUG] [LOCAL ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt [2025-12-31T20:19:07.995553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:07.995609] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:07.995638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:07.995695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:08.052017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:08.052639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:08.052715] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:08.052747] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:08.172337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:08.172482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:08.172521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:08.172549] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:08.175852] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=52.61%) [2025-12-31T20:19:08.176115] [INFO ] [FORECASTER] Completed predict_future for CLLS [2025-12-31T20:19:08.176234] [INFO ] [sig ] CLLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:08.321228] [INFO ] [LOCAL ] Saved forecast: CLLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLLS.txt [2025-12-31T20:19:08.321543] [INFO ] [sig ] [704/3534] Completed CLLS in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.3m [2025-12-31T20:19:08.321597] [INFO ] [sig ] [705/3534] Forecasting CLMB... [2025-12-31T20:19:08.321630] [INFO ] [sig ] Generating forecast for: CLMB [2025-12-31T20:19:08.321660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'. [2025-12-31T20:19:08.333604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLMB'. [2025-12-31T20:19:08.333863] [INFO ] [FORECASTER] Starting predict_future for CLMB [2025-12-31T20:19:08.334612] [DEBUG] [LOCAL ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt [2025-12-31T20:19:08.334664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:08.334695] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:08.334723] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:08.334780] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:08.391179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:08.391822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:08.391897] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:08.391929] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:08.507198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:08.507323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:08.507361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:08.507389] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:08.510607] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=48.28%) [2025-12-31T20:19:08.510870] [INFO ] [FORECASTER] Completed predict_future for CLMB [2025-12-31T20:19:08.510992] [INFO ] [sig ] CLMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:08.653480] [INFO ] [LOCAL ] Saved forecast: CLMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CLMB.txt [2025-12-31T20:19:08.653673] [INFO ] [sig ] [705/3534] Completed CLMB in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.3m [2025-12-31T20:19:08.653725] [INFO ] [sig ] [706/3534] Forecasting CLNE... [2025-12-31T20:19:08.653755] [INFO ] [sig ] Generating forecast for: CLNE [2025-12-31T20:19:08.653787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'. [2025-12-31T20:19:08.666789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNE'. [2025-12-31T20:19:08.667193] [INFO ] [FORECASTER] Starting predict_future for CLNE [2025-12-31T20:19:08.667994] [DEBUG] [LOCAL ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt [2025-12-31T20:19:08.668046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:08.668079] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:08.668106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:08.668164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:08.728294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:08.729207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:08.729309] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:08.729342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:08.854906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:08.855072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:08.855113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:08.855146] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:08.858774] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-12-31T20:19:08.859133] [INFO ] [FORECASTER] Completed predict_future for CLNE [2025-12-31T20:19:08.859300] [INFO ] [sig ] CLNE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:09.010313] [INFO ] [LOCAL ] Saved forecast: CLNE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLNE.txt [2025-12-31T20:19:09.010466] [INFO ] [sig ] [706/3534] Completed CLNE in 0.4s | 2.89 sym/s | Total: 4.1m | ETA: 16.3m [2025-12-31T20:19:09.010505] [INFO ] [sig ] [707/3534] Forecasting CLNN... [2025-12-31T20:19:09.010536] [INFO ] [sig ] Generating forecast for: CLNN [2025-12-31T20:19:09.010567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'. [2025-12-31T20:19:09.021390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLNN'. [2025-12-31T20:19:09.021694] [INFO ] [FORECASTER] Starting predict_future for CLNN [2025-12-31T20:19:09.022475] [DEBUG] [LOCAL ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt [2025-12-31T20:19:09.022529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:09.022607] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:09.022639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:09.022699] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:09.079937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:09.080752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:09.080835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:09.080870] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:09.196930] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:09.197085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:09.197126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:09.197156] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:09.203596] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=34.40%) [2025-12-31T20:19:09.203914] [INFO ] [FORECASTER] Completed predict_future for CLNN [2025-12-31T20:19:09.204046] [INFO ] [sig ] CLNN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:09.344666] [INFO ] [LOCAL ] Saved forecast: CLNN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CLNN.txt [2025-12-31T20:19:09.344800] [INFO ] [sig ] [707/3534] Completed CLNN in 0.3s | 2.89 sym/s | Total: 4.1m | ETA: 16.3m [2025-12-31T20:19:09.344841] [INFO ] [sig ] [708/3534] Forecasting CLOA... [2025-12-31T20:19:09.344870] [INFO ] [sig ] Generating forecast for: CLOA [2025-12-31T20:19:09.344901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'. [2025-12-31T20:19:09.356548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLOA'. [2025-12-31T20:19:09.356907] [INFO ] [FORECASTER] Starting predict_future for CLOA [2025-12-31T20:19:09.357722] [DEBUG] [LOCAL ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt [2025-12-31T20:19:09.357774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:09.357806] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:09.357833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:09.357891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:09.416015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:09.416706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:09.416785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:09.416820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:09.518292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:09.518444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:09.518484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:09.518514] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:09.521935] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=78.03%) [2025-12-31T20:19:09.522242] [INFO ] [FORECASTER] Completed predict_future for CLOA [2025-12-31T20:19:09.522367] [INFO ] [sig ] CLOA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:09.663940] [INFO ] [LOCAL ] Saved forecast: CLOA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLOA.txt [2025-12-31T20:19:09.664081] [INFO ] [sig ] [708/3534] Completed CLOA in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.3m [2025-12-31T20:19:09.664121] [INFO ] [sig ] [709/3534] Forecasting CLRB... [2025-12-31T20:19:09.664152] [INFO ] [sig ] Generating forecast for: CLRB [2025-12-31T20:19:09.664183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'. [2025-12-31T20:19:09.675069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRB'. [2025-12-31T20:19:09.675424] [INFO ] [FORECASTER] Starting predict_future for CLRB [2025-12-31T20:19:09.676243] [DEBUG] [LOCAL ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt [2025-12-31T20:19:09.676296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:09.676330] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:09.676357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:09.676422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:09.738256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:09.738994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:09.739076] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:09.739109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:09.854105] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:09.854262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:09.854321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:09.854351] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:09.857679] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=96.18%) [2025-12-31T20:19:09.857956] [INFO ] [FORECASTER] Completed predict_future for CLRB [2025-12-31T20:19:09.858084] [INFO ] [sig ] CLRB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:09.997931] [INFO ] [LOCAL ] Saved forecast: CLRB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLRB.txt [2025-12-31T20:19:09.998089] [INFO ] [sig ] [709/3534] Completed CLRB in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.3m [2025-12-31T20:19:09.998128] [INFO ] [sig ] [710/3534] Forecasting CLRO... [2025-12-31T20:19:09.998159] [INFO ] [sig ] Generating forecast for: CLRO [2025-12-31T20:19:09.998191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'. [2025-12-31T20:19:10.011780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLRO'. [2025-12-31T20:19:10.012135] [INFO ] [FORECASTER] Starting predict_future for CLRO [2025-12-31T20:19:10.013135] [DEBUG] [LOCAL ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt [2025-12-31T20:19:10.013189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:10.013223] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:10.013251] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:10.013311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:10.072233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:10.072975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:10.073053] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:10.073086] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:10.185973] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:10.186120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:10.186161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:10.186222] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:10.189699] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: UP (p=75.58%) [2025-12-31T20:19:10.189973] [INFO ] [FORECASTER] Completed predict_future for CLRO [2025-12-31T20:19:10.190099] [INFO ] [sig ] CLRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:10.332932] [INFO ] [LOCAL ] Saved forecast: CLRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLRO.txt [2025-12-31T20:19:10.333063] [INFO ] [sig ] [710/3534] Completed CLRO in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.3m [2025-12-31T20:19:10.333104] [INFO ] [sig ] [711/3534] Forecasting CLS... [2025-12-31T20:19:10.333134] [INFO ] [sig ] Generating forecast for: CLS [2025-12-31T20:19:10.333164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-12-31T20:19:10.343915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLS'. [2025-12-31T20:19:10.344197] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-12-31T20:19:10.344989] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-12-31T20:19:10.345041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:10.345073] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:10.345100] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:10.345158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:10.401340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:10.402046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:10.402127] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:10.402162] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:10.522857] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:10.522988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:10.523027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:10.523055] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:10.526325] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=97.64%) [2025-12-31T20:19:10.526609] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-12-31T20:19:10.526731] [INFO ] [sig ] CLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:10.667443] [INFO ] [LOCAL ] Saved forecast: CLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CLS.txt [2025-12-31T20:19:10.667568] [INFO ] [sig ] [711/3534] Completed CLS in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:10.667625] [INFO ] [sig ] [712/3534] Forecasting CLX... [2025-12-31T20:19:10.667655] [INFO ] [sig ] Generating forecast for: CLX [2025-12-31T20:19:10.667685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'. [2025-12-31T20:19:10.679028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CLX'. [2025-12-31T20:19:10.679329] [INFO ] [FORECASTER] Starting predict_future for CLX [2025-12-31T20:19:10.680118] [DEBUG] [LOCAL ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt [2025-12-31T20:19:10.680170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:10.680202] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:10.680228] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:10.680286] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:10.736475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:10.737087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:10.737166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:10.737199] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:10.856292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:10.856432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:10.856471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:10.856500] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:10.859852] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=11.07%) [2025-12-31T20:19:10.860126] [INFO ] [FORECASTER] Completed predict_future for CLX [2025-12-31T20:19:10.860269] [INFO ] [sig ] CLX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:11.004842] [INFO ] [LOCAL ] Saved forecast: CLX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CLX.txt [2025-12-31T20:19:11.004975] [INFO ] [sig ] [712/3534] Completed CLX in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:11.005016] [INFO ] [sig ] [713/3534] Forecasting CM... [2025-12-31T20:19:11.005045] [INFO ] [sig ] Generating forecast for: CM [2025-12-31T20:19:11.005077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-12-31T20:19:11.016024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CM'. [2025-12-31T20:19:11.016397] [INFO ] [FORECASTER] Starting predict_future for CM [2025-12-31T20:19:11.017181] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-12-31T20:19:11.017233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:11.017293] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:11.017323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:11.017384] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:11.073648] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:11.074464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:11.074545] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:11.074601] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:11.192559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:11.192740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:11.192780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:11.192809] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:11.196130] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=1.76%) [2025-12-31T20:19:11.196400] [INFO ] [FORECASTER] Completed predict_future for CM [2025-12-31T20:19:11.196520] [INFO ] [sig ] CM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:11.334508] [INFO ] [LOCAL ] Saved forecast: CM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CM.txt [2025-12-31T20:19:11.334636] [INFO ] [sig ] [713/3534] Completed CM in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:11.334678] [INFO ] [sig ] [714/3534] Forecasting CMA... [2025-12-31T20:19:11.334707] [INFO ] [sig ] Generating forecast for: CMA [2025-12-31T20:19:11.334737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-12-31T20:19:11.345467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMA'. [2025-12-31T20:19:11.345773] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-12-31T20:19:11.346522] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-12-31T20:19:11.346593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:11.346632] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:11.346659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:11.346716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:11.403622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:11.404209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:11.404284] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:11.404315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:11.522137] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:11.522276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:11.522320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:11.522349] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:11.525680] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=6.67%) [2025-12-31T20:19:11.525953] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-12-31T20:19:11.526075] [INFO ] [sig ] CMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:11.663671] [INFO ] [LOCAL ] Saved forecast: CMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMA.txt [2025-12-31T20:19:11.663820] [INFO ] [sig ] [714/3534] Completed CMA in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:11.663861] [INFO ] [sig ] [715/3534] Forecasting CMC... [2025-12-31T20:19:11.663890] [INFO ] [sig ] Generating forecast for: CMC [2025-12-31T20:19:11.663920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-12-31T20:19:11.674602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMC'. [2025-12-31T20:19:11.674920] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-12-31T20:19:11.675700] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-12-31T20:19:11.675752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:11.675785] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:11.675811] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:11.675869] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:11.731850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:11.732596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:11.732677] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:11.732709] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:11.860879] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:11.861041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:11.861087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:11.861117] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:11.864610] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=20.87%) [2025-12-31T20:19:11.864902] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-12-31T20:19:11.865033] [INFO ] [sig ] CMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:12.004810] [INFO ] [LOCAL ] Saved forecast: CMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMC.txt [2025-12-31T20:19:12.004967] [INFO ] [sig ] [715/3534] Completed CMC in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:12.005016] [INFO ] [sig ] [716/3534] Forecasting CMCM... [2025-12-31T20:19:12.005047] [INFO ] [sig ] Generating forecast for: CMCM [2025-12-31T20:19:12.005082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-12-31T20:19:12.016184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCM'. [2025-12-31T20:19:12.016510] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-12-31T20:19:12.017286] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-12-31T20:19:12.017337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:12.017368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:12.017394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:12.017451] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:12.073854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:12.074635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:12.074720] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:12.074752] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:12.182911] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:12.183072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:12.183112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:12.183140] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:12.186566] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=41.26%) [2025-12-31T20:19:12.186875] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-12-31T20:19:12.187005] [INFO ] [sig ] CMCM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:12.337436] [INFO ] [LOCAL ] Saved forecast: CMCM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMCM.txt [2025-12-31T20:19:12.337590] [INFO ] [sig ] [716/3534] Completed CMCM in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:12.337633] [INFO ] [sig ] [717/3534] Forecasting CMCO... [2025-12-31T20:19:12.337670] [INFO ] [sig ] Generating forecast for: CMCO [2025-12-31T20:19:12.337700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'. [2025-12-31T20:19:12.350173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCO'. [2025-12-31T20:19:12.350529] [INFO ] [FORECASTER] Starting predict_future for CMCO [2025-12-31T20:19:12.351335] [DEBUG] [LOCAL ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt [2025-12-31T20:19:12.351388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:12.351420] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:12.351448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:12.351505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:12.407308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:12.407999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:12.408106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:12.408139] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:12.527312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:12.527476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:12.527517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:12.527544] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:12.530936] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=51.11%) [2025-12-31T20:19:12.531207] [INFO ] [FORECASTER] Completed predict_future for CMCO [2025-12-31T20:19:12.531332] [INFO ] [sig ] CMCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:12.668984] [INFO ] [LOCAL ] Saved forecast: CMCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMCO.txt [2025-12-31T20:19:12.669101] [INFO ] [sig ] [717/3534] Completed CMCO in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:12.669141] [INFO ] [sig ] [718/3534] Forecasting CMCSA... [2025-12-31T20:19:12.669170] [INFO ] [sig ] Generating forecast for: CMCSA [2025-12-31T20:19:12.669199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'. [2025-12-31T20:19:12.684073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'. [2025-12-31T20:19:12.684377] [INFO ] [FORECASTER] Starting predict_future for CMCSA [2025-12-31T20:19:12.685236] [DEBUG] [LOCAL ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt [2025-12-31T20:19:12.685291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:12.685325] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:12.685354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:12.685415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:12.743638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:12.744258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:12.744346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:12.744382] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:12.861902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:12.862016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:12.862054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:12.862082] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:12.865312] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=77.71%) [2025-12-31T20:19:12.865593] [INFO ] [FORECASTER] Completed predict_future for CMCSA [2025-12-31T20:19:12.865716] [INFO ] [sig ] CMCSA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:13.005950] [INFO ] [LOCAL ] Saved forecast: CMCSA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMCSA.txt [2025-12-31T20:19:13.006067] [INFO ] [sig ] [718/3534] Completed CMCSA in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:13.006108] [INFO ] [sig ] [719/3534] Forecasting CME... [2025-12-31T20:19:13.006139] [INFO ] [sig ] Generating forecast for: CME [2025-12-31T20:19:13.006171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'. [2025-12-31T20:19:13.017718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CME'. [2025-12-31T20:19:13.018016] [INFO ] [FORECASTER] Starting predict_future for CME [2025-12-31T20:19:13.018851] [DEBUG] [LOCAL ] No optimal features file found for CME: ./output/feature-sets/CME.txt [2025-12-31T20:19:13.018906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:13.018939] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:13.018969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:13.019029] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:13.077235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:13.077870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:13.077948] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:13.077983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:13.198646] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:13.198770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:13.198810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:13.198840] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:13.202195] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=13.07%) [2025-12-31T20:19:13.202471] [INFO ] [FORECASTER] Completed predict_future for CME [2025-12-31T20:19:13.202628] [INFO ] [sig ] CME: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:13.346167] [INFO ] [LOCAL ] Saved forecast: CME 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CME.txt [2025-12-31T20:19:13.346303] [INFO ] [sig ] [719/3534] Completed CME in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:13.346341] [INFO ] [sig ] [720/3534] Forecasting CMG... [2025-12-31T20:19:13.346371] [INFO ] [sig ] Generating forecast for: CMG [2025-12-31T20:19:13.346401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-12-31T20:19:13.357196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMG'. [2025-12-31T20:19:13.357487] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-12-31T20:19:13.358370] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-12-31T20:19:13.358424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:13.358458] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:13.358487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:13.358547] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:13.419395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:13.420161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:13.420260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:13.420297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:13.539943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:13.540098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:13.540139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:13.540192] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:13.543634] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=56.31%) [2025-12-31T20:19:13.543907] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-12-31T20:19:13.544041] [INFO ] [sig ] CMG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:13.683484] [INFO ] [LOCAL ] Saved forecast: CMG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMG.txt [2025-12-31T20:19:13.683680] [INFO ] [sig ] [720/3534] Completed CMG in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:13.683738] [INFO ] [sig ] [721/3534] Forecasting CMI... [2025-12-31T20:19:13.683777] [INFO ] [sig ] Generating forecast for: CMI [2025-12-31T20:19:13.683820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-12-31T20:19:13.695637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMI'. [2025-12-31T20:19:13.695927] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-12-31T20:19:13.696714] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-12-31T20:19:13.696766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:13.696799] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:13.696826] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:13.696883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:13.755091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:13.755792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:13.755871] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:13.755906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:13.875725] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:13.875882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:13.875922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:13.875951] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:13.879303] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=3.81%) [2025-12-31T20:19:13.879600] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-12-31T20:19:13.879728] [INFO ] [sig ] CMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:14.025135] [INFO ] [LOCAL ] Saved forecast: CMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMI.txt [2025-12-31T20:19:14.025272] [INFO ] [sig ] [721/3534] Completed CMI in 0.3s | 2.90 sym/s | Total: 4.1m | ETA: 16.2m [2025-12-31T20:19:14.025312] [INFO ] [sig ] [722/3534] Forecasting CMMB... [2025-12-31T20:19:14.025342] [INFO ] [sig ] Generating forecast for: CMMB [2025-12-31T20:19:14.025372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'. [2025-12-31T20:19:14.036640] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMMB'. [2025-12-31T20:19:14.036937] [INFO ] [FORECASTER] Starting predict_future for CMMB [2025-12-31T20:19:14.037780] [DEBUG] [LOCAL ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt [2025-12-31T20:19:14.037834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:14.037867] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:14.037896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:14.037955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:14.099093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:14.100218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:14.100327] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:14.100365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:14.217304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:14.217479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:14.217520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:14.217550] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:14.221252] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=3.01%) [2025-12-31T20:19:14.221529] [INFO ] [FORECASTER] Completed predict_future for CMMB [2025-12-31T20:19:14.221675] [INFO ] [sig ] CMMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:14.377666] [INFO ] [LOCAL ] Saved forecast: CMMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMMB.txt [2025-12-31T20:19:14.377835] [INFO ] [sig ] [722/3534] Completed CMMB in 0.4s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m [2025-12-31T20:19:14.377877] [INFO ] [sig ] [723/3534] Forecasting CMP... [2025-12-31T20:19:14.377907] [INFO ] [sig ] Generating forecast for: CMP [2025-12-31T20:19:14.377946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-12-31T20:19:14.391062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMP'. [2025-12-31T20:19:14.391459] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-12-31T20:19:14.392367] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-12-31T20:19:14.392420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:14.392454] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:14.392481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:14.392550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:14.450829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:14.451698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:14.451782] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:14.451816] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:14.573441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:14.573612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:14.573655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:14.573686] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:14.577079] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=17.10%) [2025-12-31T20:19:14.577352] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-12-31T20:19:14.577479] [INFO ] [sig ] CMP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:14.720423] [INFO ] [LOCAL ] Saved forecast: CMP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMP.txt [2025-12-31T20:19:14.720559] [INFO ] [sig ] [723/3534] Completed CMP in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m [2025-12-31T20:19:14.720617] [INFO ] [sig ] [724/3534] Forecasting CMPO... [2025-12-31T20:19:14.720648] [INFO ] [sig ] Generating forecast for: CMPO [2025-12-31T20:19:14.720678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-12-31T20:19:14.732292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPO'. [2025-12-31T20:19:14.732601] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-12-31T20:19:14.733384] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-12-31T20:19:14.733437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:14.733514] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:14.733546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:14.733638] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:14.795969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:14.797084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:14.797173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:14.797208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:14.917637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:14.917797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:14.917837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:14.917865] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:14.921295] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=69.70%) [2025-12-31T20:19:14.921602] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-12-31T20:19:14.921731] [INFO ] [sig ] CMPO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:15.066630] [INFO ] [LOCAL ] Saved forecast: CMPO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMPO.txt [2025-12-31T20:19:15.066761] [INFO ] [sig ] [724/3534] Completed CMPO in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m [2025-12-31T20:19:15.066801] [INFO ] [sig ] [725/3534] Forecasting CMPS... [2025-12-31T20:19:15.066830] [INFO ] [sig ] Generating forecast for: CMPS [2025-12-31T20:19:15.066860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'. [2025-12-31T20:19:15.078311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPS'. [2025-12-31T20:19:15.078620] [INFO ] [FORECASTER] Starting predict_future for CMPS [2025-12-31T20:19:15.079439] [DEBUG] [LOCAL ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt [2025-12-31T20:19:15.079490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:15.079523] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:15.079549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:15.079632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:15.141103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:15.141945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:15.142026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:15.142059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:15.263452] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:15.263624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:15.263666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:15.263696] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:15.267562] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=70.04%) [2025-12-31T20:19:15.267974] [INFO ] [FORECASTER] Completed predict_future for CMPS [2025-12-31T20:19:15.268118] [INFO ] [sig ] CMPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:15.416403] [INFO ] [LOCAL ] Saved forecast: CMPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMPS.txt [2025-12-31T20:19:15.416565] [INFO ] [sig ] [725/3534] Completed CMPS in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m [2025-12-31T20:19:15.416628] [INFO ] [sig ] [726/3534] Forecasting CMPX... [2025-12-31T20:19:15.416658] [INFO ] [sig ] Generating forecast for: CMPX [2025-12-31T20:19:15.416688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'. [2025-12-31T20:19:15.428058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMPX'. [2025-12-31T20:19:15.428408] [INFO ] [FORECASTER] Starting predict_future for CMPX [2025-12-31T20:19:15.429235] [DEBUG] [LOCAL ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt [2025-12-31T20:19:15.429327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:15.429361] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:15.429387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:15.429444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:15.488313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:15.489242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:15.489342] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:15.489375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:15.606544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:15.606692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:15.606731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:15.606760] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:15.610079] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=54.27%) [2025-12-31T20:19:15.610357] [INFO ] [FORECASTER] Completed predict_future for CMPX [2025-12-31T20:19:15.610485] [INFO ] [sig ] CMPX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:15.748844] [INFO ] [LOCAL ] Saved forecast: CMPX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMPX.txt [2025-12-31T20:19:15.748960] [INFO ] [sig ] [726/3534] Completed CMPX in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m [2025-12-31T20:19:15.749008] [INFO ] [sig ] [727/3534] Forecasting CMRE... [2025-12-31T20:19:15.749039] [INFO ] [sig ] Generating forecast for: CMRE [2025-12-31T20:19:15.749070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-12-31T20:19:15.759997] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMRE'. [2025-12-31T20:19:15.760290] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-12-31T20:19:15.761105] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-12-31T20:19:15.761159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:15.761193] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:15.761223] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:15.761295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:15.819088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:15.819784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:15.819861] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:15.819893] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:15.939408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:15.939559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:15.939615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:15.939704] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:15.944283] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=38.21%) [2025-12-31T20:19:15.944655] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-12-31T20:19:15.944805] [INFO ] [sig ] CMRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:16.087640] [INFO ] [LOCAL ] Saved forecast: CMRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMRE.txt [2025-12-31T20:19:16.087772] [INFO ] [sig ] [727/3534] Completed CMRE in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.2m [2025-12-31T20:19:16.087811] [INFO ] [sig ] [728/3534] Forecasting CMS... [2025-12-31T20:19:16.087842] [INFO ] [sig ] Generating forecast for: CMS [2025-12-31T20:19:16.087873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-12-31T20:19:16.098869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMS'. [2025-12-31T20:19:16.099139] [INFO ] [FORECASTER] Starting predict_future for CMS [2025-12-31T20:19:16.099930] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-12-31T20:19:16.099982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:16.100014] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:16.100041] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:16.100099] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:16.157468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:16.158382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:16.158467] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:16.158501] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:16.290105] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:16.290291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:16.290335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:16.290367] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:16.294108] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=33.32%) [2025-12-31T20:19:16.294471] [INFO ] [FORECASTER] Completed predict_future for CMS [2025-12-31T20:19:16.294618] [INFO ] [sig ] CMS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:16.433529] [INFO ] [LOCAL ] Saved forecast: CMS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMS.txt [2025-12-31T20:19:16.433682] [INFO ] [sig ] [728/3534] Completed CMS in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:16.433724] [INFO ] [sig ] [729/3534] Forecasting CMSA... [2025-12-31T20:19:16.433752] [INFO ] [sig ] Generating forecast for: CMSA [2025-12-31T20:19:16.433782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-12-31T20:19:16.444674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSA'. [2025-12-31T20:19:16.444971] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-12-31T20:19:16.445819] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-12-31T20:19:16.445871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:16.445916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:16.445946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:16.446006] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:16.502529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:16.503186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:16.503265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:16.503296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:16.612850] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:16.613008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:16.613050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:16.613081] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:16.616524] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=95.80%) [2025-12-31T20:19:16.616818] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-12-31T20:19:16.616943] [INFO ] [sig ] CMSA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:16.759708] [INFO ] [LOCAL ] Saved forecast: CMSA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMSA.txt [2025-12-31T20:19:16.759841] [INFO ] [sig ] [729/3534] Completed CMSA in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:16.759881] [INFO ] [sig ] [730/3534] Forecasting CMSC... [2025-12-31T20:19:16.759911] [INFO ] [sig ] Generating forecast for: CMSC [2025-12-31T20:19:16.759942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-12-31T20:19:16.771653] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSC'. [2025-12-31T20:19:16.772047] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-12-31T20:19:16.772918] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-12-31T20:19:16.772977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:16.773015] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:16.773044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:16.773103] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:16.829392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:16.830162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:16.830243] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:16.830276] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:16.942910] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:16.943020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:16.943057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:16.943085] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:16.946233] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=78.25%) [2025-12-31T20:19:16.946501] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-12-31T20:19:16.946636] [INFO ] [sig ] CMSC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:17.089620] [INFO ] [LOCAL ] Saved forecast: CMSC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMSC.txt [2025-12-31T20:19:17.089787] [INFO ] [sig ] [730/3534] Completed CMSC in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:17.089827] [INFO ] [sig ] [731/3534] Forecasting CMSD... [2025-12-31T20:19:17.089859] [INFO ] [sig ] Generating forecast for: CMSD [2025-12-31T20:19:17.089889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-12-31T20:19:17.101810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMSD'. [2025-12-31T20:19:17.102179] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-12-31T20:19:17.102975] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-12-31T20:19:17.103028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:17.103060] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:17.103087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:17.103144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:17.162118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:17.163102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:17.163182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:17.163215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:17.285623] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:17.285774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:17.285816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:17.285846] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:17.289274] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=16.96%) [2025-12-31T20:19:17.289613] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-12-31T20:19:17.289745] [INFO ] [sig ] CMSD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:17.441718] [INFO ] [LOCAL ] Saved forecast: CMSD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMSD.txt [2025-12-31T20:19:17.441871] [INFO ] [sig ] [731/3534] Completed CMSD in 0.4s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:17.441913] [INFO ] [sig ] [732/3534] Forecasting CMTG... [2025-12-31T20:19:17.441943] [INFO ] [sig ] Generating forecast for: CMTG [2025-12-31T20:19:17.441974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-12-31T20:19:17.453152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTG'. [2025-12-31T20:19:17.453490] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-12-31T20:19:17.454323] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-12-31T20:19:17.454376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:17.454409] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:17.454436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:17.454496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:17.513211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:17.514076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:17.514170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:17.514205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:17.633932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:17.634091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:17.634133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:17.634164] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:17.637594] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=38.49%) [2025-12-31T20:19:17.637882] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-12-31T20:19:17.638010] [INFO ] [sig ] CMTG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:17.779725] [INFO ] [LOCAL ] Saved forecast: CMTG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CMTG.txt [2025-12-31T20:19:17.779885] [INFO ] [sig ] [732/3534] Completed CMTG in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:17.779925] [INFO ] [sig ] [733/3534] Forecasting CMTL... [2025-12-31T20:19:17.779954] [INFO ] [sig ] Generating forecast for: CMTL [2025-12-31T20:19:17.779985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'. [2025-12-31T20:19:17.791509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CMTL'. [2025-12-31T20:19:17.791912] [INFO ] [FORECASTER] Starting predict_future for CMTL [2025-12-31T20:19:17.792726] [DEBUG] [LOCAL ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt [2025-12-31T20:19:17.792779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:17.792814] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:17.792843] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:17.792900] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:17.850903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:17.851787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:17.851875] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:17.851910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:17.973870] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:17.974046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:17.974087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:17.974115] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:17.977501] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=94.33%) [2025-12-31T20:19:17.977797] [INFO ] [FORECASTER] Completed predict_future for CMTL [2025-12-31T20:19:17.977924] [INFO ] [sig ] CMTL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:18.121420] [INFO ] [LOCAL ] Saved forecast: CMTL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CMTL.txt [2025-12-31T20:19:18.121552] [INFO ] [sig ] [733/3534] Completed CMTL in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:18.121610] [INFO ] [sig ] [734/3534] Forecasting CNA... [2025-12-31T20:19:18.121641] [INFO ] [sig ] Generating forecast for: CNA [2025-12-31T20:19:18.121671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-12-31T20:19:18.133078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNA'. [2025-12-31T20:19:18.133336] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-12-31T20:19:18.134105] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-12-31T20:19:18.134156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:18.134188] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:18.134217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:18.134274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:18.191889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:18.192526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:18.192649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:18.192684] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:18.314495] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:18.314668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:18.314711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:18.314740] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:18.318200] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=4.67%) [2025-12-31T20:19:18.318474] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-12-31T20:19:18.318620] [INFO ] [sig ] CNA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:18.457192] [INFO ] [LOCAL ] Saved forecast: CNA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNA.txt [2025-12-31T20:19:18.457391] [INFO ] [sig ] [734/3534] Completed CNA in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:18.457436] [INFO ] [sig ] [735/3534] Forecasting CNC... [2025-12-31T20:19:18.457466] [INFO ] [sig ] Generating forecast for: CNC [2025-12-31T20:19:18.457497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-12-31T20:19:18.468496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNC'. [2025-12-31T20:19:18.468795] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-12-31T20:19:18.469614] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-12-31T20:19:18.469667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:18.469701] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:18.469728] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:18.469787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:18.527153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:18.527834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:18.527911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:18.527944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:18.644847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:18.645010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:18.645051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:18.645081] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:18.648515] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=97.72%) [2025-12-31T20:19:18.648814] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-12-31T20:19:18.648948] [INFO ] [sig ] CNC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:18.785821] [INFO ] [LOCAL ] Saved forecast: CNC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CNC.txt [2025-12-31T20:19:18.785963] [INFO ] [sig ] [735/3534] Completed CNC in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:18.786003] [INFO ] [sig ] [736/3534] Forecasting CNF... [2025-12-31T20:19:18.786033] [INFO ] [sig ] Generating forecast for: CNF [2025-12-31T20:19:18.786063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-12-31T20:19:18.796715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNF'. [2025-12-31T20:19:18.797080] [INFO ] [FORECASTER] Starting predict_future for CNF [2025-12-31T20:19:18.797912] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-12-31T20:19:18.797964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:18.797995] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:18.798021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:18.798079] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:18.854317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:18.855155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:18.855239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:18.855271] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:18.964825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:18.964994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:18.965037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:18.965065] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:18.968485] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=11.65%) [2025-12-31T20:19:18.968779] [INFO ] [FORECASTER] Completed predict_future for CNF [2025-12-31T20:19:18.968905] [INFO ] [sig ] CNF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:19.112696] [INFO ] [LOCAL ] Saved forecast: CNF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNF.txt [2025-12-31T20:19:19.112867] [INFO ] [sig ] [736/3534] Completed CNF in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:19.112912] [INFO ] [sig ] [737/3534] Forecasting CNI... [2025-12-31T20:19:19.112943] [INFO ] [sig ] Generating forecast for: CNI [2025-12-31T20:19:19.112974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-12-31T20:19:19.125813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNI'. [2025-12-31T20:19:19.126208] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-12-31T20:19:19.127144] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-12-31T20:19:19.127204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:19.127255] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:19.127287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:19.127359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:19.185257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:19.186038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:19.186117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:19.186149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:19.304261] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:19.304416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:19.304457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:19.304487] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:19.307849] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=49.86%) [2025-12-31T20:19:19.308122] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-12-31T20:19:19.308242] [INFO ] [sig ] CNI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:19.445811] [INFO ] [LOCAL ] Saved forecast: CNI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNI.txt [2025-12-31T20:19:19.445953] [INFO ] [sig ] [737/3534] Completed CNI in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:19.445993] [INFO ] [sig ] [738/3534] Forecasting CNK... [2025-12-31T20:19:19.446023] [INFO ] [sig ] Generating forecast for: CNK [2025-12-31T20:19:19.446052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-12-31T20:19:19.457101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNK'. [2025-12-31T20:19:19.457402] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-12-31T20:19:19.458171] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-12-31T20:19:19.458222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:19.458254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:19.458281] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:19.458338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:19.517385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:19.518184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:19.518262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:19.518295] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:19.637974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:19.638130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:19.638171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:19.638199] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:19.644757] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-12-31T20:19:19.645062] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-12-31T20:19:19.645186] [INFO ] [sig ] CNK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:19.784503] [INFO ] [LOCAL ] Saved forecast: CNK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNK.txt [2025-12-31T20:19:19.784676] [INFO ] [sig ] [738/3534] Completed CNK in 0.3s | 2.90 sym/s | Total: 4.2m | ETA: 16.1m [2025-12-31T20:19:19.784728] [INFO ] [sig ] [739/3534] Forecasting CNM... [2025-12-31T20:19:19.784760] [INFO ] [sig ] Generating forecast for: CNM [2025-12-31T20:19:19.784791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-12-31T20:19:19.796224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNM'. [2025-12-31T20:19:19.796527] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-12-31T20:19:19.797300] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-12-31T20:19:19.797352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:19.797383] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:19.797411] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:19.797468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:19.854784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:19.855393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:19.855471] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:19.855504] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:19.981390] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:19.981540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:19.981595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:19.981627] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:19.984931] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=32.14%) [2025-12-31T20:19:19.985199] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-12-31T20:19:19.985325] [INFO ] [sig ] CNM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:20.129957] [INFO ] [LOCAL ] Saved forecast: CNM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNM.txt [2025-12-31T20:19:20.130086] [INFO ] [sig ] [739/3534] Completed CNM in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m [2025-12-31T20:19:20.130124] [INFO ] [sig ] [740/3534] Forecasting CNMD... [2025-12-31T20:19:20.130155] [INFO ] [sig ] Generating forecast for: CNMD [2025-12-31T20:19:20.130185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-12-31T20:19:20.141956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNMD'. [2025-12-31T20:19:20.142290] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-12-31T20:19:20.143069] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-12-31T20:19:20.143121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:20.143153] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:20.143180] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:20.143237] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:20.199424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:20.200251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:20.200331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:20.200363] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:20.318148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:20.318302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:20.318341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:20.318370] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:20.321727] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=38.27%) [2025-12-31T20:19:20.321994] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-12-31T20:19:20.322111] [INFO ] [sig ] CNMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:20.463139] [INFO ] [LOCAL ] Saved forecast: CNMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNMD.txt [2025-12-31T20:19:20.463264] [INFO ] [sig ] [740/3534] Completed CNMD in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m [2025-12-31T20:19:20.463304] [INFO ] [sig ] [741/3534] Forecasting CNNE... [2025-12-31T20:19:20.463340] [INFO ] [sig ] Generating forecast for: CNNE [2025-12-31T20:19:20.463371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-12-31T20:19:20.474816] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNNE'. [2025-12-31T20:19:20.475090] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-12-31T20:19:20.475867] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-12-31T20:19:20.475918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:20.475979] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:20.476008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:20.476065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:20.533186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:20.533867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:20.533944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:20.533976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:20.656085] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:20.656230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:20.656268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:20.656297] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:20.659633] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=93.44%) [2025-12-31T20:19:20.659902] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-12-31T20:19:20.660025] [INFO ] [sig ] CNNE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:20.798929] [INFO ] [LOCAL ] Saved forecast: CNNE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CNNE.txt [2025-12-31T20:19:20.799049] [INFO ] [sig ] [741/3534] Completed CNNE in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m [2025-12-31T20:19:20.799089] [INFO ] [sig ] [742/3534] Forecasting CNO... [2025-12-31T20:19:20.799120] [INFO ] [sig ] Generating forecast for: CNO [2025-12-31T20:19:20.799151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-12-31T20:19:20.810355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNO'. [2025-12-31T20:19:20.810699] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-12-31T20:19:20.811458] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-12-31T20:19:20.811510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:20.811541] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:20.811567] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:20.811660] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:20.868283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:20.868907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:20.868985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:20.869017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:20.989880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:20.990030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:20.990072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:20.990101] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:20.993420] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: DOWN (p=1.40%) [2025-12-31T20:19:20.993708] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-12-31T20:19:20.993829] [INFO ] [sig ] CNO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:21.134621] [INFO ] [LOCAL ] Saved forecast: CNO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNO.txt [2025-12-31T20:19:21.134744] [INFO ] [sig ] [742/3534] Completed CNO in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.1m [2025-12-31T20:19:21.134784] [INFO ] [sig ] [743/3534] Forecasting CNOB... [2025-12-31T20:19:21.134814] [INFO ] [sig ] Generating forecast for: CNOB [2025-12-31T20:19:21.134844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'. [2025-12-31T20:19:21.146080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNOB'. [2025-12-31T20:19:21.146357] [INFO ] [FORECASTER] Starting predict_future for CNOB [2025-12-31T20:19:21.147137] [DEBUG] [LOCAL ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt [2025-12-31T20:19:21.147189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:21.147222] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:21.147249] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:21.147306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:21.204084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:21.204739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:21.204815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:21.204847] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:21.321730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:21.321884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:21.321923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:21.321951] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:21.325259] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: DOWN (p=34.17%) [2025-12-31T20:19:21.325523] [INFO ] [FORECASTER] Completed predict_future for CNOB [2025-12-31T20:19:21.325662] [INFO ] [sig ] CNOB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:21.463222] [INFO ] [LOCAL ] Saved forecast: CNOB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNOB.txt [2025-12-31T20:19:21.463345] [INFO ] [sig ] [743/3534] Completed CNOB in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:21.463389] [INFO ] [sig ] [744/3534] Forecasting CNP... [2025-12-31T20:19:21.463419] [INFO ] [sig ] Generating forecast for: CNP [2025-12-31T20:19:21.463449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-12-31T20:19:21.474500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNP'. [2025-12-31T20:19:21.474801] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-12-31T20:19:21.475556] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-12-31T20:19:21.475627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:21.475659] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:21.475686] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:21.475742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:21.532750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:21.533357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:21.533438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:21.533469] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:21.654344] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:21.654493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:21.654531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:21.654621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:21.657972] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=63.84%) [2025-12-31T20:19:21.658239] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-12-31T20:19:21.658357] [INFO ] [sig ] CNP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:21.811814] [INFO ] [LOCAL ] Saved forecast: CNP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CNP.txt [2025-12-31T20:19:21.811961] [INFO ] [sig ] [744/3534] Completed CNP in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:21.812002] [INFO ] [sig ] [745/3534] Forecasting CNQ... [2025-12-31T20:19:21.812031] [INFO ] [sig ] Generating forecast for: CNQ [2025-12-31T20:19:21.812063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-12-31T20:19:21.824856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNQ'. [2025-12-31T20:19:21.825265] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-12-31T20:19:21.826143] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-12-31T20:19:21.826196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:21.826228] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:21.826254] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:21.826311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:21.885632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:21.886480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:21.886563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:21.886618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:22.009698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:22.009848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:22.009888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:22.009917] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:22.013240] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=0.99%) [2025-12-31T20:19:22.013509] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-12-31T20:19:22.013650] [INFO ] [sig ] CNQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:22.151497] [INFO ] [LOCAL ] Saved forecast: CNQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNQ.txt [2025-12-31T20:19:22.151679] [INFO ] [sig ] [745/3534] Completed CNQ in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:22.151739] [INFO ] [sig ] [746/3534] Forecasting CNS... [2025-12-31T20:19:22.151781] [INFO ] [sig ] Generating forecast for: CNS [2025-12-31T20:19:22.151826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-12-31T20:19:22.162803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNS'. [2025-12-31T20:19:22.163091] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-12-31T20:19:22.163855] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-12-31T20:19:22.163907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:22.163938] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:22.163965] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:22.164023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:22.221373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:22.222064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:22.222144] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:22.222192] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:22.340866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:22.341028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:22.341070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:22.341102] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:22.344530] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=18.50%) [2025-12-31T20:19:22.344833] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-12-31T20:19:22.344965] [INFO ] [sig ] CNS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:22.492397] [INFO ] [LOCAL ] Saved forecast: CNS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNS.txt [2025-12-31T20:19:22.492566] [INFO ] [sig ] [746/3534] Completed CNS in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:22.492627] [INFO ] [sig ] [747/3534] Forecasting CNSP... [2025-12-31T20:19:22.492656] [INFO ] [sig ] Generating forecast for: CNSP [2025-12-31T20:19:22.492688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'. [2025-12-31T20:19:22.503301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNSP'. [2025-12-31T20:19:22.503590] [INFO ] [FORECASTER] Starting predict_future for CNSP [2025-12-31T20:19:22.504348] [DEBUG] [LOCAL ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt [2025-12-31T20:19:22.504399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:22.504430] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:22.504456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:22.504512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:22.560009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:22.560607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:22.560684] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:22.560715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:22.680963] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:22.681126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:22.681166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:22.681195] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:22.684540] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=4.99%) [2025-12-31T20:19:22.684827] [INFO ] [FORECASTER] Completed predict_future for CNSP [2025-12-31T20:19:22.684946] [INFO ] [sig ] CNSP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:22.824398] [INFO ] [LOCAL ] Saved forecast: CNSP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNSP.txt [2025-12-31T20:19:22.824533] [INFO ] [sig ] [747/3534] Completed CNSP in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:22.824588] [INFO ] [sig ] [748/3534] Forecasting CNTA... [2025-12-31T20:19:22.824622] [INFO ] [sig ] Generating forecast for: CNTA [2025-12-31T20:19:22.824652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'. [2025-12-31T20:19:22.837081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTA'. [2025-12-31T20:19:22.837448] [INFO ] [FORECASTER] Starting predict_future for CNTA [2025-12-31T20:19:22.838304] [DEBUG] [LOCAL ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt [2025-12-31T20:19:22.838358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:22.838391] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:22.838429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:22.838487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:22.896920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:22.897954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:22.898050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:22.898083] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:23.015558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:23.015756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:23.015799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:23.015828] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:23.019422] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=2.66%) [2025-12-31T20:19:23.019738] [INFO ] [FORECASTER] Completed predict_future for CNTA [2025-12-31T20:19:23.019874] [INFO ] [sig ] CNTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:23.162334] [INFO ] [LOCAL ] Saved forecast: CNTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNTA.txt [2025-12-31T20:19:23.162497] [INFO ] [sig ] [748/3534] Completed CNTA in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:23.162539] [INFO ] [sig ] [749/3534] Forecasting CNTY... [2025-12-31T20:19:23.162587] [INFO ] [sig ] Generating forecast for: CNTY [2025-12-31T20:19:23.162622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'. [2025-12-31T20:19:23.174081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNTY'. [2025-12-31T20:19:23.174399] [INFO ] [FORECASTER] Starting predict_future for CNTY [2025-12-31T20:19:23.175209] [DEBUG] [LOCAL ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt [2025-12-31T20:19:23.175264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:23.175298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:23.175326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:23.175387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:23.233679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:23.234624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:23.234717] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:23.234751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:23.356924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:23.357085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:23.357127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:23.357157] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:23.360703] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=80.33%) [2025-12-31T20:19:23.361023] [INFO ] [FORECASTER] Completed predict_future for CNTY [2025-12-31T20:19:23.361159] [INFO ] [sig ] CNTY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:23.508170] [INFO ] [LOCAL ] Saved forecast: CNTY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CNTY.txt [2025-12-31T20:19:23.508330] [INFO ] [sig ] [749/3534] Completed CNTY in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:23.508370] [INFO ] [sig ] [750/3534] Forecasting CNVS... [2025-12-31T20:19:23.508401] [INFO ] [sig ] Generating forecast for: CNVS [2025-12-31T20:19:23.508432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'. [2025-12-31T20:19:23.523595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNVS'. [2025-12-31T20:19:23.524029] [INFO ] [FORECASTER] Starting predict_future for CNVS [2025-12-31T20:19:23.524897] [DEBUG] [LOCAL ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt [2025-12-31T20:19:23.524950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:23.524982] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:23.525009] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:23.525067] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:23.584420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:23.585348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:23.585438] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:23.585472] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:23.707653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:23.707815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:23.707857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:23.707886] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:23.712362] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=97.49%) [2025-12-31T20:19:23.712797] [INFO ] [FORECASTER] Completed predict_future for CNVS [2025-12-31T20:19:23.712957] [INFO ] [sig ] CNVS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:23.850634] [INFO ] [LOCAL ] Saved forecast: CNVS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CNVS.txt [2025-12-31T20:19:23.850779] [INFO ] [sig ] [750/3534] Completed CNVS in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:23.850819] [INFO ] [sig ] [751/3534] Forecasting CNX... [2025-12-31T20:19:23.850847] [INFO ] [sig ] Generating forecast for: CNX [2025-12-31T20:19:23.850877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-12-31T20:19:23.862435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNX'. [2025-12-31T20:19:23.862754] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-12-31T20:19:23.863512] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-12-31T20:19:23.863564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:23.863621] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:23.863649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:23.863706] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:23.919556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:23.920347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:23.920458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:23.920492] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:24.043505] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:24.043693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:24.043737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:24.043767] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:24.047298] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=94.19%) [2025-12-31T20:19:24.047595] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-12-31T20:19:24.047724] [INFO ] [sig ] CNX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:24.186702] [INFO ] [LOCAL ] Saved forecast: CNX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CNX.txt [2025-12-31T20:19:24.186847] [INFO ] [sig ] [751/3534] Completed CNX in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:24.186887] [INFO ] [sig ] [752/3534] Forecasting CNXC... [2025-12-31T20:19:24.186917] [INFO ] [sig ] Generating forecast for: CNXC [2025-12-31T20:19:24.186953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'. [2025-12-31T20:19:24.198088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXC'. [2025-12-31T20:19:24.198383] [INFO ] [FORECASTER] Starting predict_future for CNXC [2025-12-31T20:19:24.199154] [DEBUG] [LOCAL ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt [2025-12-31T20:19:24.199206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:24.199239] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:24.199293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:24.199352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:24.261163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:24.262163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:24.262248] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:24.262281] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:24.391730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:24.391891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:24.391932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:24.391962] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:24.395451] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: DOWN (p=3.31%) [2025-12-31T20:19:24.395798] [INFO ] [FORECASTER] Completed predict_future for CNXC [2025-12-31T20:19:24.395941] [INFO ] [sig ] CNXC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:24.537318] [INFO ] [LOCAL ] Saved forecast: CNXC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNXC.txt [2025-12-31T20:19:24.537457] [INFO ] [sig ] [752/3534] Completed CNXC in 0.4s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:24.537497] [INFO ] [sig ] [753/3534] Forecasting CNXN... [2025-12-31T20:19:24.537527] [INFO ] [sig ] Generating forecast for: CNXN [2025-12-31T20:19:24.537557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'. [2025-12-31T20:19:24.548894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CNXN'. [2025-12-31T20:19:24.549223] [INFO ] [FORECASTER] Starting predict_future for CNXN [2025-12-31T20:19:24.550094] [DEBUG] [LOCAL ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt [2025-12-31T20:19:24.550147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:24.550179] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:24.550206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:24.550263] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:24.609013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:24.609880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:24.609966] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:24.610010] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:24.736424] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:24.736597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:24.736641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:24.736671] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:24.740174] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=20.60%) [2025-12-31T20:19:24.740452] [INFO ] [FORECASTER] Completed predict_future for CNXN [2025-12-31T20:19:24.740595] [INFO ] [sig ] CNXN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:24.885361] [INFO ] [LOCAL ] Saved forecast: CNXN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CNXN.txt [2025-12-31T20:19:24.885518] [INFO ] [sig ] [753/3534] Completed CNXN in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:24.885565] [INFO ] [sig ] [754/3534] Forecasting COCO... [2025-12-31T20:19:24.885639] [INFO ] [sig ] Generating forecast for: COCO [2025-12-31T20:19:24.885674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'. [2025-12-31T20:19:24.898560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COCO'. [2025-12-31T20:19:24.899105] [INFO ] [FORECASTER] Starting predict_future for COCO [2025-12-31T20:19:24.900162] [DEBUG] [LOCAL ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt [2025-12-31T20:19:24.900215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:24.900250] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:24.900278] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:24.900336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:24.964555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:24.965615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:24.965700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:24.965735] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:25.092777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:25.092934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:25.092978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:25.093024] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:25.096555] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=17.73%) [2025-12-31T20:19:25.096863] [INFO ] [FORECASTER] Completed predict_future for COCO [2025-12-31T20:19:25.096994] [INFO ] [sig ] COCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:25.239008] [INFO ] [LOCAL ] Saved forecast: COCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COCO.txt [2025-12-31T20:19:25.239193] [INFO ] [sig ] [754/3534] Completed COCO in 0.4s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:25.239237] [INFO ] [sig ] [755/3534] Forecasting CODA... [2025-12-31T20:19:25.239290] [INFO ] [sig ] Generating forecast for: CODA [2025-12-31T20:19:25.239324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'. [2025-12-31T20:19:25.251075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODA'. [2025-12-31T20:19:25.251500] [INFO ] [FORECASTER] Starting predict_future for CODA [2025-12-31T20:19:25.252334] [DEBUG] [LOCAL ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt [2025-12-31T20:19:25.252388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:25.252421] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:25.252447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:25.252512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:25.313053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:25.313967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:25.314059] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:25.314095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:25.427384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:25.427537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:25.427595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:25.427625] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:25.431067] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: UP (p=73.51%) [2025-12-31T20:19:25.431339] [INFO ] [FORECASTER] Completed predict_future for CODA [2025-12-31T20:19:25.431464] [INFO ] [sig ] CODA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:25.570601] [INFO ] [LOCAL ] Saved forecast: CODA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CODA.txt [2025-12-31T20:19:25.570739] [INFO ] [sig ] [755/3534] Completed CODA in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:25.570790] [INFO ] [sig ] [756/3534] Forecasting CODI... [2025-12-31T20:19:25.570821] [INFO ] [sig ] Generating forecast for: CODI [2025-12-31T20:19:25.570851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-12-31T20:19:25.582189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CODI'. [2025-12-31T20:19:25.582494] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-12-31T20:19:25.583282] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-12-31T20:19:25.583335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:25.583368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:25.583396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:25.583454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:25.640468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:25.641359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:25.641444] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:25.641481] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:25.759321] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:25.759478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:25.759517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:25.759545] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:25.762858] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=11.58%) [2025-12-31T20:19:25.763123] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-12-31T20:19:25.763244] [INFO ] [sig ] CODI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:25.903002] [INFO ] [LOCAL ] Saved forecast: CODI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CODI.txt [2025-12-31T20:19:25.903158] [INFO ] [sig ] [756/3534] Completed CODI in 0.3s | 2.90 sym/s | Total: 4.3m | ETA: 16.0m [2025-12-31T20:19:25.903200] [INFO ] [sig ] [757/3534] Forecasting COEP... [2025-12-31T20:19:25.903230] [INFO ] [sig ] Generating forecast for: COEP [2025-12-31T20:19:25.903262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'. [2025-12-31T20:19:25.914712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COEP'. [2025-12-31T20:19:25.914998] [INFO ] [FORECASTER] Starting predict_future for COEP [2025-12-31T20:19:25.915829] [DEBUG] [LOCAL ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt [2025-12-31T20:19:25.915883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:25.915918] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:25.915946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:25.916004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:25.972246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:25.972962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:25.973040] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:25.973071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:26.095669] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:26.095818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:26.095862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:26.095896] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:26.099295] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: DOWN (p=3.45%) [2025-12-31T20:19:26.099568] [INFO ] [FORECASTER] Completed predict_future for COEP [2025-12-31T20:19:26.099710] [INFO ] [sig ] COEP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:26.242595] [INFO ] [LOCAL ] Saved forecast: COEP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COEP.txt [2025-12-31T20:19:26.242785] [INFO ] [sig ] [757/3534] Completed COEP in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.0m [2025-12-31T20:19:26.242829] [INFO ] [sig ] [758/3534] Forecasting COF... [2025-12-31T20:19:26.242860] [INFO ] [sig ] Generating forecast for: COF [2025-12-31T20:19:26.242892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-12-31T20:19:26.254742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COF'. [2025-12-31T20:19:26.255114] [INFO ] [FORECASTER] Starting predict_future for COF [2025-12-31T20:19:26.255964] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-12-31T20:19:26.256018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:26.256078] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:26.256109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:26.256169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:26.313731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:26.314612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:26.314702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:26.314737] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:26.434345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:26.434502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:26.434542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:26.434592] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:26.437892] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=39.06%) [2025-12-31T20:19:26.438161] [INFO ] [FORECASTER] Completed predict_future for COF [2025-12-31T20:19:26.438284] [INFO ] [sig ] COF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:26.577670] [INFO ] [LOCAL ] Saved forecast: COF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COF.txt [2025-12-31T20:19:26.577834] [INFO ] [sig ] [758/3534] Completed COF in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.0m [2025-12-31T20:19:26.577878] [INFO ] [sig ] [759/3534] Forecasting COFS... [2025-12-31T20:19:26.577911] [INFO ] [sig ] Generating forecast for: COFS [2025-12-31T20:19:26.577943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'. [2025-12-31T20:19:26.589556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COFS'. [2025-12-31T20:19:26.589893] [INFO ] [FORECASTER] Starting predict_future for COFS [2025-12-31T20:19:26.590681] [DEBUG] [LOCAL ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt [2025-12-31T20:19:26.590734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:26.590768] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:26.590796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:26.590854] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:26.647611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:26.648464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:26.648550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:26.648601] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:26.768697] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:26.768855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:26.768895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:26.768924] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:26.772270] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=3.73%) [2025-12-31T20:19:26.772542] [INFO ] [FORECASTER] Completed predict_future for COFS [2025-12-31T20:19:26.772682] [INFO ] [sig ] COFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:26.910826] [INFO ] [LOCAL ] Saved forecast: COFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COFS.txt [2025-12-31T20:19:26.910982] [INFO ] [sig ] [759/3534] Completed COFS in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 16.0m [2025-12-31T20:19:26.911023] [INFO ] [sig ] [760/3534] Forecasting COIN... [2025-12-31T20:19:26.911052] [INFO ] [sig ] Generating forecast for: COIN [2025-12-31T20:19:26.911082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'. [2025-12-31T20:19:26.925674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COIN'. [2025-12-31T20:19:26.926121] [INFO ] [FORECASTER] Starting predict_future for COIN [2025-12-31T20:19:26.926940] [DEBUG] [LOCAL ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt [2025-12-31T20:19:26.926992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:26.927026] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:26.927056] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:26.927113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:26.983020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:26.983931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:26.984016] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:26.984051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:27.108741] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:27.108892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:27.108930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:27.108958] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:27.112353] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-12-31T20:19:27.112644] [INFO ] [FORECASTER] Completed predict_future for COIN [2025-12-31T20:19:27.112766] [INFO ] [sig ] COIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:27.249752] [INFO ] [LOCAL ] Saved forecast: COIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COIN.txt [2025-12-31T20:19:27.249882] [INFO ] [sig ] [760/3534] Completed COIN in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:27.249923] [INFO ] [sig ] [761/3534] Forecasting COKE... [2025-12-31T20:19:27.249954] [INFO ] [sig ] Generating forecast for: COKE [2025-12-31T20:19:27.249987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'. [2025-12-31T20:19:27.261353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COKE'. [2025-12-31T20:19:27.261651] [INFO ] [FORECASTER] Starting predict_future for COKE [2025-12-31T20:19:27.262450] [DEBUG] [LOCAL ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt [2025-12-31T20:19:27.262515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:27.262548] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:27.262596] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:27.262657] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:27.320147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:27.320881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:27.320963] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:27.320997] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:27.439565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:27.439735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:27.439775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:27.439834] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:27.443216] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=2.52%) [2025-12-31T20:19:27.443533] [INFO ] [FORECASTER] Completed predict_future for COKE [2025-12-31T20:19:27.443689] [INFO ] [sig ] COKE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:27.586613] [INFO ] [LOCAL ] Saved forecast: COKE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COKE.txt [2025-12-31T20:19:27.586756] [INFO ] [sig ] [761/3534] Completed COKE in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:27.586806] [INFO ] [sig ] [762/3534] Forecasting COLB... [2025-12-31T20:19:27.586843] [INFO ] [sig ] Generating forecast for: COLB [2025-12-31T20:19:27.586876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'. [2025-12-31T20:19:27.597717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLB'. [2025-12-31T20:19:27.598043] [INFO ] [FORECASTER] Starting predict_future for COLB [2025-12-31T20:19:27.598820] [DEBUG] [LOCAL ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt [2025-12-31T20:19:27.598871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:27.598904] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:27.598931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:27.598988] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:27.658529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:27.659362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:27.659446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:27.659478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:27.774941] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:27.775100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:27.775138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:27.775167] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:27.778555] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=28.43%) [2025-12-31T20:19:27.778851] [INFO ] [FORECASTER] Completed predict_future for COLB [2025-12-31T20:19:27.778975] [INFO ] [sig ] COLB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:27.916652] [INFO ] [LOCAL ] Saved forecast: COLB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COLB.txt [2025-12-31T20:19:27.916795] [INFO ] [sig ] [762/3534] Completed COLB in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:27.916835] [INFO ] [sig ] [763/3534] Forecasting COLD... [2025-12-31T20:19:27.916864] [INFO ] [sig ] Generating forecast for: COLD [2025-12-31T20:19:27.916892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-12-31T20:19:27.928163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLD'. [2025-12-31T20:19:27.928465] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-12-31T20:19:27.929228] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-12-31T20:19:27.929292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:27.929327] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:27.929355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:27.929413] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:27.985551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:27.986270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:27.986348] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:27.986379] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:28.107927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:28.108077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:28.108117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:28.108146] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:28.111458] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=15.48%) [2025-12-31T20:19:28.111750] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-12-31T20:19:28.111871] [INFO ] [sig ] COLD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:28.248988] [INFO ] [LOCAL ] Saved forecast: COLD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COLD.txt [2025-12-31T20:19:28.249111] [INFO ] [sig ] [763/3534] Completed COLD in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:28.249151] [INFO ] [sig ] [764/3534] Forecasting COLL... [2025-12-31T20:19:28.249180] [INFO ] [sig ] Generating forecast for: COLL [2025-12-31T20:19:28.249210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'. [2025-12-31T20:19:28.260181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLL'. [2025-12-31T20:19:28.260443] [INFO ] [FORECASTER] Starting predict_future for COLL [2025-12-31T20:19:28.261221] [DEBUG] [LOCAL ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt [2025-12-31T20:19:28.261273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:28.261305] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:28.261331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:28.261389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:28.317384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:28.318023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:28.318103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:28.318135] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:28.445137] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:28.445290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:28.445330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:28.445359] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:28.448704] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=1.29%) [2025-12-31T20:19:28.448969] [INFO ] [FORECASTER] Completed predict_future for COLL [2025-12-31T20:19:28.449089] [INFO ] [sig ] COLL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:28.586831] [INFO ] [LOCAL ] Saved forecast: COLL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COLL.txt [2025-12-31T20:19:28.586970] [INFO ] [sig ] [764/3534] Completed COLL in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:28.587011] [INFO ] [sig ] [765/3534] Forecasting COLM... [2025-12-31T20:19:28.587040] [INFO ] [sig ] Generating forecast for: COLM [2025-12-31T20:19:28.587070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'. [2025-12-31T20:19:28.598121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COLM'. [2025-12-31T20:19:28.598437] [INFO ] [FORECASTER] Starting predict_future for COLM [2025-12-31T20:19:28.599207] [DEBUG] [LOCAL ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt [2025-12-31T20:19:28.599282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:28.599318] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:28.599345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:28.599401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:28.656083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:28.656715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:28.656792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:28.656824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:28.772086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:28.772243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:28.772282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:28.772311] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:28.775680] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=89.49%) [2025-12-31T20:19:28.775949] [INFO ] [FORECASTER] Completed predict_future for COLM [2025-12-31T20:19:28.776070] [INFO ] [sig ] COLM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:28.913205] [INFO ] [LOCAL ] Saved forecast: COLM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/COLM.txt [2025-12-31T20:19:28.913334] [INFO ] [sig ] [765/3534] Completed COLM in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:28.913374] [INFO ] [sig ] [766/3534] Forecasting COMM... [2025-12-31T20:19:28.913406] [INFO ] [sig ] Generating forecast for: COMM [2025-12-31T20:19:28.913436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'. [2025-12-31T20:19:28.924534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMM'. [2025-12-31T20:19:28.924846] [INFO ] [FORECASTER] Starting predict_future for COMM [2025-12-31T20:19:28.925611] [DEBUG] [LOCAL ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt [2025-12-31T20:19:28.925663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:28.925695] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:28.925722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:28.925779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:28.981969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:28.982636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:28.982714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:28.982746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:29.105727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:29.105909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:29.105949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:29.105979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:29.109375] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=93.16%) [2025-12-31T20:19:29.109693] [INFO ] [FORECASTER] Completed predict_future for COMM [2025-12-31T20:19:29.109819] [INFO ] [sig ] COMM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:29.249062] [INFO ] [LOCAL ] Saved forecast: COMM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/COMM.txt [2025-12-31T20:19:29.249226] [INFO ] [sig ] [766/3534] Completed COMM in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:29.249302] [INFO ] [sig ] [767/3534] Forecasting COMP... [2025-12-31T20:19:29.249340] [INFO ] [sig ] Generating forecast for: COMP [2025-12-31T20:19:29.249376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-12-31T20:19:29.261434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COMP'. [2025-12-31T20:19:29.261854] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-12-31T20:19:29.262715] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-12-31T20:19:29.262775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:29.262811] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:29.262842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:29.262915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:29.321266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:29.322154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:29.322241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:29.322274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:29.443842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:29.444008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:29.444046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:29.444075] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:29.447529] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=14.60%) [2025-12-31T20:19:29.447871] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-12-31T20:19:29.448007] [INFO ] [sig ] COMP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:29.588724] [INFO ] [LOCAL ] Saved forecast: COMP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COMP.txt [2025-12-31T20:19:29.588890] [INFO ] [sig ] [767/3534] Completed COMP in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:29.588933] [INFO ] [sig ] [768/3534] Forecasting CONL... [2025-12-31T20:19:29.588962] [INFO ] [sig ] Generating forecast for: CONL [2025-12-31T20:19:29.588993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'. [2025-12-31T20:19:29.600465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CONL'. [2025-12-31T20:19:29.600835] [INFO ] [FORECASTER] Starting predict_future for CONL [2025-12-31T20:19:29.601629] [DEBUG] [LOCAL ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt [2025-12-31T20:19:29.601682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:29.601715] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:29.601744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:29.601809] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:29.659272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:29.660142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:29.660256] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:29.660290] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:29.786112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:29.786306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:29.786370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:29.786403] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:29.789865] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: DOWN (p=1.76%) [2025-12-31T20:19:29.790151] [INFO ] [FORECASTER] Completed predict_future for CONL [2025-12-31T20:19:29.790279] [INFO ] [sig ] CONL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:29.930183] [INFO ] [LOCAL ] Saved forecast: CONL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CONL.txt [2025-12-31T20:19:29.930343] [INFO ] [sig ] [768/3534] Completed CONL in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:29.930384] [INFO ] [sig ] [769/3534] Forecasting COO... [2025-12-31T20:19:29.930414] [INFO ] [sig ] Generating forecast for: COO [2025-12-31T20:19:29.930444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'. [2025-12-31T20:19:29.942010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COO'. [2025-12-31T20:19:29.942369] [INFO ] [FORECASTER] Starting predict_future for COO [2025-12-31T20:19:29.943154] [DEBUG] [LOCAL ] No optimal features file found for COO: ./output/feature-sets/COO.txt [2025-12-31T20:19:29.943206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:29.943238] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:29.943265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:29.943322] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:30.000023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:30.000893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:30.000977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:30.001009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:30.119040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:30.119198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:30.119239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:30.119288] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:30.122690] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=83.70%) [2025-12-31T20:19:30.122977] [INFO ] [FORECASTER] Completed predict_future for COO [2025-12-31T20:19:30.123103] [INFO ] [sig ] COO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:30.263620] [INFO ] [LOCAL ] Saved forecast: COO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/COO.txt [2025-12-31T20:19:30.263783] [INFO ] [sig ] [769/3534] Completed COO in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:30.263824] [INFO ] [sig ] [770/3534] Forecasting COP... [2025-12-31T20:19:30.263853] [INFO ] [sig ] Generating forecast for: COP [2025-12-31T20:19:30.263884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-12-31T20:19:30.275022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COP'. [2025-12-31T20:19:30.275377] [INFO ] [FORECASTER] Starting predict_future for COP [2025-12-31T20:19:30.276165] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-12-31T20:19:30.276216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:30.276248] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:30.276275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:30.276332] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:30.332885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:30.333777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:30.333867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:30.333900] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:30.452732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:30.452906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:30.452947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:30.452984] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:30.456492] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=71.99%) [2025-12-31T20:19:30.456810] [INFO ] [FORECASTER] Completed predict_future for COP [2025-12-31T20:19:30.456947] [INFO ] [sig ] COP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:30.595030] [INFO ] [LOCAL ] Saved forecast: COP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/COP.txt [2025-12-31T20:19:30.595159] [INFO ] [sig ] [770/3534] Completed COP in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:30.595198] [INFO ] [sig ] [771/3534] Forecasting COPP... [2025-12-31T20:19:30.595227] [INFO ] [sig ] Generating forecast for: COPP [2025-12-31T20:19:30.595258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'. [2025-12-31T20:19:30.608212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COPP'. [2025-12-31T20:19:30.608497] [INFO ] [FORECASTER] Starting predict_future for COPP [2025-12-31T20:19:30.609288] [DEBUG] [LOCAL ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt [2025-12-31T20:19:30.609340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:30.609373] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:30.609400] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:30.609457] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:30.665014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:30.665656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:30.665734] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:30.665765] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:30.780403] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:30.780558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:30.780615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:30.780646] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:30.783973] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=94.50%) [2025-12-31T20:19:30.784245] [INFO ] [FORECASTER] Completed predict_future for COPP [2025-12-31T20:19:30.784366] [INFO ] [sig ] COPP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:30.923431] [INFO ] [LOCAL ] Saved forecast: COPP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/COPP.txt [2025-12-31T20:19:30.923614] [INFO ] [sig ] [771/3534] Completed COPP in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:30.923657] [INFO ] [sig ] [772/3534] Forecasting CORZ... [2025-12-31T20:19:30.923687] [INFO ] [sig ] Generating forecast for: CORZ [2025-12-31T20:19:30.923717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'. [2025-12-31T20:19:30.934681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZ'. [2025-12-31T20:19:30.934989] [INFO ] [FORECASTER] Starting predict_future for CORZ [2025-12-31T20:19:30.935787] [DEBUG] [LOCAL ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt [2025-12-31T20:19:30.935841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:30.935884] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:30.935914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:30.935973] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:30.992483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:30.993173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:30.993253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:30.993286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:31.116135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:31.116279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:31.116320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:31.116349] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:31.119844] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=8.20%) [2025-12-31T20:19:31.120139] [INFO ] [FORECASTER] Completed predict_future for CORZ [2025-12-31T20:19:31.120268] [INFO ] [sig ] CORZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:31.263042] [INFO ] [LOCAL ] Saved forecast: CORZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CORZ.txt [2025-12-31T20:19:31.263191] [INFO ] [sig ] [772/3534] Completed CORZ in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:31.263230] [INFO ] [sig ] [773/3534] Forecasting CORZZ... [2025-12-31T20:19:31.263260] [INFO ] [sig ] Generating forecast for: CORZZ [2025-12-31T20:19:31.263290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'. [2025-12-31T20:19:31.274513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'. [2025-12-31T20:19:31.274831] [INFO ] [FORECASTER] Starting predict_future for CORZZ [2025-12-31T20:19:31.275612] [DEBUG] [LOCAL ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt [2025-12-31T20:19:31.275667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:31.275699] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:31.275726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:31.275783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:31.332057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:31.332839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:31.332924] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:31.332958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:31.441234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:31.441375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:31.441414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:31.441443] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:31.444790] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: DOWN (p=23.45%) [2025-12-31T20:19:31.445260] [INFO ] [FORECASTER] Completed predict_future for CORZZ [2025-12-31T20:19:31.445380] [INFO ] [sig ] CORZZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:31.584283] [INFO ] [LOCAL ] Saved forecast: CORZZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CORZZ.txt [2025-12-31T20:19:31.584419] [INFO ] [sig ] [773/3534] Completed CORZZ in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:31.584459] [INFO ] [sig ] [774/3534] Forecasting COTY... [2025-12-31T20:19:31.584490] [INFO ] [sig ] Generating forecast for: COTY [2025-12-31T20:19:31.584521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-12-31T20:19:31.596020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COTY'. [2025-12-31T20:19:31.596333] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-12-31T20:19:31.597156] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-12-31T20:19:31.597210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:31.597244] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:31.597272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:31.597331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:31.659195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:31.660024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:31.660109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:31.660144] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:31.782286] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:31.782441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:31.782482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:31.782511] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:31.786025] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=2.69%) [2025-12-31T20:19:31.786297] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-12-31T20:19:31.786419] [INFO ] [sig ] COTY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:31.926267] [INFO ] [LOCAL ] Saved forecast: COTY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COTY.txt [2025-12-31T20:19:31.926441] [INFO ] [sig ] [774/3534] Completed COTY in 0.3s | 2.90 sym/s | Total: 4.4m | ETA: 15.9m [2025-12-31T20:19:31.926487] [INFO ] [sig ] [775/3534] Forecasting COWG... [2025-12-31T20:19:31.926518] [INFO ] [sig ] Generating forecast for: COWG [2025-12-31T20:19:31.926551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'. [2025-12-31T20:19:31.938138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COWG'. [2025-12-31T20:19:31.938449] [INFO ] [FORECASTER] Starting predict_future for COWG [2025-12-31T20:19:31.939222] [DEBUG] [LOCAL ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt [2025-12-31T20:19:31.939297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:31.939356] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:31.939384] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:31.939442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:31.995722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:31.996369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:31.996448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:31.996480] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:32.116168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:32.116324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:32.116366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:32.116394] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:32.119810] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=18.56%) [2025-12-31T20:19:32.120099] [INFO ] [FORECASTER] Completed predict_future for COWG [2025-12-31T20:19:32.120228] [INFO ] [sig ] COWG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:32.258788] [INFO ] [LOCAL ] Saved forecast: COWG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COWG.txt [2025-12-31T20:19:32.258916] [INFO ] [sig ] [775/3534] Completed COWG in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.9m [2025-12-31T20:19:32.258962] [INFO ] [sig ] [776/3534] Forecasting COYA... [2025-12-31T20:19:32.258992] [INFO ] [sig ] Generating forecast for: COYA [2025-12-31T20:19:32.259023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'. [2025-12-31T20:19:32.270097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'COYA'. [2025-12-31T20:19:32.270381] [INFO ] [FORECASTER] Starting predict_future for COYA [2025-12-31T20:19:32.271153] [DEBUG] [LOCAL ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt [2025-12-31T20:19:32.271204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:32.271237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:32.271263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:32.271320] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:32.327143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:32.327791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:32.327867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:32.327899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:32.439779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:32.439936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:32.439977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:32.440006] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:32.443320] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=47.94%) [2025-12-31T20:19:32.443605] [INFO ] [FORECASTER] Completed predict_future for COYA [2025-12-31T20:19:32.443732] [INFO ] [sig ] COYA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:32.582368] [INFO ] [LOCAL ] Saved forecast: COYA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/COYA.txt [2025-12-31T20:19:32.582500] [INFO ] [sig ] [776/3534] Completed COYA in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:32.582541] [INFO ] [sig ] [777/3534] Forecasting CP... [2025-12-31T20:19:32.582586] [INFO ] [sig ] Generating forecast for: CP [2025-12-31T20:19:32.582621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-12-31T20:19:32.593606] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CP'. [2025-12-31T20:19:32.593896] [INFO ] [FORECASTER] Starting predict_future for CP [2025-12-31T20:19:32.594666] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-12-31T20:19:32.594718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:32.594750] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:32.594777] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:32.594834] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:32.651045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:32.651843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:32.651923] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:32.651955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:32.771470] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:32.771641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:32.771681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:32.771709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:32.775030] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=36.31%) [2025-12-31T20:19:32.775298] [INFO ] [FORECASTER] Completed predict_future for CP [2025-12-31T20:19:32.775436] [INFO ] [sig ] CP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:32.914420] [INFO ] [LOCAL ] Saved forecast: CP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CP.txt [2025-12-31T20:19:32.914585] [INFO ] [sig ] [777/3534] Completed CP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:32.914630] [INFO ] [sig ] [778/3534] Forecasting CPA... [2025-12-31T20:19:32.914659] [INFO ] [sig ] Generating forecast for: CPA [2025-12-31T20:19:32.914690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-12-31T20:19:32.925787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPA'. [2025-12-31T20:19:32.926107] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-12-31T20:19:32.926881] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-12-31T20:19:32.926931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:32.926963] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:32.926990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:32.927048] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:32.983355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:32.984248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:32.984331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:32.984362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:33.100925] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:33.101079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:33.101120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:33.101191] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:33.104618] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=80.22%) [2025-12-31T20:19:33.104896] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-12-31T20:19:33.105018] [INFO ] [sig ] CPA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:33.242050] [INFO ] [LOCAL ] Saved forecast: CPA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CPA.txt [2025-12-31T20:19:33.242181] [INFO ] [sig ] [778/3534] Completed CPA in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:33.242220] [INFO ] [sig ] [779/3534] Forecasting CPB... [2025-12-31T20:19:33.242249] [INFO ] [sig ] Generating forecast for: CPB [2025-12-31T20:19:33.242280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'. [2025-12-31T20:19:33.253671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPB'. [2025-12-31T20:19:33.253997] [INFO ] [FORECASTER] Starting predict_future for CPB [2025-12-31T20:19:33.254766] [DEBUG] [LOCAL ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt [2025-12-31T20:19:33.254817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:33.254849] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:33.254876] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:33.254933] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:33.311525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:33.312230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:33.312309] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:33.312342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:33.427055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:33.427202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:33.427243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:33.427289] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:33.430662] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=93.91%) [2025-12-31T20:19:33.430940] [INFO ] [FORECASTER] Completed predict_future for CPB [2025-12-31T20:19:33.431065] [INFO ] [sig ] CPB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:33.568832] [INFO ] [LOCAL ] Saved forecast: CPB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CPB.txt [2025-12-31T20:19:33.568966] [INFO ] [sig ] [779/3534] Completed CPB in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:33.569005] [INFO ] [sig ] [780/3534] Forecasting CPF... [2025-12-31T20:19:33.569034] [INFO ] [sig ] Generating forecast for: CPF [2025-12-31T20:19:33.569064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-12-31T20:19:33.580205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPF'. [2025-12-31T20:19:33.580520] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-12-31T20:19:33.581289] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-12-31T20:19:33.581341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:33.581376] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:33.581402] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:33.581460] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:33.637215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:33.637903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:33.637987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:33.638019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:33.753018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:33.753144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:33.753182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:33.753212] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:33.756456] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=5.53%) [2025-12-31T20:19:33.756740] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-12-31T20:19:33.756860] [INFO ] [sig ] CPF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:33.896500] [INFO ] [LOCAL ] Saved forecast: CPF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CPF.txt [2025-12-31T20:19:33.896647] [INFO ] [sig ] [780/3534] Completed CPF in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:33.896689] [INFO ] [sig ] [781/3534] Forecasting CPIX... [2025-12-31T20:19:33.896719] [INFO ] [sig ] Generating forecast for: CPIX [2025-12-31T20:19:33.896750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'. [2025-12-31T20:19:33.907463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPIX'. [2025-12-31T20:19:33.907745] [INFO ] [FORECASTER] Starting predict_future for CPIX [2025-12-31T20:19:33.908481] [DEBUG] [LOCAL ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt [2025-12-31T20:19:33.908531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:33.908563] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:33.908612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:33.908671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:33.964931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:33.965509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:33.965601] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:33.965647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:34.086241] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:34.086368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:34.086405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:34.086433] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:34.089709] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=32.24%) [2025-12-31T20:19:34.089975] [INFO ] [FORECASTER] Completed predict_future for CPIX [2025-12-31T20:19:34.090095] [INFO ] [sig ] CPIX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:34.228520] [INFO ] [LOCAL ] Saved forecast: CPIX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CPIX.txt [2025-12-31T20:19:34.228669] [INFO ] [sig ] [781/3534] Completed CPIX in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:34.228711] [INFO ] [sig ] [782/3534] Forecasting CPK... [2025-12-31T20:19:34.228740] [INFO ] [sig ] Generating forecast for: CPK [2025-12-31T20:19:34.228771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-12-31T20:19:34.241018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPK'. [2025-12-31T20:19:34.241360] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-12-31T20:19:34.242158] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-12-31T20:19:34.242211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:34.242243] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:34.242270] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:34.242327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:34.298395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:34.299350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:34.299435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:34.299467] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:34.415289] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:34.415457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:34.415497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:34.415526] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:34.418936] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=61.71%) [2025-12-31T20:19:34.419210] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-12-31T20:19:34.419369] [INFO ] [sig ] CPK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:34.557958] [INFO ] [LOCAL ] Saved forecast: CPK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CPK.txt [2025-12-31T20:19:34.558135] [INFO ] [sig ] [782/3534] Completed CPK in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:34.558177] [INFO ] [sig ] [783/3534] Forecasting CPNG... [2025-12-31T20:19:34.558207] [INFO ] [sig ] Generating forecast for: CPNG [2025-12-31T20:19:34.558237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-12-31T20:19:34.569455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPNG'. [2025-12-31T20:19:34.569829] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-12-31T20:19:34.570664] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-12-31T20:19:34.570718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:34.570751] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:34.570812] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:34.570874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:34.627153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:34.628051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:34.628135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:34.628167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:34.749690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:34.749849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:34.749889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:34.749916] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:34.753242] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=13.79%) [2025-12-31T20:19:34.753507] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-12-31T20:19:34.753647] [INFO ] [sig ] CPNG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:34.893594] [INFO ] [LOCAL ] Saved forecast: CPNG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CPNG.txt [2025-12-31T20:19:34.893762] [INFO ] [sig ] [783/3534] Completed CPNG in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:34.893802] [INFO ] [sig ] [784/3534] Forecasting CPRI... [2025-12-31T20:19:34.893833] [INFO ] [sig ] Generating forecast for: CPRI [2025-12-31T20:19:34.893864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-12-31T20:19:34.905377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRI'. [2025-12-31T20:19:34.905756] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-12-31T20:19:34.906528] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-12-31T20:19:34.906600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:34.906634] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:34.906660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:34.906716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:34.962845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:34.963540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:34.963641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:34.963675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:35.081402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:35.081563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:35.081628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:35.081657] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:35.085104] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=55.68%) [2025-12-31T20:19:35.085387] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-12-31T20:19:35.085511] [INFO ] [sig ] CPRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:35.226396] [INFO ] [LOCAL ] Saved forecast: CPRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CPRI.txt [2025-12-31T20:19:35.226542] [INFO ] [sig ] [784/3534] Completed CPRI in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:35.226599] [INFO ] [sig ] [785/3534] Forecasting CPRX... [2025-12-31T20:19:35.226632] [INFO ] [sig ] Generating forecast for: CPRX [2025-12-31T20:19:35.226663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'. [2025-12-31T20:19:35.237666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPRX'. [2025-12-31T20:19:35.237943] [INFO ] [FORECASTER] Starting predict_future for CPRX [2025-12-31T20:19:35.238731] [DEBUG] [LOCAL ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt [2025-12-31T20:19:35.238782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:35.238813] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:35.238841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:35.238903] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:35.297963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:35.298657] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:35.298768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:35.298802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:35.416711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:35.416873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:35.416915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:35.416945] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:35.420438] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: DOWN (p=6.67%) [2025-12-31T20:19:35.420753] [INFO ] [FORECASTER] Completed predict_future for CPRX [2025-12-31T20:19:35.420884] [INFO ] [sig ] CPRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:35.618449] [INFO ] [LOCAL ] Saved forecast: CPRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CPRX.txt [2025-12-31T20:19:35.618643] [INFO ] [sig ] [785/3534] Completed CPRX in 0.4s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:35.618706] [INFO ] [sig ] [786/3534] Forecasting CPS... [2025-12-31T20:19:35.618745] [INFO ] [sig ] Generating forecast for: CPS [2025-12-31T20:19:35.618781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-12-31T20:19:35.631377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPS'. [2025-12-31T20:19:35.631703] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-12-31T20:19:35.632598] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-12-31T20:19:35.632664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:35.632712] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:35.632746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:35.632825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:35.695884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:35.696764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:35.696847] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:35.696882] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:35.825900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:35.826056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:35.826096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:35.826126] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:35.829500] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=85.06%) [2025-12-31T20:19:35.829801] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-12-31T20:19:35.829929] [INFO ] [sig ] CPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:35.968203] [INFO ] [LOCAL ] Saved forecast: CPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CPS.txt [2025-12-31T20:19:35.968342] [INFO ] [sig ] [786/3534] Completed CPS in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:35.968382] [INFO ] [sig ] [787/3534] Forecasting CPSH... [2025-12-31T20:19:35.968410] [INFO ] [sig ] Generating forecast for: CPSH [2025-12-31T20:19:35.968447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'. [2025-12-31T20:19:35.979781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSH'. [2025-12-31T20:19:35.980094] [INFO ] [FORECASTER] Starting predict_future for CPSH [2025-12-31T20:19:35.980883] [DEBUG] [LOCAL ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt [2025-12-31T20:19:35.980936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:35.980967] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:35.980994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:35.981051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:36.037157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:36.037955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:36.038037] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:36.038069] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:36.161015] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:36.161166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:36.161206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:36.161234] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:36.164593] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=43.20%) [2025-12-31T20:19:36.164864] [INFO ] [FORECASTER] Completed predict_future for CPSH [2025-12-31T20:19:36.164987] [INFO ] [sig ] CPSH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:36.304038] [INFO ] [LOCAL ] Saved forecast: CPSH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CPSH.txt [2025-12-31T20:19:36.304180] [INFO ] [sig ] [787/3534] Completed CPSH in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:36.304220] [INFO ] [sig ] [788/3534] Forecasting CPSS... [2025-12-31T20:19:36.304249] [INFO ] [sig ] Generating forecast for: CPSS [2025-12-31T20:19:36.304279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'. [2025-12-31T20:19:36.316863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPSS'. [2025-12-31T20:19:36.317239] [INFO ] [FORECASTER] Starting predict_future for CPSS [2025-12-31T20:19:36.318033] [DEBUG] [LOCAL ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt [2025-12-31T20:19:36.318085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:36.318118] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:36.318145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:36.318203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:36.374852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:36.375596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:36.375676] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:36.375709] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:36.482748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:36.482909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:36.482949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:36.482979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:36.486481] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=73.81%) [2025-12-31T20:19:36.486828] [INFO ] [FORECASTER] Completed predict_future for CPSS [2025-12-31T20:19:36.486965] [INFO ] [sig ] CPSS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:36.628362] [INFO ] [LOCAL ] Saved forecast: CPSS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CPSS.txt [2025-12-31T20:19:36.628544] [INFO ] [sig ] [788/3534] Completed CPSS in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:36.628603] [INFO ] [sig ] [789/3534] Forecasting CPZ... [2025-12-31T20:19:36.628635] [INFO ] [sig ] Generating forecast for: CPZ [2025-12-31T20:19:36.628666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'. [2025-12-31T20:19:36.645093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CPZ'. [2025-12-31T20:19:36.645424] [INFO ] [FORECASTER] Starting predict_future for CPZ [2025-12-31T20:19:36.646222] [DEBUG] [LOCAL ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt [2025-12-31T20:19:36.646275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:36.646307] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:36.646334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:36.646392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:36.702984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:36.703735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:36.703812] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:36.703845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:36.821592] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:36.821749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:36.821788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:36.821817] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:36.825325] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: DOWN (p=48.68%) [2025-12-31T20:19:36.825626] [INFO ] [FORECASTER] Completed predict_future for CPZ [2025-12-31T20:19:36.825757] [INFO ] [sig ] CPZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:36.965180] [INFO ] [LOCAL ] Saved forecast: CPZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CPZ.txt [2025-12-31T20:19:36.965318] [INFO ] [sig ] [789/3534] Completed CPZ in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:36.965358] [INFO ] [sig ] [790/3534] Forecasting CQP... [2025-12-31T20:19:36.965387] [INFO ] [sig ] Generating forecast for: CQP [2025-12-31T20:19:36.965417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-12-31T20:19:36.976548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CQP'. [2025-12-31T20:19:36.976854] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-12-31T20:19:36.977646] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-12-31T20:19:36.977698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:36.977733] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:36.977762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:36.977819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:37.034101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:37.034880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:37.034961] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:37.034994] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:37.153359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:37.153516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:37.153556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:37.153603] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:37.156956] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=70.26%) [2025-12-31T20:19:37.157226] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-12-31T20:19:37.157348] [INFO ] [sig ] CQP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:37.296645] [INFO ] [LOCAL ] Saved forecast: CQP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CQP.txt [2025-12-31T20:19:37.296784] [INFO ] [sig ] [790/3534] Completed CQP in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:37.296824] [INFO ] [sig ] [791/3534] Forecasting CRAI... [2025-12-31T20:19:37.296856] [INFO ] [sig ] Generating forecast for: CRAI [2025-12-31T20:19:37.296886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'. [2025-12-31T20:19:37.308214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRAI'. [2025-12-31T20:19:37.308530] [INFO ] [FORECASTER] Starting predict_future for CRAI [2025-12-31T20:19:37.309320] [DEBUG] [LOCAL ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt [2025-12-31T20:19:37.309371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:37.309403] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:37.309430] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:37.309487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:37.366190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:37.367024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:37.367106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:37.367141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:37.485719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:37.485875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:37.485915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:37.485944] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:37.489330] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=1.20%) [2025-12-31T20:19:37.489638] [INFO ] [FORECASTER] Completed predict_future for CRAI [2025-12-31T20:19:37.489766] [INFO ] [sig ] CRAI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:37.629779] [INFO ] [LOCAL ] Saved forecast: CRAI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRAI.txt [2025-12-31T20:19:37.629944] [INFO ] [sig ] [791/3534] Completed CRAI in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.8m [2025-12-31T20:19:37.629986] [INFO ] [sig ] [792/3534] Forecasting CRBG... [2025-12-31T20:19:37.630014] [INFO ] [sig ] Generating forecast for: CRBG [2025-12-31T20:19:37.630043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-12-31T20:19:37.641561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBG'. [2025-12-31T20:19:37.641959] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-12-31T20:19:37.642749] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-12-31T20:19:37.642805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:37.642865] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:37.642893] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:37.642950] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:37.699142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:37.700033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:37.700115] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:37.700147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:37.815193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:37.815361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:37.815401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:37.815430] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:37.818776] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=98.20%) [2025-12-31T20:19:37.819045] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-12-31T20:19:37.819165] [INFO ] [sig ] CRBG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:37.957495] [INFO ] [LOCAL ] Saved forecast: CRBG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRBG.txt [2025-12-31T20:19:37.957660] [INFO ] [sig ] [792/3534] Completed CRBG in 0.3s | 2.90 sym/s | Total: 4.5m | ETA: 15.7m [2025-12-31T20:19:37.957703] [INFO ] [sig ] [793/3534] Forecasting CRBP... [2025-12-31T20:19:37.957733] [INFO ] [sig ] Generating forecast for: CRBP [2025-12-31T20:19:37.957763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'. [2025-12-31T20:19:37.969630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRBP'. [2025-12-31T20:19:37.969909] [INFO ] [FORECASTER] Starting predict_future for CRBP [2025-12-31T20:19:37.970675] [DEBUG] [LOCAL ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt [2025-12-31T20:19:37.970728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:37.970760] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:37.970786] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:37.970843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:38.028106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:38.028830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:38.029095] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:38.029132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:38.147337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:38.147484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:38.147525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:38.147553] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:38.150906] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: DOWN (p=0.48%) [2025-12-31T20:19:38.151181] [INFO ] [FORECASTER] Completed predict_future for CRBP [2025-12-31T20:19:38.151303] [INFO ] [sig ] CRBP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:38.291344] [INFO ] [LOCAL ] Saved forecast: CRBP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRBP.txt [2025-12-31T20:19:38.291482] [INFO ] [sig ] [793/3534] Completed CRBP in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:38.291522] [INFO ] [sig ] [794/3534] Forecasting CRC... [2025-12-31T20:19:38.291550] [INFO ] [sig ] Generating forecast for: CRC [2025-12-31T20:19:38.291599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-12-31T20:19:38.302968] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRC'. [2025-12-31T20:19:38.303258] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-12-31T20:19:38.304029] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-12-31T20:19:38.304082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:38.304115] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:38.304142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:38.304199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:38.360794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:38.361518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:38.361614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:38.361649] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:38.482380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:38.482532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:38.482586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:38.482619] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:38.485926] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=83.90%) [2025-12-31T20:19:38.486201] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-12-31T20:19:38.486321] [INFO ] [sig ] CRC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:38.625242] [INFO ] [LOCAL ] Saved forecast: CRC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRC.txt [2025-12-31T20:19:38.625368] [INFO ] [sig ] [794/3534] Completed CRC in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:38.625407] [INFO ] [sig ] [795/3534] Forecasting CRDF... [2025-12-31T20:19:38.625437] [INFO ] [sig ] Generating forecast for: CRDF [2025-12-31T20:19:38.625467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'. [2025-12-31T20:19:38.636496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDF'. [2025-12-31T20:19:38.636816] [INFO ] [FORECASTER] Starting predict_future for CRDF [2025-12-31T20:19:38.637567] [DEBUG] [LOCAL ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt [2025-12-31T20:19:38.637640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:38.637671] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:38.637697] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:38.637754] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:38.694230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:38.694916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:38.694993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:38.695026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:38.810142] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:38.810289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:38.810328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:38.810389] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:38.813735] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: UP (p=64.21%) [2025-12-31T20:19:38.814011] [INFO ] [FORECASTER] Completed predict_future for CRDF [2025-12-31T20:19:38.814132] [INFO ] [sig ] CRDF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:38.952471] [INFO ] [LOCAL ] Saved forecast: CRDF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRDF.txt [2025-12-31T20:19:38.952618] [INFO ] [sig ] [795/3534] Completed CRDF in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:38.952661] [INFO ] [sig ] [796/3534] Forecasting CRDO... [2025-12-31T20:19:38.952690] [INFO ] [sig ] Generating forecast for: CRDO [2025-12-31T20:19:38.952720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'. [2025-12-31T20:19:38.964422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRDO'. [2025-12-31T20:19:38.964714] [INFO ] [FORECASTER] Starting predict_future for CRDO [2025-12-31T20:19:38.965472] [DEBUG] [LOCAL ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt [2025-12-31T20:19:38.965537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:38.965599] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:38.965631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:38.965688] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:39.023373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:39.024194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:39.024272] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:39.024304] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:39.145089] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:39.145243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:39.145284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:39.145316] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:39.148651] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=14.51%) [2025-12-31T20:19:39.148931] [INFO ] [FORECASTER] Completed predict_future for CRDO [2025-12-31T20:19:39.149054] [INFO ] [sig ] CRDO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:39.287798] [INFO ] [LOCAL ] Saved forecast: CRDO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRDO.txt [2025-12-31T20:19:39.287931] [INFO ] [sig ] [796/3534] Completed CRDO in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:39.287973] [INFO ] [sig ] [797/3534] Forecasting CRESY... [2025-12-31T20:19:39.288001] [INFO ] [sig ] Generating forecast for: CRESY [2025-12-31T20:19:39.288030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'. [2025-12-31T20:19:39.299502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRESY'. [2025-12-31T20:19:39.299803] [INFO ] [FORECASTER] Starting predict_future for CRESY [2025-12-31T20:19:39.300561] [DEBUG] [LOCAL ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt [2025-12-31T20:19:39.300634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:39.300666] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:39.300693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:39.300751] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:39.356435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:39.357198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:39.357278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:39.357310] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:39.478362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:39.478516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:39.478555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:39.478606] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:39.482057] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-12-31T20:19:39.482342] [INFO ] [FORECASTER] Completed predict_future for CRESY [2025-12-31T20:19:39.482468] [INFO ] [sig ] CRESY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:39.626590] [INFO ] [LOCAL ] Saved forecast: CRESY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRESY.txt [2025-12-31T20:19:39.626755] [INFO ] [sig ] [797/3534] Completed CRESY in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:39.626797] [INFO ] [sig ] [798/3534] Forecasting CREX... [2025-12-31T20:19:39.626829] [INFO ] [sig ] Generating forecast for: CREX [2025-12-31T20:19:39.626864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'. [2025-12-31T20:19:39.638271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CREX'. [2025-12-31T20:19:39.638678] [INFO ] [FORECASTER] Starting predict_future for CREX [2025-12-31T20:19:39.639519] [DEBUG] [LOCAL ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt [2025-12-31T20:19:39.639600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:39.639637] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:39.639665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:39.639723] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:39.698932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:39.699856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:39.699945] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:39.699979] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:39.818857] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:39.819026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:39.819067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:39.819095] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:39.822847] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: UP (p=72.43%) [2025-12-31T20:19:39.823229] [INFO ] [FORECASTER] Completed predict_future for CREX [2025-12-31T20:19:39.823376] [INFO ] [sig ] CREX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:39.975693] [INFO ] [LOCAL ] Saved forecast: CREX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CREX.txt [2025-12-31T20:19:39.975853] [INFO ] [sig ] [798/3534] Completed CREX in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:39.975896] [INFO ] [sig ] [799/3534] Forecasting CRGO... [2025-12-31T20:19:39.975925] [INFO ] [sig ] Generating forecast for: CRGO [2025-12-31T20:19:39.975956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'. [2025-12-31T20:19:39.986984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGO'. [2025-12-31T20:19:39.987254] [INFO ] [FORECASTER] Starting predict_future for CRGO [2025-12-31T20:19:39.988036] [DEBUG] [LOCAL ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt [2025-12-31T20:19:39.988099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:39.988136] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:39.988164] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:39.988221] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:40.046317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:40.047033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:40.047114] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:40.047148] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:40.166332] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:40.166490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:40.166531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:40.166562] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:40.170007] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=64.45%) [2025-12-31T20:19:40.170282] [INFO ] [FORECASTER] Completed predict_future for CRGO [2025-12-31T20:19:40.170408] [INFO ] [sig ] CRGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:40.308439] [INFO ] [LOCAL ] Saved forecast: CRGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRGO.txt [2025-12-31T20:19:40.308568] [INFO ] [sig ] [799/3534] Completed CRGO in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:40.308632] [INFO ] [sig ] [800/3534] Forecasting CRGY... [2025-12-31T20:19:40.308663] [INFO ] [sig ] Generating forecast for: CRGY [2025-12-31T20:19:40.308693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-12-31T20:19:40.319726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRGY'. [2025-12-31T20:19:40.320015] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-12-31T20:19:40.320787] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-12-31T20:19:40.320842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:40.320879] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:40.320906] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:40.320964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:40.378159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:40.378835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:40.378916] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:40.378949] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:40.495483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:40.495656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:40.495698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:40.495728] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:40.499066] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=15.96%) [2025-12-31T20:19:40.499359] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-12-31T20:19:40.499481] [INFO ] [sig ] CRGY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:40.637375] [INFO ] [LOCAL ] Saved forecast: CRGY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRGY.txt [2025-12-31T20:19:40.637510] [INFO ] [sig ] [800/3534] Completed CRGY in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:40.637554] [INFO ] [sig ] [801/3534] Forecasting CRH... [2025-12-31T20:19:40.637610] [INFO ] [sig ] Generating forecast for: CRH [2025-12-31T20:19:40.637643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-12-31T20:19:40.648870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRH'. [2025-12-31T20:19:40.649148] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-12-31T20:19:40.649963] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-12-31T20:19:40.650015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:40.650048] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:40.650076] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:40.650133] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:40.706891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:40.707534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:40.707630] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:40.707665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:40.830942] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:40.831094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:40.831134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:40.831165] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:40.834499] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=43.99%) [2025-12-31T20:19:40.834820] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-12-31T20:19:40.834946] [INFO ] [sig ] CRH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:40.978617] [INFO ] [LOCAL ] Saved forecast: CRH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRH.txt [2025-12-31T20:19:40.978776] [INFO ] [sig ] [801/3534] Completed CRH in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:40.978827] [INFO ] [sig ] [802/3534] Forecasting CRI... [2025-12-31T20:19:40.978863] [INFO ] [sig ] Generating forecast for: CRI [2025-12-31T20:19:40.978901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-12-31T20:19:40.990603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRI'. [2025-12-31T20:19:40.990993] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-12-31T20:19:40.991798] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-12-31T20:19:40.991854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:40.991886] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:40.991913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:40.991970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:41.048627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:41.049474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:41.049600] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:41.049636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:41.168263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:41.168402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:41.168441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:41.168471] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:41.171780] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=63.78%) [2025-12-31T20:19:41.172048] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-12-31T20:19:41.172168] [INFO ] [sig ] CRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:41.310907] [INFO ] [LOCAL ] Saved forecast: CRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRI.txt [2025-12-31T20:19:41.311032] [INFO ] [sig ] [802/3534] Completed CRI in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:41.311072] [INFO ] [sig ] [803/3534] Forecasting CRIS... [2025-12-31T20:19:41.311102] [INFO ] [sig ] Generating forecast for: CRIS [2025-12-31T20:19:41.311133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'. [2025-12-31T20:19:41.322708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRIS'. [2025-12-31T20:19:41.322994] [INFO ] [FORECASTER] Starting predict_future for CRIS [2025-12-31T20:19:41.323768] [DEBUG] [LOCAL ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt [2025-12-31T20:19:41.323822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:41.323855] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:41.323881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:41.323938] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:41.379865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:41.380529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:41.380627] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:41.380661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:41.498634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:41.498792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:41.498849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:41.498879] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:41.502241] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: UP (p=94.23%) [2025-12-31T20:19:41.502511] [INFO ] [FORECASTER] Completed predict_future for CRIS [2025-12-31T20:19:41.502650] [INFO ] [sig ] CRIS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:41.640865] [INFO ] [LOCAL ] Saved forecast: CRIS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRIS.txt [2025-12-31T20:19:41.640998] [INFO ] [sig ] [803/3534] Completed CRIS in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:41.641036] [INFO ] [sig ] [804/3534] Forecasting CRK... [2025-12-31T20:19:41.641066] [INFO ] [sig ] Generating forecast for: CRK [2025-12-31T20:19:41.641098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-12-31T20:19:41.652754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRK'. [2025-12-31T20:19:41.653049] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-12-31T20:19:41.653832] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-12-31T20:19:41.653884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:41.653917] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:41.653944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:41.654001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:41.710661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:41.711321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:41.711400] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:41.711431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:41.831013] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:41.831167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:41.831207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:41.831236] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:41.834719] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=50.45%) [2025-12-31T20:19:41.834995] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-12-31T20:19:41.835118] [INFO ] [sig ] CRK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:41.974605] [INFO ] [LOCAL ] Saved forecast: CRK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRK.txt [2025-12-31T20:19:41.974765] [INFO ] [sig ] [804/3534] Completed CRK in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:41.974804] [INFO ] [sig ] [805/3534] Forecasting CRL... [2025-12-31T20:19:41.974834] [INFO ] [sig ] Generating forecast for: CRL [2025-12-31T20:19:41.974865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-12-31T20:19:41.986594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRL'. [2025-12-31T20:19:41.986894] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-12-31T20:19:41.987673] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-12-31T20:19:41.987724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:41.987756] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:41.987783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:41.987840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:42.046204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:42.047174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:42.047280] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:42.047315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:42.176360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:42.176512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:42.176551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:42.176598] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:42.180000] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=3.35%) [2025-12-31T20:19:42.180283] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-12-31T20:19:42.180409] [INFO ] [sig ] CRL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:42.321659] [INFO ] [LOCAL ] Saved forecast: CRL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRL.txt [2025-12-31T20:19:42.321813] [INFO ] [sig ] [805/3534] Completed CRL in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:42.321853] [INFO ] [sig ] [806/3534] Forecasting CRM... [2025-12-31T20:19:42.321883] [INFO ] [sig ] Generating forecast for: CRM [2025-12-31T20:19:42.321913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-12-31T20:19:42.333004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRM'. [2025-12-31T20:19:42.333286] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-12-31T20:19:42.334052] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-12-31T20:19:42.334103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:42.334135] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:42.334162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:42.334219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:42.393041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:42.393863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:42.393946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:42.393981] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:42.515498] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:42.515680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:42.515723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:42.515753] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:42.519338] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=48.03%) [2025-12-31T20:19:42.519685] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-12-31T20:19:42.519822] [INFO ] [sig ] CRM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:42.665374] [INFO ] [LOCAL ] Saved forecast: CRM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRM.txt [2025-12-31T20:19:42.665536] [INFO ] [sig ] [806/3534] Completed CRM in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:42.665599] [INFO ] [sig ] [807/3534] Forecasting CRMD... [2025-12-31T20:19:42.665632] [INFO ] [sig ] Generating forecast for: CRMD [2025-12-31T20:19:42.665663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'. [2025-12-31T20:19:42.677815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRMD'. [2025-12-31T20:19:42.678205] [INFO ] [FORECASTER] Starting predict_future for CRMD [2025-12-31T20:19:42.679064] [DEBUG] [LOCAL ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt [2025-12-31T20:19:42.679121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:42.679167] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:42.679196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:42.679282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:42.738711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:42.739651] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:42.739740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:42.739774] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:42.859841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:42.860000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:42.860041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:42.860068] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:42.863433] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-12-31T20:19:42.863742] [INFO ] [FORECASTER] Completed predict_future for CRMD [2025-12-31T20:19:42.863880] [INFO ] [sig ] CRMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:43.007085] [INFO ] [LOCAL ] Saved forecast: CRMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRMD.txt [2025-12-31T20:19:43.007240] [INFO ] [sig ] [807/3534] Completed CRMD in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.7m [2025-12-31T20:19:43.007280] [INFO ] [sig ] [808/3534] Forecasting CRML... [2025-12-31T20:19:43.007311] [INFO ] [sig ] Generating forecast for: CRML [2025-12-31T20:19:43.007342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'. [2025-12-31T20:19:43.018825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRML'. [2025-12-31T20:19:43.019160] [INFO ] [FORECASTER] Starting predict_future for CRML [2025-12-31T20:19:43.019951] [DEBUG] [LOCAL ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt [2025-12-31T20:19:43.020004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:43.020038] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:43.020065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:43.020122] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:43.077837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:43.078685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:43.078766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:43.078798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:43.198406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:43.198562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:43.198623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:43.198653] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:43.202232] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=25.13%) [2025-12-31T20:19:43.202602] [INFO ] [FORECASTER] Completed predict_future for CRML [2025-12-31T20:19:43.202742] [INFO ] [sig ] CRML: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:43.344774] [INFO ] [LOCAL ] Saved forecast: CRML 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRML.txt [2025-12-31T20:19:43.344930] [INFO ] [sig ] [808/3534] Completed CRML in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.6m [2025-12-31T20:19:43.344970] [INFO ] [sig ] [809/3534] Forecasting CRNC... [2025-12-31T20:19:43.345001] [INFO ] [sig ] Generating forecast for: CRNC [2025-12-31T20:19:43.345030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'. [2025-12-31T20:19:43.356475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNC'. [2025-12-31T20:19:43.356824] [INFO ] [FORECASTER] Starting predict_future for CRNC [2025-12-31T20:19:43.357592] [DEBUG] [LOCAL ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt [2025-12-31T20:19:43.357644] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:43.357700] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:43.357727] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:43.357784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:43.416088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:43.416854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:43.416940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:43.416974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:43.539181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:43.539367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:43.539406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:43.539434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:43.542805] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: UP (p=97.56%) [2025-12-31T20:19:43.543101] [INFO ] [FORECASTER] Completed predict_future for CRNC [2025-12-31T20:19:43.543233] [INFO ] [sig ] CRNC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:43.688632] [INFO ] [LOCAL ] Saved forecast: CRNC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRNC.txt [2025-12-31T20:19:43.688789] [INFO ] [sig ] [809/3534] Completed CRNC in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.6m [2025-12-31T20:19:43.688829] [INFO ] [sig ] [810/3534] Forecasting CRNX... [2025-12-31T20:19:43.688859] [INFO ] [sig ] Generating forecast for: CRNX [2025-12-31T20:19:43.688892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'. [2025-12-31T20:19:43.700450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRNX'. [2025-12-31T20:19:43.700840] [INFO ] [FORECASTER] Starting predict_future for CRNX [2025-12-31T20:19:43.701729] [DEBUG] [LOCAL ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt [2025-12-31T20:19:43.701782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:43.701815] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:43.701842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:43.701899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:43.759851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:43.760702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:43.760786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:43.760820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:43.881655] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:43.881813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:43.881854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:43.881884] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:43.885444] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=4.24%) [2025-12-31T20:19:43.885750] [INFO ] [FORECASTER] Completed predict_future for CRNX [2025-12-31T20:19:43.885878] [INFO ] [sig ] CRNX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:44.033609] [INFO ] [LOCAL ] Saved forecast: CRNX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRNX.txt [2025-12-31T20:19:44.033768] [INFO ] [sig ] [810/3534] Completed CRNX in 0.3s | 2.90 sym/s | Total: 4.6m | ETA: 15.6m [2025-12-31T20:19:44.033810] [INFO ] [sig ] [811/3534] Forecasting CRON... [2025-12-31T20:19:44.033845] [INFO ] [sig ] Generating forecast for: CRON [2025-12-31T20:19:44.033876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'. [2025-12-31T20:19:44.046804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRON'. [2025-12-31T20:19:44.047170] [INFO ] [FORECASTER] Starting predict_future for CRON [2025-12-31T20:19:44.048138] [DEBUG] [LOCAL ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt [2025-12-31T20:19:44.048199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:44.048243] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:44.048280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:44.048360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:44.109014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:44.110003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:44.110103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:44.110149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:44.239437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:44.239650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:44.239696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:44.239725] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:44.243276] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=8.39%) [2025-12-31T20:19:44.243570] [INFO ] [FORECASTER] Completed predict_future for CRON [2025-12-31T20:19:44.243718] [INFO ] [sig ] CRON: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:44.386518] [INFO ] [LOCAL ] Saved forecast: CRON 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRON.txt [2025-12-31T20:19:44.386677] [INFO ] [sig ] [811/3534] Completed CRON in 0.4s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:44.386719] [INFO ] [sig ] [812/3534] Forecasting CROX... [2025-12-31T20:19:44.386748] [INFO ] [sig ] Generating forecast for: CROX [2025-12-31T20:19:44.386779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'. [2025-12-31T20:19:44.397837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CROX'. [2025-12-31T20:19:44.398139] [INFO ] [FORECASTER] Starting predict_future for CROX [2025-12-31T20:19:44.398945] [DEBUG] [LOCAL ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt [2025-12-31T20:19:44.398998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:44.399031] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:44.399058] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:44.399117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:44.456481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:44.457280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:44.457362] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:44.457394] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:44.573296] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:44.573449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:44.573489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:44.573550] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:44.576921] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=80.95%) [2025-12-31T20:19:44.577196] [INFO ] [FORECASTER] Completed predict_future for CROX [2025-12-31T20:19:44.577318] [INFO ] [sig ] CROX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:44.719126] [INFO ] [LOCAL ] Saved forecast: CROX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CROX.txt [2025-12-31T20:19:44.719346] [INFO ] [sig ] [812/3534] Completed CROX in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:44.719397] [INFO ] [sig ] [813/3534] Forecasting CRS... [2025-12-31T20:19:44.719428] [INFO ] [sig ] Generating forecast for: CRS [2025-12-31T20:19:44.719459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-12-31T20:19:44.731753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRS'. [2025-12-31T20:19:44.732185] [INFO ] [FORECASTER] Starting predict_future for CRS [2025-12-31T20:19:44.733045] [DEBUG] [LOCAL ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt [2025-12-31T20:19:44.733099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:44.733131] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:44.733157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:44.733215] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:44.790176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:44.791080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:44.791168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:44.791200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:44.910656] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:44.910815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:44.910859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:44.910889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:44.914433] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=19.39%) [2025-12-31T20:19:44.914733] [INFO ] [FORECASTER] Completed predict_future for CRS [2025-12-31T20:19:44.914862] [INFO ] [sig ] CRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:45.058702] [INFO ] [LOCAL ] Saved forecast: CRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRS.txt [2025-12-31T20:19:45.058856] [INFO ] [sig ] [813/3534] Completed CRS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:45.058908] [INFO ] [sig ] [814/3534] Forecasting CRSP... [2025-12-31T20:19:45.058940] [INFO ] [sig ] Generating forecast for: CRSP [2025-12-31T20:19:45.058970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'. [2025-12-31T20:19:45.070884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRSP'. [2025-12-31T20:19:45.071340] [INFO ] [FORECASTER] Starting predict_future for CRSP [2025-12-31T20:19:45.072233] [DEBUG] [LOCAL ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt [2025-12-31T20:19:45.072286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:45.072318] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:45.072344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:45.072401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:45.128297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:45.129078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:45.129166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:45.129200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:45.245788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:45.245943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:45.245984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:45.246031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:45.249447] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=55.15%) [2025-12-31T20:19:45.249749] [INFO ] [FORECASTER] Completed predict_future for CRSP [2025-12-31T20:19:45.249872] [INFO ] [sig ] CRSP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:45.388863] [INFO ] [LOCAL ] Saved forecast: CRSP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRSP.txt [2025-12-31T20:19:45.388996] [INFO ] [sig ] [814/3534] Completed CRSP in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:45.389035] [INFO ] [sig ] [815/3534] Forecasting CRTO... [2025-12-31T20:19:45.389065] [INFO ] [sig ] Generating forecast for: CRTO [2025-12-31T20:19:45.389096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'. [2025-12-31T20:19:45.400264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRTO'. [2025-12-31T20:19:45.400588] [INFO ] [FORECASTER] Starting predict_future for CRTO [2025-12-31T20:19:45.401345] [DEBUG] [LOCAL ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt [2025-12-31T20:19:45.401397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:45.401428] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:45.401455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:45.401513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:45.458307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:45.459393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:45.459477] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:45.459509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:45.594151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:45.594316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:45.594356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:45.594386] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:45.598235] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=33.00%) [2025-12-31T20:19:45.598640] [INFO ] [FORECASTER] Completed predict_future for CRTO [2025-12-31T20:19:45.598788] [INFO ] [sig ] CRTO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:45.751217] [INFO ] [LOCAL ] Saved forecast: CRTO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRTO.txt [2025-12-31T20:19:45.751391] [INFO ] [sig ] [815/3534] Completed CRTO in 0.4s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:45.751434] [INFO ] [sig ] [816/3534] Forecasting CRUS... [2025-12-31T20:19:45.751466] [INFO ] [sig ] Generating forecast for: CRUS [2025-12-31T20:19:45.751498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'. [2025-12-31T20:19:45.764806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRUS'. [2025-12-31T20:19:45.765245] [INFO ] [FORECASTER] Starting predict_future for CRUS [2025-12-31T20:19:45.766161] [DEBUG] [LOCAL ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt [2025-12-31T20:19:45.766216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:45.766251] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:45.766279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:45.766338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:45.831726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:45.832723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:45.832813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:45.832873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:45.966479] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:45.966681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:45.966733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:45.966764] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:45.971057] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=49.26%) [2025-12-31T20:19:45.971497] [INFO ] [FORECASTER] Completed predict_future for CRUS [2025-12-31T20:19:45.971714] [INFO ] [sig ] CRUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:46.131310] [INFO ] [LOCAL ] Saved forecast: CRUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRUS.txt [2025-12-31T20:19:46.131526] [INFO ] [sig ] [816/3534] Completed CRUS in 0.4s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:46.131600] [INFO ] [sig ] [817/3534] Forecasting CRVL... [2025-12-31T20:19:46.131642] [INFO ] [sig ] Generating forecast for: CRVL [2025-12-31T20:19:46.131684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'. [2025-12-31T20:19:46.145872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVL'. [2025-12-31T20:19:46.146350] [INFO ] [FORECASTER] Starting predict_future for CRVL [2025-12-31T20:19:46.147408] [DEBUG] [LOCAL ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt [2025-12-31T20:19:46.147469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:46.147507] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:46.147538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:46.147630] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:46.223114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:46.224401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:46.224527] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:46.224567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:46.372110] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:46.372316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:46.372381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:46.372425] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:46.377712] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=24.64%) [2025-12-31T20:19:46.378144] [INFO ] [FORECASTER] Completed predict_future for CRVL [2025-12-31T20:19:46.378337] [INFO ] [sig ] CRVL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:46.558301] [INFO ] [LOCAL ] Saved forecast: CRVL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRVL.txt [2025-12-31T20:19:46.558511] [INFO ] [sig ] [817/3534] Completed CRVL in 0.4s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:46.558603] [INFO ] [sig ] [818/3534] Forecasting CRVO... [2025-12-31T20:19:46.558643] [INFO ] [sig ] Generating forecast for: CRVO [2025-12-31T20:19:46.558674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'. [2025-12-31T20:19:46.571479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVO'. [2025-12-31T20:19:46.571941] [INFO ] [FORECASTER] Starting predict_future for CRVO [2025-12-31T20:19:46.572883] [DEBUG] [LOCAL ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt [2025-12-31T20:19:46.572940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:46.572973] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:46.573015] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:46.573075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:46.649909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:46.650948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:46.651054] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:46.651098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:46.775474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:46.775673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:46.775728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:46.775769] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:46.779458] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=11.03%) [2025-12-31T20:19:46.779801] [INFO ] [FORECASTER] Completed predict_future for CRVO [2025-12-31T20:19:46.779940] [INFO ] [sig ] CRVO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:46.953140] [INFO ] [LOCAL ] Saved forecast: CRVO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRVO.txt [2025-12-31T20:19:46.953304] [INFO ] [sig ] [818/3534] Completed CRVO in 0.4s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:46.953349] [INFO ] [sig ] [819/3534] Forecasting CRVS... [2025-12-31T20:19:46.953379] [INFO ] [sig ] Generating forecast for: CRVS [2025-12-31T20:19:46.953409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'. [2025-12-31T20:19:46.965496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRVS'. [2025-12-31T20:19:46.965941] [INFO ] [FORECASTER] Starting predict_future for CRVS [2025-12-31T20:19:46.966856] [DEBUG] [LOCAL ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt [2025-12-31T20:19:46.966912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:46.966947] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:46.966977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:46.967035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:47.023829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:47.024757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:47.024882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:47.024922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:47.151646] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:47.151797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:47.151838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:47.151866] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:47.155214] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=13.65%) [2025-12-31T20:19:47.155519] [INFO ] [FORECASTER] Completed predict_future for CRVS [2025-12-31T20:19:47.155668] [INFO ] [sig ] CRVS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:47.294833] [INFO ] [LOCAL ] Saved forecast: CRVS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CRVS.txt [2025-12-31T20:19:47.294961] [INFO ] [sig ] [819/3534] Completed CRVS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:47.295006] [INFO ] [sig ] [820/3534] Forecasting CRWD... [2025-12-31T20:19:47.295036] [INFO ] [sig ] Generating forecast for: CRWD [2025-12-31T20:19:47.295066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'. [2025-12-31T20:19:47.306174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWD'. [2025-12-31T20:19:47.306458] [INFO ] [FORECASTER] Starting predict_future for CRWD [2025-12-31T20:19:47.307263] [DEBUG] [LOCAL ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt [2025-12-31T20:19:47.307316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:47.307350] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:47.307376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:47.307434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:47.363894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:47.364491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:47.364566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:47.364618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:47.484201] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:47.484335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:47.484373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:47.484403] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:47.487681] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=86.44%) [2025-12-31T20:19:47.487952] [INFO ] [FORECASTER] Completed predict_future for CRWD [2025-12-31T20:19:47.488076] [INFO ] [sig ] CRWD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:47.627354] [INFO ] [LOCAL ] Saved forecast: CRWD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRWD.txt [2025-12-31T20:19:47.627468] [INFO ] [sig ] [820/3534] Completed CRWD in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:47.627507] [INFO ] [sig ] [821/3534] Forecasting CRWS... [2025-12-31T20:19:47.627536] [INFO ] [sig ] Generating forecast for: CRWS [2025-12-31T20:19:47.627565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'. [2025-12-31T20:19:47.638386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CRWS'. [2025-12-31T20:19:47.638698] [INFO ] [FORECASTER] Starting predict_future for CRWS [2025-12-31T20:19:47.639506] [DEBUG] [LOCAL ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt [2025-12-31T20:19:47.639559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:47.639645] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:47.639679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:47.639738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:47.697301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:47.698032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:47.698113] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:47.698147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:47.808692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:47.808834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:47.808871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:47.808901] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:47.812209] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=55.59%) [2025-12-31T20:19:47.812487] [INFO ] [FORECASTER] Completed predict_future for CRWS [2025-12-31T20:19:47.812628] [INFO ] [sig ] CRWS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:47.953222] [INFO ] [LOCAL ] Saved forecast: CRWS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CRWS.txt [2025-12-31T20:19:47.953337] [INFO ] [sig ] [821/3534] Completed CRWS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:47.953374] [INFO ] [sig ] [822/3534] Forecasting CSAN... [2025-12-31T20:19:47.953404] [INFO ] [sig ] Generating forecast for: CSAN [2025-12-31T20:19:47.953440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-12-31T20:19:47.965305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSAN'. [2025-12-31T20:19:47.965613] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-12-31T20:19:47.966387] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-12-31T20:19:47.966440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:47.966473] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:47.966501] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:47.966560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:48.024243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:48.024897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:48.024977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:48.025017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:48.143739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:48.143853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:48.143891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:48.143920] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:48.147116] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=95.34%) [2025-12-31T20:19:48.147386] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-12-31T20:19:48.147508] [INFO ] [sig ] CSAN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:48.289059] [INFO ] [LOCAL ] Saved forecast: CSAN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CSAN.txt [2025-12-31T20:19:48.289213] [INFO ] [sig ] [822/3534] Completed CSAN in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:48.289291] [INFO ] [sig ] [823/3534] Forecasting CSB... [2025-12-31T20:19:48.289335] [INFO ] [sig ] Generating forecast for: CSB [2025-12-31T20:19:48.289377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'. [2025-12-31T20:19:48.300495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSB'. [2025-12-31T20:19:48.300797] [INFO ] [FORECASTER] Starting predict_future for CSB [2025-12-31T20:19:48.301612] [DEBUG] [LOCAL ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt [2025-12-31T20:19:48.301665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:48.301699] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:48.301733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:48.301791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:48.359686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:48.360289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:48.360366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:48.360398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:48.469593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:48.469703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:48.469740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:48.469769] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:48.472977] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: DOWN (p=36.98%) [2025-12-31T20:19:48.473267] [INFO ] [FORECASTER] Completed predict_future for CSB [2025-12-31T20:19:48.473385] [INFO ] [sig ] CSB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:48.613283] [INFO ] [LOCAL ] Saved forecast: CSB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CSB.txt [2025-12-31T20:19:48.613397] [INFO ] [sig ] [823/3534] Completed CSB in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:48.613436] [INFO ] [sig ] [824/3534] Forecasting CSCO... [2025-12-31T20:19:48.613466] [INFO ] [sig ] Generating forecast for: CSCO [2025-12-31T20:19:48.613496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'. [2025-12-31T20:19:48.624957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSCO'. [2025-12-31T20:19:48.625244] [INFO ] [FORECASTER] Starting predict_future for CSCO [2025-12-31T20:19:48.626035] [DEBUG] [LOCAL ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt [2025-12-31T20:19:48.626090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:48.626124] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:48.626152] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:48.626211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:48.684191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:48.684816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:48.684895] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:48.684928] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:48.808877] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:48.809018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:48.809067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:48.809098] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:48.812489] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=97.17%) [2025-12-31T20:19:48.812797] [INFO ] [FORECASTER] Completed predict_future for CSCO [2025-12-31T20:19:48.812917] [INFO ] [sig ] CSCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:48.953306] [INFO ] [LOCAL ] Saved forecast: CSCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CSCO.txt [2025-12-31T20:19:48.953417] [INFO ] [sig ] [824/3534] Completed CSCO in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:48.953455] [INFO ] [sig ] [825/3534] Forecasting CSGP... [2025-12-31T20:19:48.953485] [INFO ] [sig ] Generating forecast for: CSGP [2025-12-31T20:19:48.953514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'. [2025-12-31T20:19:48.964936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGP'. [2025-12-31T20:19:48.965215] [INFO ] [FORECASTER] Starting predict_future for CSGP [2025-12-31T20:19:48.966013] [DEBUG] [LOCAL ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt [2025-12-31T20:19:48.966066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:48.966100] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:48.966129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:48.966188] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:49.024435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:49.025100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:49.025191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:49.025225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:49.145697] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:49.145798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:49.145835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:49.145865] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:49.149071] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=60.64%) [2025-12-31T20:19:49.149369] [INFO ] [FORECASTER] Completed predict_future for CSGP [2025-12-31T20:19:49.149487] [INFO ] [sig ] CSGP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:49.290039] [INFO ] [LOCAL ] Saved forecast: CSGP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CSGP.txt [2025-12-31T20:19:49.290166] [INFO ] [sig ] [825/3534] Completed CSGP in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.6m [2025-12-31T20:19:49.290211] [INFO ] [sig ] [826/3534] Forecasting CSGS... [2025-12-31T20:19:49.290241] [INFO ] [sig ] Generating forecast for: CSGS [2025-12-31T20:19:49.290271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'. [2025-12-31T20:19:49.301243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSGS'. [2025-12-31T20:19:49.301516] [INFO ] [FORECASTER] Starting predict_future for CSGS [2025-12-31T20:19:49.302290] [DEBUG] [LOCAL ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt [2025-12-31T20:19:49.302341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:49.302398] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:49.302426] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:49.302484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:49.360801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:49.361430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:49.361505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:49.361537] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:49.486326] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:49.486470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:49.486508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:49.486537] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:49.490336] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=3.54%) [2025-12-31T20:19:49.490628] [INFO ] [FORECASTER] Completed predict_future for CSGS [2025-12-31T20:19:49.490750] [INFO ] [sig ] CSGS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:49.632216] [INFO ] [LOCAL ] Saved forecast: CSGS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CSGS.txt [2025-12-31T20:19:49.632336] [INFO ] [sig ] [826/3534] Completed CSGS in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.5m [2025-12-31T20:19:49.632374] [INFO ] [sig ] [827/3534] Forecasting CSIQ... [2025-12-31T20:19:49.632404] [INFO ] [sig ] Generating forecast for: CSIQ [2025-12-31T20:19:49.632433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'. [2025-12-31T20:19:49.643875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'. [2025-12-31T20:19:49.644175] [INFO ] [FORECASTER] Starting predict_future for CSIQ [2025-12-31T20:19:49.644947] [DEBUG] [LOCAL ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt [2025-12-31T20:19:49.644998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:49.645029] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:49.645056] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:49.645114] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:49.701254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:49.701863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:49.701937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:49.701969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:49.826212] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:49.826521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:49.826559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:49.826606] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:49.829934] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=66.51%) [2025-12-31T20:19:49.830209] [INFO ] [FORECASTER] Completed predict_future for CSIQ [2025-12-31T20:19:49.830333] [INFO ] [sig ] CSIQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:49.970367] [INFO ] [LOCAL ] Saved forecast: CSIQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CSIQ.txt [2025-12-31T20:19:49.970487] [INFO ] [sig ] [827/3534] Completed CSIQ in 0.3s | 2.90 sym/s | Total: 4.7m | ETA: 15.5m [2025-12-31T20:19:49.970546] [INFO ] [sig ] [828/3534] Forecasting CSPI... [2025-12-31T20:19:49.970598] [INFO ] [sig ] Generating forecast for: CSPI [2025-12-31T20:19:49.970631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'. [2025-12-31T20:19:49.981440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSPI'. [2025-12-31T20:19:49.981728] [INFO ] [FORECASTER] Starting predict_future for CSPI [2025-12-31T20:19:49.982509] [DEBUG] [LOCAL ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt [2025-12-31T20:19:49.982560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:49.982610] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:49.982638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:49.982696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:50.039518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:50.040180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:50.040260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:50.040293] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:50.156954] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:50.157086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:50.157125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:50.157153] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:50.161343] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=39.23%) [2025-12-31T20:19:50.161877] [INFO ] [FORECASTER] Completed predict_future for CSPI [2025-12-31T20:19:50.162052] [INFO ] [sig ] CSPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:50.310295] [INFO ] [LOCAL ] Saved forecast: CSPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CSPI.txt [2025-12-31T20:19:50.310447] [INFO ] [sig ] [828/3534] Completed CSPI in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:50.310487] [INFO ] [sig ] [829/3534] Forecasting CSQ... [2025-12-31T20:19:50.310518] [INFO ] [sig ] Generating forecast for: CSQ [2025-12-31T20:19:50.310562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'. [2025-12-31T20:19:50.323239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSQ'. [2025-12-31T20:19:50.323530] [INFO ] [FORECASTER] Starting predict_future for CSQ [2025-12-31T20:19:50.324382] [DEBUG] [LOCAL ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt [2025-12-31T20:19:50.324434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:50.324466] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:50.324492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:50.324558] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:50.381882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:50.382600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:50.382686] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:50.382719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:50.502059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:50.502191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:50.502229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:50.502286] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:50.505570] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=10.89%) [2025-12-31T20:19:50.505877] [INFO ] [FORECASTER] Completed predict_future for CSQ [2025-12-31T20:19:50.506003] [INFO ] [sig ] CSQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:50.644642] [INFO ] [LOCAL ] Saved forecast: CSQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CSQ.txt [2025-12-31T20:19:50.644764] [INFO ] [sig ] [829/3534] Completed CSQ in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:50.644804] [INFO ] [sig ] [830/3534] Forecasting CSTL... [2025-12-31T20:19:50.644833] [INFO ] [sig ] Generating forecast for: CSTL [2025-12-31T20:19:50.644869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'. [2025-12-31T20:19:50.655984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTL'. [2025-12-31T20:19:50.656267] [INFO ] [FORECASTER] Starting predict_future for CSTL [2025-12-31T20:19:50.657037] [DEBUG] [LOCAL ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt [2025-12-31T20:19:50.657088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:50.657121] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:50.657148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:50.657205] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:50.714358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:50.714969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:50.715046] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:50.715081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:50.842349] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:50.842468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:50.842506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:50.842538] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:50.845801] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=86.10%) [2025-12-31T20:19:50.846073] [INFO ] [FORECASTER] Completed predict_future for CSTL [2025-12-31T20:19:50.846201] [INFO ] [sig ] CSTL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:50.989675] [INFO ] [LOCAL ] Saved forecast: CSTL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CSTL.txt [2025-12-31T20:19:50.989812] [INFO ] [sig ] [830/3534] Completed CSTL in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:50.989851] [INFO ] [sig ] [831/3534] Forecasting CSTM... [2025-12-31T20:19:50.989881] [INFO ] [sig ] Generating forecast for: CSTM [2025-12-31T20:19:50.989910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-12-31T20:19:51.001744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSTM'. [2025-12-31T20:19:51.002027] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-12-31T20:19:51.002932] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-12-31T20:19:51.002995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:51.003027] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:51.003053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:51.003113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:51.059929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:51.060656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:51.060748] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:51.060784] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:51.180839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:51.180966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:51.181005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:51.181034] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:51.184296] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=31.40%) [2025-12-31T20:19:51.184583] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-12-31T20:19:51.184706] [INFO ] [sig ] CSTM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:51.324099] [INFO ] [LOCAL ] Saved forecast: CSTM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CSTM.txt [2025-12-31T20:19:51.324220] [INFO ] [sig ] [831/3534] Completed CSTM in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:51.324261] [INFO ] [sig ] [832/3534] Forecasting CSWC... [2025-12-31T20:19:51.324291] [INFO ] [sig ] Generating forecast for: CSWC [2025-12-31T20:19:51.324323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'. [2025-12-31T20:19:51.335668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSWC'. [2025-12-31T20:19:51.335949] [INFO ] [FORECASTER] Starting predict_future for CSWC [2025-12-31T20:19:51.336748] [DEBUG] [LOCAL ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt [2025-12-31T20:19:51.336801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:51.336834] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:51.336862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:51.336921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:51.395500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:51.396129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:51.396208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:51.396241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:51.516916] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:51.517052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:51.517092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:51.517122] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:51.520524] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=40.49%) [2025-12-31T20:19:51.520838] [INFO ] [FORECASTER] Completed predict_future for CSWC [2025-12-31T20:19:51.520966] [INFO ] [sig ] CSWC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:51.666826] [INFO ] [LOCAL ] Saved forecast: CSWC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CSWC.txt [2025-12-31T20:19:51.666961] [INFO ] [sig ] [832/3534] Completed CSWC in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:51.667013] [INFO ] [sig ] [833/3534] Forecasting CSX... [2025-12-31T20:19:51.667045] [INFO ] [sig ] Generating forecast for: CSX [2025-12-31T20:19:51.667082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'. [2025-12-31T20:19:51.678432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CSX'. [2025-12-31T20:19:51.678720] [INFO ] [FORECASTER] Starting predict_future for CSX [2025-12-31T20:19:51.679548] [DEBUG] [LOCAL ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt [2025-12-31T20:19:51.679624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:51.679657] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:51.679684] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:51.679741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:51.738029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:51.738668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:51.738747] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:51.738781] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:51.867197] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:51.867366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:51.867409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:51.867437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:51.871038] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=88.30%) [2025-12-31T20:19:51.871339] [INFO ] [FORECASTER] Completed predict_future for CSX [2025-12-31T20:19:51.871466] [INFO ] [sig ] CSX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:52.013091] [INFO ] [LOCAL ] Saved forecast: CSX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CSX.txt [2025-12-31T20:19:52.013236] [INFO ] [sig ] [833/3534] Completed CSX in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:52.013277] [INFO ] [sig ] [834/3534] Forecasting CTAS... [2025-12-31T20:19:52.013306] [INFO ] [sig ] Generating forecast for: CTAS [2025-12-31T20:19:52.013348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'. [2025-12-31T20:19:52.024906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTAS'. [2025-12-31T20:19:52.025175] [INFO ] [FORECASTER] Starting predict_future for CTAS [2025-12-31T20:19:52.025970] [DEBUG] [LOCAL ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt [2025-12-31T20:19:52.026021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:52.026051] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:52.026077] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:52.026134] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:52.083487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:52.084343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:52.084431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:52.084464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:52.199473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:52.199652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:52.199706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:52.199743] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:52.203269] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=35.42%) [2025-12-31T20:19:52.203550] [INFO ] [FORECASTER] Completed predict_future for CTAS [2025-12-31T20:19:52.203698] [INFO ] [sig ] CTAS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:52.348047] [INFO ] [LOCAL ] Saved forecast: CTAS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CTAS.txt [2025-12-31T20:19:52.348195] [INFO ] [sig ] [834/3534] Completed CTAS in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:52.348246] [INFO ] [sig ] [835/3534] Forecasting CTBB... [2025-12-31T20:19:52.348277] [INFO ] [sig ] Generating forecast for: CTBB [2025-12-31T20:19:52.348307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-12-31T20:19:52.359860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBB'. [2025-12-31T20:19:52.360131] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-12-31T20:19:52.360895] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-12-31T20:19:52.360946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:52.360978] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:52.361004] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:52.361060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:52.421147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:52.422111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:52.422197] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:52.422230] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:52.537503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:52.537650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:52.537688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:52.537716] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:52.541083] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=69.08%) [2025-12-31T20:19:52.541456] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-12-31T20:19:52.541608] [INFO ] [sig ] CTBB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:52.683638] [INFO ] [LOCAL ] Saved forecast: CTBB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTBB.txt [2025-12-31T20:19:52.683761] [INFO ] [sig ] [835/3534] Completed CTBB in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:52.683800] [INFO ] [sig ] [836/3534] Forecasting CTBI... [2025-12-31T20:19:52.683829] [INFO ] [sig ] Generating forecast for: CTBI [2025-12-31T20:19:52.683859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'. [2025-12-31T20:19:52.695242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTBI'. [2025-12-31T20:19:52.695510] [INFO ] [FORECASTER] Starting predict_future for CTBI [2025-12-31T20:19:52.696294] [DEBUG] [LOCAL ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt [2025-12-31T20:19:52.696346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:52.696378] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:52.696406] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:52.696464] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:52.753466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:52.754100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:52.754215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:52.754263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:52.879367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:52.879529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:52.879614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:52.879652] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:52.883066] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=32.00%) [2025-12-31T20:19:52.883380] [INFO ] [FORECASTER] Completed predict_future for CTBI [2025-12-31T20:19:52.883500] [INFO ] [sig ] CTBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:53.025267] [INFO ] [LOCAL ] Saved forecast: CTBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CTBI.txt [2025-12-31T20:19:53.025399] [INFO ] [sig ] [836/3534] Completed CTBI in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:53.025439] [INFO ] [sig ] [837/3534] Forecasting CTDD... [2025-12-31T20:19:53.025473] [INFO ] [sig ] Generating forecast for: CTDD [2025-12-31T20:19:53.025531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-12-31T20:19:53.037965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTDD'. [2025-12-31T20:19:53.038255] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-12-31T20:19:53.039153] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-12-31T20:19:53.039207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:53.039241] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:53.039293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:53.039354] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:53.099209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:53.099917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:53.099997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:53.100031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:53.218610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:53.218771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:53.218813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:53.218844] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:53.222555] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=99.31%) [2025-12-31T20:19:53.222881] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-12-31T20:19:53.223016] [INFO ] [sig ] CTDD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:53.367535] [INFO ] [LOCAL ] Saved forecast: CTDD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTDD.txt [2025-12-31T20:19:53.367676] [INFO ] [sig ] [837/3534] Completed CTDD in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:53.367717] [INFO ] [sig ] [838/3534] Forecasting CTKB... [2025-12-31T20:19:53.367746] [INFO ] [sig ] Generating forecast for: CTKB [2025-12-31T20:19:53.367778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'. [2025-12-31T20:19:53.379714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTKB'. [2025-12-31T20:19:53.379992] [INFO ] [FORECASTER] Starting predict_future for CTKB [2025-12-31T20:19:53.380778] [DEBUG] [LOCAL ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt [2025-12-31T20:19:53.380832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:53.380866] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:53.380895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:53.380955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:53.439758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:53.440457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:53.440537] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:53.440589] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:53.560591] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:53.560717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:53.560771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:53.560803] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:53.564077] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=61.80%) [2025-12-31T20:19:53.564386] [INFO ] [FORECASTER] Completed predict_future for CTKB [2025-12-31T20:19:53.564512] [INFO ] [sig ] CTKB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:53.707870] [INFO ] [LOCAL ] Saved forecast: CTKB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTKB.txt [2025-12-31T20:19:53.707999] [INFO ] [sig ] [838/3534] Completed CTKB in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:53.708038] [INFO ] [sig ] [839/3534] Forecasting CTLP... [2025-12-31T20:19:53.708067] [INFO ] [sig ] Generating forecast for: CTLP [2025-12-31T20:19:53.708097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'. [2025-12-31T20:19:53.720021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTLP'. [2025-12-31T20:19:53.720320] [INFO ] [FORECASTER] Starting predict_future for CTLP [2025-12-31T20:19:53.721312] [DEBUG] [LOCAL ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt [2025-12-31T20:19:53.721548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:53.721601] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:53.721630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:53.721686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:53.779002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:53.779715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:53.779795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:53.779842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:53.903812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:53.903993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:53.904042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:53.904076] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:53.907835] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=58.49%) [2025-12-31T20:19:53.908119] [INFO ] [FORECASTER] Completed predict_future for CTLP [2025-12-31T20:19:53.908246] [INFO ] [sig ] CTLP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:54.047295] [INFO ] [LOCAL ] Saved forecast: CTLP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTLP.txt [2025-12-31T20:19:54.047447] [INFO ] [sig ] [839/3534] Completed CTLP in 0.3s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:54.047489] [INFO ] [sig ] [840/3534] Forecasting CTMX... [2025-12-31T20:19:54.047518] [INFO ] [sig ] Generating forecast for: CTMX [2025-12-31T20:19:54.047549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'. [2025-12-31T20:19:54.059896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTMX'. [2025-12-31T20:19:54.060274] [INFO ] [FORECASTER] Starting predict_future for CTMX [2025-12-31T20:19:54.061096] [DEBUG] [LOCAL ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt [2025-12-31T20:19:54.061150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:54.061183] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:54.061209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:54.061270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:54.118929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:54.119942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:54.120031] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:54.120070] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:54.245464] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:54.245654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:54.245696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:54.245725] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:54.249362] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=75.82%) [2025-12-31T20:19:54.249726] [INFO ] [FORECASTER] Completed predict_future for CTMX [2025-12-31T20:19:54.249870] [INFO ] [sig ] CTMX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:54.411859] [INFO ] [LOCAL ] Saved forecast: CTMX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTMX.txt [2025-12-31T20:19:54.412015] [INFO ] [sig ] [840/3534] Completed CTMX in 0.4s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:54.412060] [INFO ] [sig ] [841/3534] Forecasting CTNM... [2025-12-31T20:19:54.412104] [INFO ] [sig ] Generating forecast for: CTNM [2025-12-31T20:19:54.412153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'. [2025-12-31T20:19:54.424223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTNM'. [2025-12-31T20:19:54.424567] [INFO ] [FORECASTER] Starting predict_future for CTNM [2025-12-31T20:19:54.425457] [DEBUG] [LOCAL ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt [2025-12-31T20:19:54.425510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:54.425545] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:54.425679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:54.425759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:54.487330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:54.488174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:54.488257] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:54.488292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:54.616050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:54.616223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:54.616286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:54.616317] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:54.619862] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=94.56%) [2025-12-31T20:19:54.620148] [INFO ] [FORECASTER] Completed predict_future for CTNM [2025-12-31T20:19:54.620276] [INFO ] [sig ] CTNM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:54.772516] [INFO ] [LOCAL ] Saved forecast: CTNM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTNM.txt [2025-12-31T20:19:54.772718] [INFO ] [sig ] [841/3534] Completed CTNM in 0.4s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:54.772769] [INFO ] [sig ] [842/3534] Forecasting CTO... [2025-12-31T20:19:54.772801] [INFO ] [sig ] Generating forecast for: CTO [2025-12-31T20:19:54.772832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-12-31T20:19:54.785274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTO'. [2025-12-31T20:19:54.785694] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-12-31T20:19:54.786629] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-12-31T20:19:54.786684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:54.786733] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:54.786762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:54.786822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:54.852215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:54.853163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:54.853250] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:54.853283] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:54.986504] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:54.986676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:54.986718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:54.986749] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:54.990460] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=82.12%) [2025-12-31T20:19:54.990768] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-12-31T20:19:54.990893] [INFO ] [sig ] CTO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:55.143563] [INFO ] [LOCAL ] Saved forecast: CTO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTO.txt [2025-12-31T20:19:55.143729] [INFO ] [sig ] [842/3534] Completed CTO in 0.4s | 2.90 sym/s | Total: 4.8m | ETA: 15.5m [2025-12-31T20:19:55.143771] [INFO ] [sig ] [843/3534] Forecasting CTRA... [2025-12-31T20:19:55.143801] [INFO ] [sig ] Generating forecast for: CTRA [2025-12-31T20:19:55.143831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-12-31T20:19:55.156354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRA'. [2025-12-31T20:19:55.156715] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-12-31T20:19:55.157557] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-12-31T20:19:55.157637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:55.157701] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:55.157731] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:55.157789] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:55.224082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:55.224959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:55.225047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:55.225094] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:55.343131] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:55.343301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:55.343343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:55.343375] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:55.346996] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=67.52%) [2025-12-31T20:19:55.347326] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-12-31T20:19:55.347465] [INFO ] [sig ] CTRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:55.498509] [INFO ] [LOCAL ] Saved forecast: CTRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTRA.txt [2025-12-31T20:19:55.498697] [INFO ] [sig ] [843/3534] Completed CTRA in 0.4s | 2.90 sym/s | Total: 4.8m | ETA: 15.4m [2025-12-31T20:19:55.498741] [INFO ] [sig ] [844/3534] Forecasting CTRE... [2025-12-31T20:19:55.498774] [INFO ] [sig ] Generating forecast for: CTRE [2025-12-31T20:19:55.498806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-12-31T20:19:55.512177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRE'. [2025-12-31T20:19:55.512728] [INFO ] [FORECASTER] Starting predict_future for CTRE [2025-12-31T20:19:55.513884] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-12-31T20:19:55.513961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:55.514010] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:55.514053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:55.514139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:55.590142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:55.591352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:55.591479] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:55.591525] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:55.747180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:55.747332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:55.747374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:55.747404] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:55.750880] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=85.56%) [2025-12-31T20:19:55.751158] [INFO ] [FORECASTER] Completed predict_future for CTRE [2025-12-31T20:19:55.751308] [INFO ] [sig ] CTRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:55.891928] [INFO ] [LOCAL ] Saved forecast: CTRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTRE.txt [2025-12-31T20:19:55.892044] [INFO ] [sig ] [844/3534] Completed CTRE in 0.4s | 2.90 sym/s | Total: 4.8m | ETA: 15.4m [2025-12-31T20:19:55.892082] [INFO ] [sig ] [845/3534] Forecasting CTRM... [2025-12-31T20:19:55.892110] [INFO ] [sig ] Generating forecast for: CTRM [2025-12-31T20:19:55.892140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'. [2025-12-31T20:19:55.903547] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRM'. [2025-12-31T20:19:55.903835] [INFO ] [FORECASTER] Starting predict_future for CTRM [2025-12-31T20:19:55.904595] [DEBUG] [LOCAL ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt [2025-12-31T20:19:55.904647] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:55.904679] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:55.904706] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:55.904763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:55.962139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:55.962908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:55.962987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:55.963018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:56.076285] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:56.076437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:56.076476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:56.076504] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:56.079921] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=28.37%) [2025-12-31T20:19:56.080201] [INFO ] [FORECASTER] Completed predict_future for CTRM [2025-12-31T20:19:56.080331] [INFO ] [sig ] CTRM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:56.223503] [INFO ] [LOCAL ] Saved forecast: CTRM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CTRM.txt [2025-12-31T20:19:56.223649] [INFO ] [sig ] [845/3534] Completed CTRM in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:56.223699] [INFO ] [sig ] [846/3534] Forecasting CTRN... [2025-12-31T20:19:56.223730] [INFO ] [sig ] Generating forecast for: CTRN [2025-12-31T20:19:56.223761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'. [2025-12-31T20:19:56.235248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTRN'. [2025-12-31T20:19:56.235537] [INFO ] [FORECASTER] Starting predict_future for CTRN [2025-12-31T20:19:56.236336] [DEBUG] [LOCAL ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt [2025-12-31T20:19:56.236388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:56.236419] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:56.236445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:56.236501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:56.295017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:56.295882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:56.295961] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:56.295994] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:56.421947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:56.422104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:56.422144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:56.422224] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:56.425705] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=24.97%) [2025-12-31T20:19:56.425992] [INFO ] [FORECASTER] Completed predict_future for CTRN [2025-12-31T20:19:56.426117] [INFO ] [sig ] CTRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:56.574806] [INFO ] [LOCAL ] Saved forecast: CTRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CTRN.txt [2025-12-31T20:19:56.574963] [INFO ] [sig ] [846/3534] Completed CTRN in 0.4s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:56.575003] [INFO ] [sig ] [847/3534] Forecasting CTS... [2025-12-31T20:19:56.575033] [INFO ] [sig ] Generating forecast for: CTS [2025-12-31T20:19:56.575064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-12-31T20:19:56.586878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTS'. [2025-12-31T20:19:56.587238] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-12-31T20:19:56.588072] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-12-31T20:19:56.588128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:56.588160] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:56.588187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:56.588245] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:56.647751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:56.648817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:56.648903] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:56.648935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:56.769940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:56.770101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:56.770143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:56.770171] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:56.773668] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=2.19%) [2025-12-31T20:19:56.773977] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-12-31T20:19:56.774109] [INFO ] [sig ] CTS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:56.918382] [INFO ] [LOCAL ] Saved forecast: CTS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CTS.txt [2025-12-31T20:19:56.918536] [INFO ] [sig ] [847/3534] Completed CTS in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:56.918601] [INFO ] [sig ] [848/3534] Forecasting CTSH... [2025-12-31T20:19:56.918638] [INFO ] [sig ] Generating forecast for: CTSH [2025-12-31T20:19:56.918670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'. [2025-12-31T20:19:56.933353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTSH'. [2025-12-31T20:19:56.933754] [INFO ] [FORECASTER] Starting predict_future for CTSH [2025-12-31T20:19:56.934758] [DEBUG] [LOCAL ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt [2025-12-31T20:19:56.934810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:56.934841] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:56.934867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:56.934924] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:56.993060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:56.993985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:56.994068] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:56.994102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:57.115254] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:57.115421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:57.115468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:57.115498] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:57.118911] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=56.38%) [2025-12-31T20:19:57.119207] [INFO ] [FORECASTER] Completed predict_future for CTSH [2025-12-31T20:19:57.119363] [INFO ] [sig ] CTSH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:57.269517] [INFO ] [LOCAL ] Saved forecast: CTSH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTSH.txt [2025-12-31T20:19:57.269688] [INFO ] [sig ] [848/3534] Completed CTSH in 0.4s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:57.269730] [INFO ] [sig ] [849/3534] Forecasting CTVA... [2025-12-31T20:19:57.269761] [INFO ] [sig ] Generating forecast for: CTVA [2025-12-31T20:19:57.269792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-12-31T20:19:57.282230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CTVA'. [2025-12-31T20:19:57.282716] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-12-31T20:19:57.283551] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-12-31T20:19:57.283628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:57.283661] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:57.283686] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:57.283743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:57.344626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:57.345540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:57.345645] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:57.345680] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:57.474601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:57.474760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:57.474801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:57.474854] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:57.478452] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=96.96%) [2025-12-31T20:19:57.478746] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-12-31T20:19:57.478874] [INFO ] [sig ] CTVA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:19:57.624999] [INFO ] [LOCAL ] Saved forecast: CTVA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CTVA.txt [2025-12-31T20:19:57.625131] [INFO ] [sig ] [849/3534] Completed CTVA in 0.4s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:57.625175] [INFO ] [sig ] [850/3534] Forecasting CUBE... [2025-12-31T20:19:57.625217] [INFO ] [sig ] Generating forecast for: CUBE [2025-12-31T20:19:57.625264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-12-31T20:19:57.637418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBE'. [2025-12-31T20:19:57.637750] [INFO ] [FORECASTER] Starting predict_future for CUBE [2025-12-31T20:19:57.638570] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-12-31T20:19:57.638644] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:57.638677] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:57.638705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:57.638764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:57.702267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:57.703030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:57.703111] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:57.703144] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:57.824259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:57.824389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:57.824430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:57.824462] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:57.828048] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=12.04%) [2025-12-31T20:19:57.828335] [INFO ] [FORECASTER] Completed predict_future for CUBE [2025-12-31T20:19:57.828458] [INFO ] [sig ] CUBE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:57.970836] [INFO ] [LOCAL ] Saved forecast: CUBE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CUBE.txt [2025-12-31T20:19:57.970944] [INFO ] [sig ] [850/3534] Completed CUBE in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:57.970984] [INFO ] [sig ] [851/3534] Forecasting CUBI... [2025-12-31T20:19:57.971013] [INFO ] [sig ] Generating forecast for: CUBI [2025-12-31T20:19:57.971044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'. [2025-12-31T20:19:57.982338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUBI'. [2025-12-31T20:19:57.982613] [INFO ] [FORECASTER] Starting predict_future for CUBI [2025-12-31T20:19:57.983354] [DEBUG] [LOCAL ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt [2025-12-31T20:19:57.983406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:57.983438] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:57.983465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:57.983522] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:58.040441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:58.041064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:58.041154] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:58.041186] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:58.160674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:58.160781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:58.160816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:58.160845] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:58.164194] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=16.91%) [2025-12-31T20:19:58.164465] [INFO ] [FORECASTER] Completed predict_future for CUBI [2025-12-31T20:19:58.164601] [INFO ] [sig ] CUBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:58.303460] [INFO ] [LOCAL ] Saved forecast: CUBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CUBI.txt [2025-12-31T20:19:58.303567] [INFO ] [sig ] [851/3534] Completed CUBI in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:58.303623] [INFO ] [sig ] [852/3534] Forecasting CUK... [2025-12-31T20:19:58.303653] [INFO ] [sig ] Generating forecast for: CUK [2025-12-31T20:19:58.303684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-12-31T20:19:58.315229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUK'. [2025-12-31T20:19:58.315500] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-12-31T20:19:58.316258] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-12-31T20:19:58.316309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:58.316341] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:58.316369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:58.316425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:58.373540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:58.374150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:58.374225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:58.374257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:58.498744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:58.498880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:58.498921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:58.498950] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:58.502270] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=29.75%) [2025-12-31T20:19:58.502544] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-12-31T20:19:58.502680] [INFO ] [sig ] CUK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:58.640783] [INFO ] [LOCAL ] Saved forecast: CUK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CUK.txt [2025-12-31T20:19:58.640891] [INFO ] [sig ] [852/3534] Completed CUK in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:58.640937] [INFO ] [sig ] [853/3534] Forecasting CULP... [2025-12-31T20:19:58.640967] [INFO ] [sig ] Generating forecast for: CULP [2025-12-31T20:19:58.640995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-12-31T20:19:58.652000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CULP'. [2025-12-31T20:19:58.652295] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-12-31T20:19:58.653069] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-12-31T20:19:58.653121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:58.653152] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:58.653192] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:58.653251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:58.709518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:58.710254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:58.710369] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:58.710403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:58.813669] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:58.813814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:58.813851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:58.813880] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:58.817163] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=14.70%) [2025-12-31T20:19:58.817435] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-12-31T20:19:58.817557] [INFO ] [sig ] CULP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:58.956356] [INFO ] [LOCAL ] Saved forecast: CULP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CULP.txt [2025-12-31T20:19:58.956478] [INFO ] [sig ] [853/3534] Completed CULP in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:58.956517] [INFO ] [sig ] [854/3534] Forecasting CURI... [2025-12-31T20:19:58.956548] [INFO ] [sig ] Generating forecast for: CURI [2025-12-31T20:19:58.956595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'. [2025-12-31T20:19:58.968107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CURI'. [2025-12-31T20:19:58.968396] [INFO ] [FORECASTER] Starting predict_future for CURI [2025-12-31T20:19:58.969167] [DEBUG] [LOCAL ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt [2025-12-31T20:19:58.969219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:58.969267] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:58.969296] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:58.969359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:59.025006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:59.025613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:59.025690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:59.025722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:59.146987] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:59.147245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:59.147291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:59.147320] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:59.150825] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=37.03%) [2025-12-31T20:19:59.151101] [INFO ] [FORECASTER] Completed predict_future for CURI [2025-12-31T20:19:59.151230] [INFO ] [sig ] CURI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:59.292138] [INFO ] [LOCAL ] Saved forecast: CURI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CURI.txt [2025-12-31T20:19:59.292271] [INFO ] [sig ] [854/3534] Completed CURI in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:59.292312] [INFO ] [sig ] [855/3534] Forecasting CUZ... [2025-12-31T20:19:59.292342] [INFO ] [sig ] Generating forecast for: CUZ [2025-12-31T20:19:59.292372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-12-31T20:19:59.303668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CUZ'. [2025-12-31T20:19:59.304016] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-12-31T20:19:59.304937] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-12-31T20:19:59.304992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:59.305027] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:59.305056] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:59.305115] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:59.362612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:59.363321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:59.363403] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:59.363438] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:59.486034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:59.486186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:59.486233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:59.486268] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:59.489630] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=33.78%) [2025-12-31T20:19:59.489898] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-12-31T20:19:59.490019] [INFO ] [sig ] CUZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:59.630025] [INFO ] [LOCAL ] Saved forecast: CUZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CUZ.txt [2025-12-31T20:19:59.630145] [INFO ] [sig ] [855/3534] Completed CUZ in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:59.630183] [INFO ] [sig ] [856/3534] Forecasting CVAC... [2025-12-31T20:19:59.630213] [INFO ] [sig ] Generating forecast for: CVAC [2025-12-31T20:19:59.630242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'. [2025-12-31T20:19:59.641117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVAC'. [2025-12-31T20:19:59.641387] [INFO ] [FORECASTER] Starting predict_future for CVAC [2025-12-31T20:19:59.642155] [DEBUG] [LOCAL ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt [2025-12-31T20:19:59.642207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:59.642239] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:59.642265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:59.642321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:19:59.699128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:19:59.699825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:19:59.699906] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:19:59.699939] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:19:59.818560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:19:59.818742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:19:59.818784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:19:59.818815] [INFO ] [FORECASTER] Training complete [2025-12-31T20:19:59.822354] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=32.07%) [2025-12-31T20:19:59.822651] [INFO ] [FORECASTER] Completed predict_future for CVAC [2025-12-31T20:19:59.822778] [INFO ] [sig ] CVAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:19:59.965116] [INFO ] [LOCAL ] Saved forecast: CVAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CVAC.txt [2025-12-31T20:19:59.965315] [INFO ] [sig ] [856/3534] Completed CVAC in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:19:59.965369] [INFO ] [sig ] [857/3534] Forecasting CVBF... [2025-12-31T20:19:59.965406] [INFO ] [sig ] Generating forecast for: CVBF [2025-12-31T20:19:59.965449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'. [2025-12-31T20:19:59.978302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVBF'. [2025-12-31T20:19:59.978654] [INFO ] [FORECASTER] Starting predict_future for CVBF [2025-12-31T20:19:59.979474] [DEBUG] [LOCAL ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt [2025-12-31T20:19:59.979528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:19:59.979561] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:19:59.979620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:19:59.979682] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:00.042049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:00.042964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:00.043063] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:00.043098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:00.166148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:00.166319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:00.166369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:00.166403] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:00.169966] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=5.13%) [2025-12-31T20:20:00.170257] [INFO ] [FORECASTER] Completed predict_future for CVBF [2025-12-31T20:20:00.170409] [INFO ] [sig ] CVBF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:00.313929] [INFO ] [LOCAL ] Saved forecast: CVBF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CVBF.txt [2025-12-31T20:20:00.314085] [INFO ] [sig ] [857/3534] Completed CVBF in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:20:00.314125] [INFO ] [sig ] [858/3534] Forecasting CVCO... [2025-12-31T20:20:00.314156] [INFO ] [sig ] Generating forecast for: CVCO [2025-12-31T20:20:00.314187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'. [2025-12-31T20:20:00.325734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVCO'. [2025-12-31T20:20:00.326048] [INFO ] [FORECASTER] Starting predict_future for CVCO [2025-12-31T20:20:00.326851] [DEBUG] [LOCAL ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt [2025-12-31T20:20:00.326906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:00.326938] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:00.326966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:00.327025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:00.385502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:00.386377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:00.386459] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:00.386493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:00.505977] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:00.506132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:00.506172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:00.506200] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:00.509689] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=2.98%) [2025-12-31T20:20:00.509954] [INFO ] [FORECASTER] Completed predict_future for CVCO [2025-12-31T20:20:00.510074] [INFO ] [sig ] CVCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:00.651277] [INFO ] [LOCAL ] Saved forecast: CVCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CVCO.txt [2025-12-31T20:20:00.651428] [INFO ] [sig ] [858/3534] Completed CVCO in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:20:00.651469] [INFO ] [sig ] [859/3534] Forecasting CVE... [2025-12-31T20:20:00.651499] [INFO ] [sig ] Generating forecast for: CVE [2025-12-31T20:20:00.651529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-12-31T20:20:00.663202] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVE'. [2025-12-31T20:20:00.663498] [INFO ] [FORECASTER] Starting predict_future for CVE [2025-12-31T20:20:00.664284] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-12-31T20:20:00.664336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:00.664375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:00.664403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:00.664461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:00.723409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:00.724071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:00.724149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:00.724183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:00.851455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:00.851636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:00.851679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:00.851711] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:00.855261] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: DOWN (p=0.51%) [2025-12-31T20:20:00.855552] [INFO ] [FORECASTER] Completed predict_future for CVE [2025-12-31T20:20:00.855696] [INFO ] [sig ] CVE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:00.998070] [INFO ] [LOCAL ] Saved forecast: CVE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CVE.txt [2025-12-31T20:20:00.998208] [INFO ] [sig ] [859/3534] Completed CVE in 0.3s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:20:00.998247] [INFO ] [sig ] [860/3534] Forecasting CVEO... [2025-12-31T20:20:00.998276] [INFO ] [sig ] Generating forecast for: CVEO [2025-12-31T20:20:00.998306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-12-31T20:20:01.014438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVEO'. [2025-12-31T20:20:01.014801] [INFO ] [FORECASTER] Starting predict_future for CVEO [2025-12-31T20:20:01.015559] [DEBUG] [LOCAL ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt [2025-12-31T20:20:01.015630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:01.015685] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:01.015714] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:01.015772] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:01.090780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:01.091702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:01.091787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:01.091820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:01.208640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:01.208799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:01.208840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:01.208869] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:01.212283] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=59.30%) [2025-12-31T20:20:01.212554] [INFO ] [FORECASTER] Completed predict_future for CVEO [2025-12-31T20:20:01.212705] [INFO ] [sig ] CVEO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:01.357406] [INFO ] [LOCAL ] Saved forecast: CVEO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CVEO.txt [2025-12-31T20:20:01.357623] [INFO ] [sig ] [860/3534] Completed CVEO in 0.4s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:20:01.357675] [INFO ] [sig ] [861/3534] Forecasting CVGI... [2025-12-31T20:20:01.357711] [INFO ] [sig ] Generating forecast for: CVGI [2025-12-31T20:20:01.357747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'. [2025-12-31T20:20:01.437386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVGI'. [2025-12-31T20:20:01.437852] [INFO ] [FORECASTER] Starting predict_future for CVGI [2025-12-31T20:20:01.438818] [DEBUG] [LOCAL ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt [2025-12-31T20:20:01.438878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:01.438916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:01.438949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:01.439023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:01.501244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:01.502102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:01.502184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:01.502217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:01.645066] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:01.645252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:01.645318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:01.645353] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:01.649302] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=64.70%) [2025-12-31T20:20:01.649803] [INFO ] [FORECASTER] Completed predict_future for CVGI [2025-12-31T20:20:01.649937] [INFO ] [sig ] CVGI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:01.803269] [INFO ] [LOCAL ] Saved forecast: CVGI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CVGI.txt [2025-12-31T20:20:01.803452] [INFO ] [sig ] [861/3534] Completed CVGI in 0.4s | 2.90 sym/s | Total: 4.9m | ETA: 15.4m [2025-12-31T20:20:01.803493] [INFO ] [sig ] [862/3534] Forecasting CVI... [2025-12-31T20:20:01.803523] [INFO ] [sig ] Generating forecast for: CVI [2025-12-31T20:20:01.803554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-12-31T20:20:01.815179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVI'. [2025-12-31T20:20:01.815604] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-12-31T20:20:01.816419] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-12-31T20:20:01.816472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:01.816506] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:01.816533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:01.816609] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:01.874256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:01.875027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:01.875113] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:01.875148] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:02.002429] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:02.002609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:02.002650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:02.002679] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:02.006103] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=74.05%) [2025-12-31T20:20:02.006404] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-12-31T20:20:02.006536] [INFO ] [sig ] CVI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:02.147248] [INFO ] [LOCAL ] Saved forecast: CVI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CVI.txt [2025-12-31T20:20:02.147393] [INFO ] [sig ] [862/3534] Completed CVI in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:02.147432] [INFO ] [sig ] [863/3534] Forecasting CVKD... [2025-12-31T20:20:02.147462] [INFO ] [sig ] Generating forecast for: CVKD [2025-12-31T20:20:02.147492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'. [2025-12-31T20:20:02.159361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVKD'. [2025-12-31T20:20:02.159746] [INFO ] [FORECASTER] Starting predict_future for CVKD [2025-12-31T20:20:02.160521] [DEBUG] [LOCAL ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt [2025-12-31T20:20:02.160600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:02.160635] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:02.160663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:02.160735] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:02.216858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:02.217517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:02.217619] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:02.217654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:02.335329] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:02.335501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:02.335553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:02.335650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:02.339209] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=19.42%) [2025-12-31T20:20:02.339544] [INFO ] [FORECASTER] Completed predict_future for CVKD [2025-12-31T20:20:02.339704] [INFO ] [sig ] CVKD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:02.478836] [INFO ] [LOCAL ] Saved forecast: CVKD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CVKD.txt [2025-12-31T20:20:02.479005] [INFO ] [sig ] [863/3534] Completed CVKD in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:02.479052] [INFO ] [sig ] [864/3534] Forecasting CVNA... [2025-12-31T20:20:02.479083] [INFO ] [sig ] Generating forecast for: CVNA [2025-12-31T20:20:02.479116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-12-31T20:20:02.492128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVNA'. [2025-12-31T20:20:02.492538] [INFO ] [FORECASTER] Starting predict_future for CVNA [2025-12-31T20:20:02.493371] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-12-31T20:20:02.493425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:02.493458] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:02.493485] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:02.493559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:02.552181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:02.553159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:02.553266] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:02.553302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:02.684541] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:02.684744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:02.684787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:02.684815] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:02.688624] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=2.93%) [2025-12-31T20:20:02.688969] [INFO ] [FORECASTER] Completed predict_future for CVNA [2025-12-31T20:20:02.689113] [INFO ] [sig ] CVNA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:02.833390] [INFO ] [LOCAL ] Saved forecast: CVNA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CVNA.txt [2025-12-31T20:20:02.833773] [INFO ] [sig ] [864/3534] Completed CVNA in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:02.833817] [INFO ] [sig ] [865/3534] Forecasting CVRX... [2025-12-31T20:20:02.833851] [INFO ] [sig ] Generating forecast for: CVRX [2025-12-31T20:20:02.833881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'. [2025-12-31T20:20:02.911919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVRX'. [2025-12-31T20:20:02.912418] [INFO ] [FORECASTER] Starting predict_future for CVRX [2025-12-31T20:20:02.913478] [DEBUG] [LOCAL ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt [2025-12-31T20:20:02.913540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:02.913605] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:02.913642] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:02.913716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:02.978524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:02.979468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:02.979560] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:02.979612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:03.105636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:03.105799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:03.105838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:03.105869] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:03.109332] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=91.51%) [2025-12-31T20:20:03.109656] [INFO ] [FORECASTER] Completed predict_future for CVRX [2025-12-31T20:20:03.109788] [INFO ] [sig ] CVRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:03.254422] [INFO ] [LOCAL ] Saved forecast: CVRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CVRX.txt [2025-12-31T20:20:03.254614] [INFO ] [sig ] [865/3534] Completed CVRX in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:03.254658] [INFO ] [sig ] [866/3534] Forecasting CVS... [2025-12-31T20:20:03.254688] [INFO ] [sig ] Generating forecast for: CVS [2025-12-31T20:20:03.254719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-12-31T20:20:03.266273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVS'. [2025-12-31T20:20:03.266692] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-12-31T20:20:03.267500] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-12-31T20:20:03.267566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:03.267625] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:03.267652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:03.267713] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:03.324814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:03.325669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:03.325752] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:03.325785] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:03.447765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:03.447936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:03.447977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:03.448007] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:03.451399] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=88.33%) [2025-12-31T20:20:03.451689] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-12-31T20:20:03.451809] [INFO ] [sig ] CVS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:03.590067] [INFO ] [LOCAL ] Saved forecast: CVS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CVS.txt [2025-12-31T20:20:03.590192] [INFO ] [sig ] [866/3534] Completed CVS in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:03.590231] [INFO ] [sig ] [867/3534] Forecasting CVX... [2025-12-31T20:20:03.590261] [INFO ] [sig ] Generating forecast for: CVX [2025-12-31T20:20:03.590291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-12-31T20:20:03.601931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CVX'. [2025-12-31T20:20:03.602243] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-12-31T20:20:03.603022] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-12-31T20:20:03.603074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:03.603107] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:03.603133] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:03.603191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:03.659146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:03.659878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:03.659958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:03.659991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:03.782395] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:03.782531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:03.782584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:03.782616] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:03.785874] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=32.11%) [2025-12-31T20:20:03.786144] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-12-31T20:20:03.786267] [INFO ] [sig ] CVX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:03.925759] [INFO ] [LOCAL ] Saved forecast: CVX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CVX.txt [2025-12-31T20:20:03.925887] [INFO ] [sig ] [867/3534] Completed CVX in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:03.925927] [INFO ] [sig ] [868/3534] Forecasting CWAN... [2025-12-31T20:20:03.925956] [INFO ] [sig ] Generating forecast for: CWAN [2025-12-31T20:20:03.925987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-12-31T20:20:03.938233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWAN'. [2025-12-31T20:20:03.938656] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-12-31T20:20:03.939494] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-12-31T20:20:03.939548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:03.939598] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:03.939627] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:03.939684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:03.997562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:03.998538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:03.998648] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:03.998683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:04.122536] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:04.122732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:04.122774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:04.122804] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:04.126363] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: DOWN (p=11.07%) [2025-12-31T20:20:04.126672] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-12-31T20:20:04.126800] [INFO ] [sig ] CWAN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:04.275451] [INFO ] [LOCAL ] Saved forecast: CWAN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CWAN.txt [2025-12-31T20:20:04.275632] [INFO ] [sig ] [868/3534] Completed CWAN in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:04.275676] [INFO ] [sig ] [869/3534] Forecasting CWBC... [2025-12-31T20:20:04.275706] [INFO ] [sig ] Generating forecast for: CWBC [2025-12-31T20:20:04.275736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'. [2025-12-31T20:20:04.288059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWBC'. [2025-12-31T20:20:04.288442] [INFO ] [FORECASTER] Starting predict_future for CWBC [2025-12-31T20:20:04.289493] [DEBUG] [LOCAL ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt [2025-12-31T20:20:04.289549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:04.289601] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:04.289631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:04.289691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:04.348597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:04.349419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:04.349503] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:04.349537] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:04.482094] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:04.482276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:04.482315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:04.482345] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:04.486154] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=50.47%) [2025-12-31T20:20:04.486434] [INFO ] [FORECASTER] Completed predict_future for CWBC [2025-12-31T20:20:04.486553] [INFO ] [sig ] CWBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:04.627071] [INFO ] [LOCAL ] Saved forecast: CWBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CWBC.txt [2025-12-31T20:20:04.627197] [INFO ] [sig ] [869/3534] Completed CWBC in 0.4s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:04.627256] [INFO ] [sig ] [870/3534] Forecasting CWCO... [2025-12-31T20:20:04.627288] [INFO ] [sig ] Generating forecast for: CWCO [2025-12-31T20:20:04.627318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'. [2025-12-31T20:20:04.639514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWCO'. [2025-12-31T20:20:04.639904] [INFO ] [FORECASTER] Starting predict_future for CWCO [2025-12-31T20:20:04.640736] [DEBUG] [LOCAL ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt [2025-12-31T20:20:04.640789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:04.640822] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:04.640849] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:04.640905] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:04.697764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:04.698563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:04.698688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:04.698722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:04.821989] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:04.822145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:04.822186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:04.822216] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:04.826189] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=56.48%) [2025-12-31T20:20:04.826481] [INFO ] [FORECASTER] Completed predict_future for CWCO [2025-12-31T20:20:04.826627] [INFO ] [sig ] CWCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:04.970679] [INFO ] [LOCAL ] Saved forecast: CWCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CWCO.txt [2025-12-31T20:20:04.970831] [INFO ] [sig ] [870/3534] Completed CWCO in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:04.970873] [INFO ] [sig ] [871/3534] Forecasting CWD... [2025-12-31T20:20:04.970903] [INFO ] [sig ] Generating forecast for: CWD [2025-12-31T20:20:04.970934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'. [2025-12-31T20:20:04.982705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWD'. [2025-12-31T20:20:04.983023] [INFO ] [FORECASTER] Starting predict_future for CWD [2025-12-31T20:20:04.983844] [DEBUG] [LOCAL ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt [2025-12-31T20:20:04.983896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:04.983928] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:04.983954] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:04.984010] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:05.040861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:05.041485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:05.041563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:05.041614] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:05.149444] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:05.149618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:05.149661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:05.149692] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:05.153100] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=89.25%) [2025-12-31T20:20:05.153392] [INFO ] [FORECASTER] Completed predict_future for CWD [2025-12-31T20:20:05.153517] [INFO ] [sig ] CWD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:05.300702] [INFO ] [LOCAL ] Saved forecast: CWD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CWD.txt [2025-12-31T20:20:05.300850] [INFO ] [sig ] [871/3534] Completed CWD in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:05.300891] [INFO ] [sig ] [872/3534] Forecasting CWEN... [2025-12-31T20:20:05.300920] [INFO ] [sig ] Generating forecast for: CWEN [2025-12-31T20:20:05.300950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-12-31T20:20:05.313086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWEN'. [2025-12-31T20:20:05.313503] [INFO ] [FORECASTER] Starting predict_future for CWEN [2025-12-31T20:20:05.314310] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-12-31T20:20:05.314363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:05.314397] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:05.314425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:05.314482] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:05.371596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:05.372484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:05.372594] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:05.372629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:05.491149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:05.491306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:05.491348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:05.491377] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:05.494727] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-12-31T20:20:05.495014] [INFO ] [FORECASTER] Completed predict_future for CWEN [2025-12-31T20:20:05.495137] [INFO ] [sig ] CWEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:05.634677] [INFO ] [LOCAL ] Saved forecast: CWEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CWEN.txt [2025-12-31T20:20:05.634813] [INFO ] [sig ] [872/3534] Completed CWEN in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:05.634852] [INFO ] [sig ] [873/3534] Forecasting CWH... [2025-12-31T20:20:05.634882] [INFO ] [sig ] Generating forecast for: CWH [2025-12-31T20:20:05.634912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-12-31T20:20:05.646237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWH'. [2025-12-31T20:20:05.646563] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-12-31T20:20:05.647397] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-12-31T20:20:05.647455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:05.647490] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:05.647517] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:05.647599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:05.705746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:05.706427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:05.706510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:05.706543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:05.824453] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:05.824627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:05.824685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:05.824716] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:05.828017] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=7.22%) [2025-12-31T20:20:05.828287] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-12-31T20:20:05.828410] [INFO ] [sig ] CWH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:05.972144] [INFO ] [LOCAL ] Saved forecast: CWH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CWH.txt [2025-12-31T20:20:05.972325] [INFO ] [sig ] [873/3534] Completed CWH in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:05.972366] [INFO ] [sig ] [874/3534] Forecasting CWK... [2025-12-31T20:20:05.972401] [INFO ] [sig ] Generating forecast for: CWK [2025-12-31T20:20:05.972439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-12-31T20:20:05.984098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CWK'. [2025-12-31T20:20:05.984413] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-12-31T20:20:05.985181] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-12-31T20:20:05.985233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:05.985266] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:05.985293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:05.985350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:06.043389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:06.044201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:06.044285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:06.044318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:06.162692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:06.162845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:06.162886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:06.162915] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:06.166364] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: UP (p=71.15%) [2025-12-31T20:20:06.166669] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-12-31T20:20:06.166799] [INFO ] [sig ] CWK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:06.308063] [INFO ] [LOCAL ] Saved forecast: CWK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CWK.txt [2025-12-31T20:20:06.308194] [INFO ] [sig ] [874/3534] Completed CWK in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:06.308232] [INFO ] [sig ] [875/3534] Forecasting CXDO... [2025-12-31T20:20:06.308263] [INFO ] [sig ] Generating forecast for: CXDO [2025-12-31T20:20:06.308295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'. [2025-12-31T20:20:06.319277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXDO'. [2025-12-31T20:20:06.319649] [INFO ] [FORECASTER] Starting predict_future for CXDO [2025-12-31T20:20:06.320436] [DEBUG] [LOCAL ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt [2025-12-31T20:20:06.320490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:06.320524] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:06.320554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:06.320640] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:06.378739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:06.379489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:06.379587] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:06.379624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:06.492831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:06.492985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:06.493024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:06.493052] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:06.496381] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: UP (p=94.52%) [2025-12-31T20:20:06.496673] [INFO ] [FORECASTER] Completed predict_future for CXDO [2025-12-31T20:20:06.496797] [INFO ] [sig ] CXDO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:06.639314] [INFO ] [LOCAL ] Saved forecast: CXDO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CXDO.txt [2025-12-31T20:20:06.639503] [INFO ] [sig ] [875/3534] Completed CXDO in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:06.639545] [INFO ] [sig ] [876/3534] Forecasting CXE... [2025-12-31T20:20:06.639591] [INFO ] [sig ] Generating forecast for: CXE [2025-12-31T20:20:06.639625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-12-31T20:20:06.651330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXE'. [2025-12-31T20:20:06.651719] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-12-31T20:20:06.652591] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-12-31T20:20:06.652646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:06.652681] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:06.652709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:06.652768] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:06.711797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:06.712716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:06.712803] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:06.712835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:06.826649] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:06.826806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:06.826846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:06.826876] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:06.830222] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=96.24%) [2025-12-31T20:20:06.830498] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-12-31T20:20:06.830642] [INFO ] [sig ] CXE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:06.970644] [INFO ] [LOCAL ] Saved forecast: CXE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CXE.txt [2025-12-31T20:20:06.970805] [INFO ] [sig ] [876/3534] Completed CXE in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:06.970844] [INFO ] [sig ] [877/3534] Forecasting CXSE... [2025-12-31T20:20:06.970874] [INFO ] [sig ] Generating forecast for: CXSE [2025-12-31T20:20:06.970906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'. [2025-12-31T20:20:06.982423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CXSE'. [2025-12-31T20:20:06.982818] [INFO ] [FORECASTER] Starting predict_future for CXSE [2025-12-31T20:20:06.983640] [DEBUG] [LOCAL ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt [2025-12-31T20:20:06.983693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:06.983773] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:06.983815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:06.983896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:07.041483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:07.042401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:07.042488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:07.042522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:07.154701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:07.154857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:07.154898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:07.154928] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:07.158372] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=96.09%) [2025-12-31T20:20:07.158681] [INFO ] [FORECASTER] Completed predict_future for CXSE [2025-12-31T20:20:07.158809] [INFO ] [sig ] CXSE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:07.298827] [INFO ] [LOCAL ] Saved forecast: CXSE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CXSE.txt [2025-12-31T20:20:07.298956] [INFO ] [sig ] [877/3534] Completed CXSE in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:07.298996] [INFO ] [sig ] [878/3534] Forecasting CYD... [2025-12-31T20:20:07.299026] [INFO ] [sig ] Generating forecast for: CYD [2025-12-31T20:20:07.299056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-12-31T20:20:07.310136] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYD'. [2025-12-31T20:20:07.310434] [INFO ] [FORECASTER] Starting predict_future for CYD [2025-12-31T20:20:07.311243] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-12-31T20:20:07.311296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:07.311329] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:07.311356] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:07.311426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:07.371608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:07.372360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:07.372444] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:07.372477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:07.493609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:07.493763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:07.493803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:07.493832] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:07.497158] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=10.46%) [2025-12-31T20:20:07.497426] [INFO ] [FORECASTER] Completed predict_future for CYD [2025-12-31T20:20:07.497552] [INFO ] [sig ] CYD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:07.635852] [INFO ] [LOCAL ] Saved forecast: CYD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CYD.txt [2025-12-31T20:20:07.635996] [INFO ] [sig ] [878/3534] Completed CYD in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.3m [2025-12-31T20:20:07.636036] [INFO ] [sig ] [879/3534] Forecasting CYH... [2025-12-31T20:20:07.636066] [INFO ] [sig ] Generating forecast for: CYH [2025-12-31T20:20:07.636097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-12-31T20:20:07.647699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYH'. [2025-12-31T20:20:07.648052] [INFO ] [FORECASTER] Starting predict_future for CYH [2025-12-31T20:20:07.648865] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-12-31T20:20:07.648919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:07.648953] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:07.648981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:07.649040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:07.705610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:07.706293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:07.706371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:07.706404] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:07.827540] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:07.827724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:07.827765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:07.827793] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:07.831187] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=41.56%) [2025-12-31T20:20:07.831481] [INFO ] [FORECASTER] Completed predict_future for CYH [2025-12-31T20:20:07.831629] [INFO ] [sig ] CYH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:07.971064] [INFO ] [LOCAL ] Saved forecast: CYH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CYH.txt [2025-12-31T20:20:07.971231] [INFO ] [sig ] [879/3534] Completed CYH in 0.3s | 2.90 sym/s | Total: 5.0m | ETA: 15.2m [2025-12-31T20:20:07.971271] [INFO ] [sig ] [880/3534] Forecasting CYN... [2025-12-31T20:20:07.971301] [INFO ] [sig ] Generating forecast for: CYN [2025-12-31T20:20:07.971334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'. [2025-12-31T20:20:07.983123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYN'. [2025-12-31T20:20:07.983514] [INFO ] [FORECASTER] Starting predict_future for CYN [2025-12-31T20:20:07.984365] [DEBUG] [LOCAL ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt [2025-12-31T20:20:07.984419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:07.984452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:07.984479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:07.984537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:08.042077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:08.042984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:08.043071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:08.043104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:08.160021] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:08.160174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:08.160213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:08.160242] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:08.164979] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: UP (p=97.15%) [2025-12-31T20:20:08.165285] [INFO ] [FORECASTER] Completed predict_future for CYN [2025-12-31T20:20:08.165420] [INFO ] [sig ] CYN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:08.307678] [INFO ] [LOCAL ] Saved forecast: CYN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CYN.txt [2025-12-31T20:20:08.307829] [INFO ] [sig ] [880/3534] Completed CYN in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:08.307871] [INFO ] [sig ] [881/3534] Forecasting CYRX... [2025-12-31T20:20:08.307908] [INFO ] [sig ] Generating forecast for: CYRX [2025-12-31T20:20:08.307939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'. [2025-12-31T20:20:08.319204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYRX'. [2025-12-31T20:20:08.319512] [INFO ] [FORECASTER] Starting predict_future for CYRX [2025-12-31T20:20:08.320285] [DEBUG] [LOCAL ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt [2025-12-31T20:20:08.320337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:08.320370] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:08.320396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:08.320453] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:08.376950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:08.377537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:08.377629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:08.377828] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:08.498969] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:08.499100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:08.499137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:08.499166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:08.502427] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=19.48%) [2025-12-31T20:20:08.502713] [INFO ] [FORECASTER] Completed predict_future for CYRX [2025-12-31T20:20:08.502833] [INFO ] [sig ] CYRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:08.641788] [INFO ] [LOCAL ] Saved forecast: CYRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CYRX.txt [2025-12-31T20:20:08.641902] [INFO ] [sig ] [881/3534] Completed CYRX in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:08.641941] [INFO ] [sig ] [882/3534] Forecasting CYTK... [2025-12-31T20:20:08.641970] [INFO ] [sig ] Generating forecast for: CYTK [2025-12-31T20:20:08.642000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'. [2025-12-31T20:20:08.653986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CYTK'. [2025-12-31T20:20:08.654253] [INFO ] [FORECASTER] Starting predict_future for CYTK [2025-12-31T20:20:08.655017] [DEBUG] [LOCAL ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt [2025-12-31T20:20:08.655068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:08.655100] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:08.655126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:08.655183] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:08.711667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:08.712268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:08.712346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:08.712380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:08.831924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:08.832047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:08.832083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:08.832111] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:08.835336] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=0.43%) [2025-12-31T20:20:08.835619] [INFO ] [FORECASTER] Completed predict_future for CYTK [2025-12-31T20:20:08.835740] [INFO ] [sig ] CYTK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:08.976802] [INFO ] [LOCAL ] Saved forecast: CYTK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CYTK.txt [2025-12-31T20:20:08.976931] [INFO ] [sig ] [882/3534] Completed CYTK in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:08.976971] [INFO ] [sig ] [883/3534] Forecasting CZFS... [2025-12-31T20:20:08.977004] [INFO ] [sig ] Generating forecast for: CZFS [2025-12-31T20:20:08.977034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'. [2025-12-31T20:20:08.987383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZFS'. [2025-12-31T20:20:08.987671] [INFO ] [FORECASTER] Starting predict_future for CZFS [2025-12-31T20:20:08.988411] [DEBUG] [LOCAL ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt [2025-12-31T20:20:08.988463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:08.988499] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:08.988527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:08.988609] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:09.044962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:09.045645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:09.045723] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:09.045757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:09.141711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:09.141861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:09.141899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:09.141928] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:09.145252] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: UP (p=57.80%) [2025-12-31T20:20:09.145518] [INFO ] [FORECASTER] Completed predict_future for CZFS [2025-12-31T20:20:09.145658] [INFO ] [sig ] CZFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:09.282808] [INFO ] [LOCAL ] Saved forecast: CZFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CZFS.txt [2025-12-31T20:20:09.282949] [INFO ] [sig ] [883/3534] Completed CZFS in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:09.282989] [INFO ] [sig ] [884/3534] Forecasting CZNC... [2025-12-31T20:20:09.283018] [INFO ] [sig ] Generating forecast for: CZNC [2025-12-31T20:20:09.283048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'. [2025-12-31T20:20:09.294146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZNC'. [2025-12-31T20:20:09.294454] [INFO ] [FORECASTER] Starting predict_future for CZNC [2025-12-31T20:20:09.295427] [DEBUG] [LOCAL ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt [2025-12-31T20:20:09.295479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:09.295515] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:09.295540] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:09.295616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:09.352038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:09.352709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:09.352786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:09.352818] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:09.468258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:09.468408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:09.468446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:09.468492] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:09.471838] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=92.02%) [2025-12-31T20:20:09.472112] [INFO ] [FORECASTER] Completed predict_future for CZNC [2025-12-31T20:20:09.472237] [INFO ] [sig ] CZNC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:09.609719] [INFO ] [LOCAL ] Saved forecast: CZNC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/CZNC.txt [2025-12-31T20:20:09.609850] [INFO ] [sig ] [884/3534] Completed CZNC in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:09.609891] [INFO ] [sig ] [885/3534] Forecasting CZWI... [2025-12-31T20:20:09.609920] [INFO ] [sig ] Generating forecast for: CZWI [2025-12-31T20:20:09.609950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'. [2025-12-31T20:20:09.622221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'CZWI'. [2025-12-31T20:20:09.622525] [INFO ] [FORECASTER] Starting predict_future for CZWI [2025-12-31T20:20:09.623475] [DEBUG] [LOCAL ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt [2025-12-31T20:20:09.623527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:09.623559] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:09.623612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:09.623671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:09.680118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:09.680843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:09.680925] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:09.680959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:09.794727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:09.794870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:09.794909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:09.794938] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:09.798322] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: DOWN (p=29.92%) [2025-12-31T20:20:09.798617] [INFO ] [FORECASTER] Completed predict_future for CZWI [2025-12-31T20:20:09.798743] [INFO ] [sig ] CZWI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:09.936148] [INFO ] [LOCAL ] Saved forecast: CZWI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/CZWI.txt [2025-12-31T20:20:09.936277] [INFO ] [sig ] [885/3534] Completed CZWI in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:09.936317] [INFO ] [sig ] [886/3534] Forecasting DAIO... [2025-12-31T20:20:09.936347] [INFO ] [sig ] Generating forecast for: DAIO [2025-12-31T20:20:09.936377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'. [2025-12-31T20:20:09.947496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAIO'. [2025-12-31T20:20:09.947822] [INFO ] [FORECASTER] Starting predict_future for DAIO [2025-12-31T20:20:09.948599] [DEBUG] [LOCAL ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt [2025-12-31T20:20:09.948652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:09.948684] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:09.948710] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:09.948959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:10.005738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:10.006613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:10.006694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:10.006743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:10.116123] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:10.116279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:10.116318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:10.116347] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:10.119677] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: DOWN (p=15.00%) [2025-12-31T20:20:10.119956] [INFO ] [FORECASTER] Completed predict_future for DAIO [2025-12-31T20:20:10.120073] [INFO ] [sig ] DAIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:10.257238] [INFO ] [LOCAL ] Saved forecast: DAIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DAIO.txt [2025-12-31T20:20:10.257364] [INFO ] [sig ] [886/3534] Completed DAIO in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:10.257403] [INFO ] [sig ] [887/3534] Forecasting DAL... [2025-12-31T20:20:10.257432] [INFO ] [sig ] Generating forecast for: DAL [2025-12-31T20:20:10.257463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-12-31T20:20:10.268484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAL'. [2025-12-31T20:20:10.268803] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-12-31T20:20:10.269594] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-12-31T20:20:10.269647] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:10.269680] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:10.269707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:10.269765] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:10.325678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:10.326294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:10.326392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:10.326426] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:10.448991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:10.449126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:10.449165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:10.449193] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:10.452522] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: UP (p=92.20%) [2025-12-31T20:20:10.452807] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-12-31T20:20:10.452928] [INFO ] [sig ] DAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:10.591630] [INFO ] [LOCAL ] Saved forecast: DAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DAL.txt [2025-12-31T20:20:10.591759] [INFO ] [sig ] [887/3534] Completed DAL in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:10.591799] [INFO ] [sig ] [888/3534] Forecasting DAN... [2025-12-31T20:20:10.591829] [INFO ] [sig ] Generating forecast for: DAN [2025-12-31T20:20:10.591860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-12-31T20:20:10.603509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAN'. [2025-12-31T20:20:10.603821] [INFO ] [FORECASTER] Starting predict_future for DAN [2025-12-31T20:20:10.604648] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-12-31T20:20:10.604702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:10.604736] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:10.604763] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:10.604834] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:10.664877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:10.665638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:10.665717] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:10.665751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:10.791460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:10.791623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:10.791666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:10.791697] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:10.795401] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=38.17%) [2025-12-31T20:20:10.795721] [INFO ] [FORECASTER] Completed predict_future for DAN [2025-12-31T20:20:10.795848] [INFO ] [sig ] DAN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:10.938740] [INFO ] [LOCAL ] Saved forecast: DAN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DAN.txt [2025-12-31T20:20:10.938873] [INFO ] [sig ] [888/3534] Completed DAN in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:10.938912] [INFO ] [sig ] [889/3534] Forecasting DAO... [2025-12-31T20:20:10.938940] [INFO ] [sig ] Generating forecast for: DAO [2025-12-31T20:20:10.938970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-12-31T20:20:10.950340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAO'. [2025-12-31T20:20:10.950671] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-12-31T20:20:10.951423] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-12-31T20:20:10.951479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:10.951517] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:10.951549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:10.951651] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:11.008753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:11.009607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:11.009697] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:11.009730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:11.130093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:11.130254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:11.130296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:11.130326] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:11.133716] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=46.86%) [2025-12-31T20:20:11.133990] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-12-31T20:20:11.134116] [INFO ] [sig ] DAO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:11.272517] [INFO ] [LOCAL ] Saved forecast: DAO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DAO.txt [2025-12-31T20:20:11.272691] [INFO ] [sig ] [889/3534] Completed DAO in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:11.272733] [INFO ] [sig ] [890/3534] Forecasting DAPP... [2025-12-31T20:20:11.272765] [INFO ] [sig ] Generating forecast for: DAPP [2025-12-31T20:20:11.272796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'. [2025-12-31T20:20:11.284746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAPP'. [2025-12-31T20:20:11.285111] [INFO ] [FORECASTER] Starting predict_future for DAPP [2025-12-31T20:20:11.285920] [DEBUG] [LOCAL ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt [2025-12-31T20:20:11.285989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:11.286023] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:11.286054] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:11.286156] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:11.345562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:11.346428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:11.346513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:11.346546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:11.476502] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:11.476687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:11.476729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:11.476759] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:11.480259] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=88.94%) [2025-12-31T20:20:11.480540] [INFO ] [FORECASTER] Completed predict_future for DAPP [2025-12-31T20:20:11.480710] [INFO ] [sig ] DAPP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:11.627971] [INFO ] [LOCAL ] Saved forecast: DAPP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DAPP.txt [2025-12-31T20:20:11.628148] [INFO ] [sig ] [890/3534] Completed DAPP in 0.4s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:11.628188] [INFO ] [sig ] [891/3534] Forecasting DARE... [2025-12-31T20:20:11.628219] [INFO ] [sig ] Generating forecast for: DARE [2025-12-31T20:20:11.628251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'. [2025-12-31T20:20:11.639647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DARE'. [2025-12-31T20:20:11.639968] [INFO ] [FORECASTER] Starting predict_future for DARE [2025-12-31T20:20:11.640778] [DEBUG] [LOCAL ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt [2025-12-31T20:20:11.640830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:11.640862] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:11.640889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:11.640947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:11.700038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:11.700902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:11.700987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:11.701022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:11.819757] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:11.820119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:11.820165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:11.820209] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:11.824343] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=94.13%) [2025-12-31T20:20:11.824644] [INFO ] [FORECASTER] Completed predict_future for DARE [2025-12-31T20:20:11.824775] [INFO ] [sig ] DARE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:11.967934] [INFO ] [LOCAL ] Saved forecast: DARE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DARE.txt [2025-12-31T20:20:11.968091] [INFO ] [sig ] [891/3534] Completed DARE in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:11.968132] [INFO ] [sig ] [892/3534] Forecasting DASH... [2025-12-31T20:20:11.968161] [INFO ] [sig ] Generating forecast for: DASH [2025-12-31T20:20:11.968193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'. [2025-12-31T20:20:11.979932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DASH'. [2025-12-31T20:20:11.980268] [INFO ] [FORECASTER] Starting predict_future for DASH [2025-12-31T20:20:11.981064] [DEBUG] [LOCAL ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt [2025-12-31T20:20:11.981119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:11.981152] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:11.981181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:11.981241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:12.038170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:12.039008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:12.039089] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:12.039121] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:12.175980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:12.176139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:12.176188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:12.176218] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:12.179780] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=13.66%) [2025-12-31T20:20:12.180062] [INFO ] [FORECASTER] Completed predict_future for DASH [2025-12-31T20:20:12.180186] [INFO ] [sig ] DASH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:12.318702] [INFO ] [LOCAL ] Saved forecast: DASH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DASH.txt [2025-12-31T20:20:12.318858] [INFO ] [sig ] [892/3534] Completed DASH in 0.4s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:12.318898] [INFO ] [sig ] [893/3534] Forecasting DAVA... [2025-12-31T20:20:12.318929] [INFO ] [sig ] Generating forecast for: DAVA [2025-12-31T20:20:12.318972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-12-31T20:20:12.331338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVA'. [2025-12-31T20:20:12.331690] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-12-31T20:20:12.332450] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-12-31T20:20:12.332502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:12.332534] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:12.332561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:12.332639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:12.390167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:12.391070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:12.391153] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:12.391187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:12.519595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:12.519758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:12.519799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:12.519829] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:12.523260] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=90.12%) [2025-12-31T20:20:12.523564] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-12-31T20:20:12.523714] [INFO ] [sig ] DAVA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:12.678705] [INFO ] [LOCAL ] Saved forecast: DAVA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DAVA.txt [2025-12-31T20:20:12.678889] [INFO ] [sig ] [893/3534] Completed DAVA in 0.4s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:12.678932] [INFO ] [sig ] [894/3534] Forecasting DAVE... [2025-12-31T20:20:12.678968] [INFO ] [sig ] Generating forecast for: DAVE [2025-12-31T20:20:12.679012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'. [2025-12-31T20:20:12.692720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAVE'. [2025-12-31T20:20:12.693113] [INFO ] [FORECASTER] Starting predict_future for DAVE [2025-12-31T20:20:12.694030] [DEBUG] [LOCAL ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt [2025-12-31T20:20:12.694084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:12.694144] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:12.694174] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:12.694232] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:12.762061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:12.763050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:12.763140] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:12.763173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:12.882063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:12.882230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:12.882270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:12.882300] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:12.885823] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=32.95%) [2025-12-31T20:20:12.886099] [INFO ] [FORECASTER] Completed predict_future for DAVE [2025-12-31T20:20:12.886227] [INFO ] [sig ] DAVE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:13.033835] [INFO ] [LOCAL ] Saved forecast: DAVE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DAVE.txt [2025-12-31T20:20:13.034009] [INFO ] [sig ] [894/3534] Completed DAVE in 0.4s | 2.90 sym/s | Total: 5.1m | ETA: 15.2m [2025-12-31T20:20:13.034051] [INFO ] [sig ] [895/3534] Forecasting DAWN... [2025-12-31T20:20:13.034081] [INFO ] [sig ] Generating forecast for: DAWN [2025-12-31T20:20:13.034112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'. [2025-12-31T20:20:13.046431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DAWN'. [2025-12-31T20:20:13.046834] [INFO ] [FORECASTER] Starting predict_future for DAWN [2025-12-31T20:20:13.047713] [DEBUG] [LOCAL ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt [2025-12-31T20:20:13.047777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:13.047813] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:13.047841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:13.047901] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:13.106443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:13.107249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:13.107334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:13.107368] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:13.229198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:13.229372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:13.229412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:13.229442] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:13.232929] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=27.65%) [2025-12-31T20:20:13.233230] [INFO ] [FORECASTER] Completed predict_future for DAWN [2025-12-31T20:20:13.233360] [INFO ] [sig ] DAWN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:13.380310] [INFO ] [LOCAL ] Saved forecast: DAWN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DAWN.txt [2025-12-31T20:20:13.380520] [INFO ] [sig ] [895/3534] Completed DAWN in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.1m [2025-12-31T20:20:13.380614] [INFO ] [sig ] [896/3534] Forecasting DB... [2025-12-31T20:20:13.380667] [INFO ] [sig ] Generating forecast for: DB [2025-12-31T20:20:13.380718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-12-31T20:20:13.393209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DB'. [2025-12-31T20:20:13.393602] [INFO ] [FORECASTER] Starting predict_future for DB [2025-12-31T20:20:13.394648] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-12-31T20:20:13.394704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:13.394739] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:13.394766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:13.394826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:13.454358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:13.455311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:13.455399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:13.455432] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:13.593820] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:13.593981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:13.594022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:13.594052] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:13.597510] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=53.93%) [2025-12-31T20:20:13.597828] [INFO ] [FORECASTER] Completed predict_future for DB [2025-12-31T20:20:13.597957] [INFO ] [sig ] DB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:13.739620] [INFO ] [LOCAL ] Saved forecast: DB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DB.txt [2025-12-31T20:20:13.739778] [INFO ] [sig ] [896/3534] Completed DB in 0.4s | 2.90 sym/s | Total: 5.1m | ETA: 15.1m [2025-12-31T20:20:13.739820] [INFO ] [sig ] [897/3534] Forecasting DBI... [2025-12-31T20:20:13.739851] [INFO ] [sig ] Generating forecast for: DBI [2025-12-31T20:20:13.739882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-12-31T20:20:13.751035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBI'. [2025-12-31T20:20:13.751343] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-12-31T20:20:13.752133] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-12-31T20:20:13.752185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:13.752217] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:13.752245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:13.752301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:13.809453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:13.810331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:13.810415] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:13.810448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:13.930662] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:13.930838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:13.930879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:13.930907] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:13.934490] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=91.60%) [2025-12-31T20:20:13.934819] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-12-31T20:20:13.934955] [INFO ] [sig ] DBI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:14.078451] [INFO ] [LOCAL ] Saved forecast: DBI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DBI.txt [2025-12-31T20:20:14.078643] [INFO ] [sig ] [897/3534] Completed DBI in 0.3s | 2.90 sym/s | Total: 5.1m | ETA: 15.1m [2025-12-31T20:20:14.078686] [INFO ] [sig ] [898/3534] Forecasting DBL... [2025-12-31T20:20:14.078718] [INFO ] [sig ] Generating forecast for: DBL [2025-12-31T20:20:14.078749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-12-31T20:20:14.094228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBL'. [2025-12-31T20:20:14.094593] [INFO ] [FORECASTER] Starting predict_future for DBL [2025-12-31T20:20:14.095355] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-12-31T20:20:14.095408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:14.095439] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:14.095466] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:14.095523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:14.151867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:14.152761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:14.152851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:14.152883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:14.272768] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:14.272932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:14.272971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:14.272999] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:14.276330] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=24.12%) [2025-12-31T20:20:14.276627] [INFO ] [FORECASTER] Completed predict_future for DBL [2025-12-31T20:20:14.276750] [INFO ] [sig ] DBL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:14.419550] [INFO ] [LOCAL ] Saved forecast: DBL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DBL.txt [2025-12-31T20:20:14.419734] [INFO ] [sig ] [898/3534] Completed DBL in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:14.419964] [INFO ] [sig ] [899/3534] Forecasting DBRG... [2025-12-31T20:20:14.419994] [INFO ] [sig ] Generating forecast for: DBRG [2025-12-31T20:20:14.420024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-12-31T20:20:14.435555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBRG'. [2025-12-31T20:20:14.435914] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-12-31T20:20:14.436696] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-12-31T20:20:14.436748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:14.436780] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:14.436806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:14.436863] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:14.493818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:14.494738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:14.494822] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:14.494855] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:14.614494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:14.614665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:14.614708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:14.614736] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:14.618064] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-12-31T20:20:14.618332] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-12-31T20:20:14.618455] [INFO ] [sig ] DBRG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:14.756275] [INFO ] [LOCAL ] Saved forecast: DBRG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DBRG.txt [2025-12-31T20:20:14.756400] [INFO ] [sig ] [899/3534] Completed DBRG in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:14.756440] [INFO ] [sig ] [900/3534] Forecasting DBX... [2025-12-31T20:20:14.756468] [INFO ] [sig ] Generating forecast for: DBX [2025-12-31T20:20:14.756499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'. [2025-12-31T20:20:14.768622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DBX'. [2025-12-31T20:20:14.769068] [INFO ] [FORECASTER] Starting predict_future for DBX [2025-12-31T20:20:14.769993] [DEBUG] [LOCAL ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt [2025-12-31T20:20:14.770048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:14.770081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:14.770108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:14.770166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:14.828140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:14.829105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:14.829198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:14.829233] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:14.953056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:14.953228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:14.953272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:14.953301] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:14.956794] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=16.46%) [2025-12-31T20:20:14.957122] [INFO ] [FORECASTER] Completed predict_future for DBX [2025-12-31T20:20:14.957259] [INFO ] [sig ] DBX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:15.098899] [INFO ] [LOCAL ] Saved forecast: DBX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DBX.txt [2025-12-31T20:20:15.099056] [INFO ] [sig ] [900/3534] Completed DBX in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:15.099099] [INFO ] [sig ] [901/3534] Forecasting DCBO... [2025-12-31T20:20:15.099129] [INFO ] [sig ] Generating forecast for: DCBO [2025-12-31T20:20:15.099159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'. [2025-12-31T20:20:15.110761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCBO'. [2025-12-31T20:20:15.111050] [INFO ] [FORECASTER] Starting predict_future for DCBO [2025-12-31T20:20:15.111832] [DEBUG] [LOCAL ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt [2025-12-31T20:20:15.111884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:15.111927] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:15.111956] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:15.112013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:15.170351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:15.171233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:15.171322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:15.171356] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:15.297050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:15.297215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:15.297259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:15.297301] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:15.301023] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=45.80%) [2025-12-31T20:20:15.301308] [INFO ] [FORECASTER] Completed predict_future for DCBO [2025-12-31T20:20:15.301457] [INFO ] [sig ] DCBO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:15.444828] [INFO ] [LOCAL ] Saved forecast: DCBO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DCBO.txt [2025-12-31T20:20:15.445009] [INFO ] [sig ] [901/3534] Completed DCBO in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:15.445059] [INFO ] [sig ] [902/3534] Forecasting DCI... [2025-12-31T20:20:15.445089] [INFO ] [sig ] Generating forecast for: DCI [2025-12-31T20:20:15.445120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-12-31T20:20:15.460378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCI'. [2025-12-31T20:20:15.460893] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-12-31T20:20:15.462036] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-12-31T20:20:15.462108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:15.462157] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:15.462201] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:15.462288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:15.523503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:15.524422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:15.524511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:15.524545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:15.646331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:15.646493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:15.646533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:15.646562] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:15.650004] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=89.91%) [2025-12-31T20:20:15.650283] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-12-31T20:20:15.650411] [INFO ] [sig ] DCI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:15.790691] [INFO ] [LOCAL ] Saved forecast: DCI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DCI.txt [2025-12-31T20:20:15.790857] [INFO ] [sig ] [902/3534] Completed DCI in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:15.791094] [INFO ] [sig ] [903/3534] Forecasting DCO... [2025-12-31T20:20:15.791124] [INFO ] [sig ] Generating forecast for: DCO [2025-12-31T20:20:15.791154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-12-31T20:20:15.803673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCO'. [2025-12-31T20:20:15.804071] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-12-31T20:20:15.804873] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-12-31T20:20:15.804925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:15.804958] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:15.804984] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:15.805043] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:15.868170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:15.869019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:15.869100] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:15.869132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:15.985414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:15.985597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:15.985641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:15.985669] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:15.989021] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=60.03%) [2025-12-31T20:20:15.989347] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-12-31T20:20:15.989480] [INFO ] [sig ] DCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:16.131401] [INFO ] [LOCAL ] Saved forecast: DCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DCO.txt [2025-12-31T20:20:16.131603] [INFO ] [sig ] [903/3534] Completed DCO in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:16.131649] [INFO ] [sig ] [904/3534] Forecasting DCOM... [2025-12-31T20:20:16.131681] [INFO ] [sig ] Generating forecast for: DCOM [2025-12-31T20:20:16.131719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'. [2025-12-31T20:20:16.143627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCOM'. [2025-12-31T20:20:16.144013] [INFO ] [FORECASTER] Starting predict_future for DCOM [2025-12-31T20:20:16.144826] [DEBUG] [LOCAL ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt [2025-12-31T20:20:16.144879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:16.144912] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:16.144941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:16.145000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:16.206629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:16.207506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:16.207651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:16.207686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:16.332152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:16.332316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:16.332358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:16.332389] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:16.336093] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=76.17%) [2025-12-31T20:20:16.336453] [INFO ] [FORECASTER] Completed predict_future for DCOM [2025-12-31T20:20:16.336633] [INFO ] [sig ] DCOM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:16.483394] [INFO ] [LOCAL ] Saved forecast: DCOM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DCOM.txt [2025-12-31T20:20:16.483552] [INFO ] [sig ] [904/3534] Completed DCOM in 0.4s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:16.483616] [INFO ] [sig ] [905/3534] Forecasting DCTH... [2025-12-31T20:20:16.483655] [INFO ] [sig ] Generating forecast for: DCTH [2025-12-31T20:20:16.483688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'. [2025-12-31T20:20:16.495482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DCTH'. [2025-12-31T20:20:16.495781] [INFO ] [FORECASTER] Starting predict_future for DCTH [2025-12-31T20:20:16.496548] [DEBUG] [LOCAL ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt [2025-12-31T20:20:16.496649] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:16.496686] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:16.496713] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:16.496771] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:16.553456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:16.554400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:16.554490] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:16.554523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:16.672185] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:16.672344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:16.672385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:16.672415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:16.675830] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=93.07%) [2025-12-31T20:20:16.676101] [INFO ] [FORECASTER] Completed predict_future for DCTH [2025-12-31T20:20:16.676224] [INFO ] [sig ] DCTH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:16.819069] [INFO ] [LOCAL ] Saved forecast: DCTH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DCTH.txt [2025-12-31T20:20:16.819231] [INFO ] [sig ] [905/3534] Completed DCTH in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:16.819318] [INFO ] [sig ] [906/3534] Forecasting DD... [2025-12-31T20:20:16.819349] [INFO ] [sig ] Generating forecast for: DD [2025-12-31T20:20:16.819380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-12-31T20:20:16.831118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DD'. [2025-12-31T20:20:16.831503] [INFO ] [FORECASTER] Starting predict_future for DD [2025-12-31T20:20:16.832315] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-12-31T20:20:16.832369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:16.832402] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:16.832430] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:16.832490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:16.889475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:16.890240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:16.890323] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:16.890356] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:17.010358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:17.010520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:17.010562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:17.010613] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:17.014076] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=23.98%) [2025-12-31T20:20:17.014349] [INFO ] [FORECASTER] Completed predict_future for DD [2025-12-31T20:20:17.014476] [INFO ] [sig ] DD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:17.154160] [INFO ] [LOCAL ] Saved forecast: DD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DD.txt [2025-12-31T20:20:17.154295] [INFO ] [sig ] [906/3534] Completed DD in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:17.154335] [INFO ] [sig ] [907/3534] Forecasting DDD... [2025-12-31T20:20:17.154364] [INFO ] [sig ] Generating forecast for: DDD [2025-12-31T20:20:17.154395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'. [2025-12-31T20:20:17.166788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDD'. [2025-12-31T20:20:17.167396] [INFO ] [FORECASTER] Starting predict_future for DDD [2025-12-31T20:20:17.168194] [DEBUG] [LOCAL ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt [2025-12-31T20:20:17.168246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:17.168277] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:17.168304] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:17.168360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:17.230937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:17.231793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:17.231874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:17.231910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:17.356976] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:17.357138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:17.357179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:17.357209] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:17.361353] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=98.54%) [2025-12-31T20:20:17.361889] [INFO ] [FORECASTER] Completed predict_future for DDD [2025-12-31T20:20:17.362021] [INFO ] [sig ] DDD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:17.506601] [INFO ] [LOCAL ] Saved forecast: DDD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DDD.txt [2025-12-31T20:20:17.506769] [INFO ] [sig ] [907/3534] Completed DDD in 0.4s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:17.506811] [INFO ] [sig ] [908/3534] Forecasting DDI... [2025-12-31T20:20:17.506841] [INFO ] [sig ] Generating forecast for: DDI [2025-12-31T20:20:17.506870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'. [2025-12-31T20:20:17.518268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDI'. [2025-12-31T20:20:17.518553] [INFO ] [FORECASTER] Starting predict_future for DDI [2025-12-31T20:20:17.519363] [DEBUG] [LOCAL ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt [2025-12-31T20:20:17.519419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:17.519451] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:17.519477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:17.519535] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:17.577383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:17.578138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:17.578220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:17.578251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:17.699964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:17.700130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:17.700182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:17.700239] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:17.703822] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=35.34%) [2025-12-31T20:20:17.704138] [INFO ] [FORECASTER] Completed predict_future for DDI [2025-12-31T20:20:17.704276] [INFO ] [sig ] DDI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:17.845387] [INFO ] [LOCAL ] Saved forecast: DDI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DDI.txt [2025-12-31T20:20:17.845520] [INFO ] [sig ] [908/3534] Completed DDI in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:17.845558] [INFO ] [sig ] [909/3534] Forecasting DDL... [2025-12-31T20:20:17.845608] [INFO ] [sig ] Generating forecast for: DDL [2025-12-31T20:20:17.845640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-12-31T20:20:17.856743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDL'. [2025-12-31T20:20:17.857045] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-12-31T20:20:17.857842] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-12-31T20:20:17.857895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:17.857928] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:17.857955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:17.858013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:17.934830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:17.935952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:17.936056] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:17.936101] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:18.064621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:18.064780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:18.064820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:18.064850] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:18.068258] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=3.98%) [2025-12-31T20:20:18.068530] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-12-31T20:20:18.068680] [INFO ] [sig ] DDL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:18.207124] [INFO ] [LOCAL ] Saved forecast: DDL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DDL.txt [2025-12-31T20:20:18.207266] [INFO ] [sig ] [909/3534] Completed DDL in 0.4s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:18.207305] [INFO ] [sig ] [910/3534] Forecasting DDOG... [2025-12-31T20:20:18.207335] [INFO ] [sig ] Generating forecast for: DDOG [2025-12-31T20:20:18.207366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'. [2025-12-31T20:20:18.218953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDOG'. [2025-12-31T20:20:18.219294] [INFO ] [FORECASTER] Starting predict_future for DDOG [2025-12-31T20:20:18.220068] [DEBUG] [LOCAL ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt [2025-12-31T20:20:18.220120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:18.220153] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:18.220179] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:18.220236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:18.278211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:18.278966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:18.279045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:18.279111] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:18.399647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:18.399809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:18.399851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:18.399879] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:18.403226] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=94.02%) [2025-12-31T20:20:18.403498] [INFO ] [FORECASTER] Completed predict_future for DDOG [2025-12-31T20:20:18.403641] [INFO ] [sig ] DDOG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:18.540170] [INFO ] [LOCAL ] Saved forecast: DDOG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DDOG.txt [2025-12-31T20:20:18.540321] [INFO ] [sig ] [910/3534] Completed DDOG in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:18.540362] [INFO ] [sig ] [911/3534] Forecasting DDS... [2025-12-31T20:20:18.540393] [INFO ] [sig ] Generating forecast for: DDS [2025-12-31T20:20:18.540425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-12-31T20:20:18.551870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DDS'. [2025-12-31T20:20:18.552195] [INFO ] [FORECASTER] Starting predict_future for DDS [2025-12-31T20:20:18.553012] [DEBUG] [LOCAL ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt [2025-12-31T20:20:18.553063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:18.553119] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:18.553146] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:18.553204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:18.609061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:18.609929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:18.610009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:18.610042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:18.729783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:18.729943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:18.729985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:18.730014] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:18.733495] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=27.32%) [2025-12-31T20:20:18.733806] [INFO ] [FORECASTER] Completed predict_future for DDS [2025-12-31T20:20:18.733939] [INFO ] [sig ] DDS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:18.878920] [INFO ] [LOCAL ] Saved forecast: DDS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DDS.txt [2025-12-31T20:20:18.879079] [INFO ] [sig ] [911/3534] Completed DDS in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:18.879121] [INFO ] [sig ] [912/3534] Forecasting DE... [2025-12-31T20:20:18.879151] [INFO ] [sig ] Generating forecast for: DE [2025-12-31T20:20:18.879182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-12-31T20:20:18.890979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DE'. [2025-12-31T20:20:18.891354] [INFO ] [FORECASTER] Starting predict_future for DE [2025-12-31T20:20:18.892229] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-12-31T20:20:18.892284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:18.892317] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:18.892344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:18.892418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:18.952184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:18.953059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:18.953143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:18.953177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:19.074508] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:19.074675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:19.074719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:19.074748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:19.078279] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=97.42%) [2025-12-31T20:20:19.078565] [INFO ] [FORECASTER] Completed predict_future for DE [2025-12-31T20:20:19.078716] [INFO ] [sig ] DE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:19.217593] [INFO ] [LOCAL ] Saved forecast: DE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DE.txt [2025-12-31T20:20:19.217754] [INFO ] [sig ] [912/3534] Completed DE in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.1m [2025-12-31T20:20:19.217793] [INFO ] [sig ] [913/3534] Forecasting DEA... [2025-12-31T20:20:19.217823] [INFO ] [sig ] Generating forecast for: DEA [2025-12-31T20:20:19.217854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-12-31T20:20:19.229349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEA'. [2025-12-31T20:20:19.229731] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-12-31T20:20:19.230523] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-12-31T20:20:19.230596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:19.230637] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:19.230667] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:19.230727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:19.288915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:19.289854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:19.289940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:19.289974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:19.414084] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:19.414247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:19.414290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:19.414319] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:19.417806] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=23.74%) [2025-12-31T20:20:19.418106] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-12-31T20:20:19.418234] [INFO ] [sig ] DEA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:19.558990] [INFO ] [LOCAL ] Saved forecast: DEA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DEA.txt [2025-12-31T20:20:19.559135] [INFO ] [sig ] [913/3534] Completed DEA in 0.3s | 2.90 sym/s | Total: 5.2m | ETA: 15.0m [2025-12-31T20:20:19.559175] [INFO ] [sig ] [914/3534] Forecasting DECK... [2025-12-31T20:20:19.559206] [INFO ] [sig ] Generating forecast for: DECK [2025-12-31T20:20:19.559240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-12-31T20:20:19.574159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DECK'. [2025-12-31T20:20:19.574762] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-12-31T20:20:19.575743] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-12-31T20:20:19.575818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:19.575854] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:19.575881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:19.575942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:19.636824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:19.637973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:19.638072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:19.638107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:19.762229] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:19.762413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:19.762457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:19.762486] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:19.766465] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=33.17%) [2025-12-31T20:20:19.766808] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-12-31T20:20:19.766949] [INFO ] [sig ] DECK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:19.918532] [INFO ] [LOCAL ] Saved forecast: DECK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DECK.txt [2025-12-31T20:20:19.918745] [INFO ] [sig ] [914/3534] Completed DECK in 0.4s | 2.90 sym/s | Total: 5.2m | ETA: 15.0m [2025-12-31T20:20:19.918790] [INFO ] [sig ] [915/3534] Forecasting DEI... [2025-12-31T20:20:19.918820] [INFO ] [sig ] Generating forecast for: DEI [2025-12-31T20:20:19.918853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-12-31T20:20:19.932496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEI'. [2025-12-31T20:20:19.932997] [INFO ] [FORECASTER] Starting predict_future for DEI [2025-12-31T20:20:19.933939] [DEBUG] [LOCAL ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt [2025-12-31T20:20:19.933994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:19.934029] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:19.934058] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:19.934119] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:19.995317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:19.996396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:19.996504] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:19.996539] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:20.126697] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:20.126932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:20.126977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:20.127006] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:20.131026] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=5.90%) [2025-12-31T20:20:20.131384] [INFO ] [FORECASTER] Completed predict_future for DEI [2025-12-31T20:20:20.131525] [INFO ] [sig ] DEI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:20.281835] [INFO ] [LOCAL ] Saved forecast: DEI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DEI.txt [2025-12-31T20:20:20.282069] [INFO ] [sig ] [915/3534] Completed DEI in 0.4s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:20.282116] [INFO ] [sig ] [916/3534] Forecasting DELL... [2025-12-31T20:20:20.282152] [INFO ] [sig ] Generating forecast for: DELL [2025-12-31T20:20:20.282187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-12-31T20:20:20.296403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DELL'. [2025-12-31T20:20:20.296974] [INFO ] [FORECASTER] Starting predict_future for DELL [2025-12-31T20:20:20.297907] [DEBUG] [LOCAL ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt [2025-12-31T20:20:20.297962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:20.297995] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:20.298021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:20.298081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:20.357970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:20.359350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:20.359472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:20.359515] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:20.502770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:20.502998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:20.503049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:20.503079] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:20.507563] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=27.58%) [2025-12-31T20:20:20.508068] [INFO ] [FORECASTER] Completed predict_future for DELL [2025-12-31T20:20:20.508242] [INFO ] [sig ] DELL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:20.772229] [INFO ] [LOCAL ] Saved forecast: DELL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DELL.txt [2025-12-31T20:20:20.772444] [INFO ] [sig ] [916/3534] Completed DELL in 0.5s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:20.772490] [INFO ] [sig ] [917/3534] Forecasting DENN... [2025-12-31T20:20:20.772522] [INFO ] [sig ] Generating forecast for: DENN [2025-12-31T20:20:20.772557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'. [2025-12-31T20:20:20.786266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DENN'. [2025-12-31T20:20:20.786861] [INFO ] [FORECASTER] Starting predict_future for DENN [2025-12-31T20:20:20.787890] [DEBUG] [LOCAL ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt [2025-12-31T20:20:20.787946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:20.787981] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:20.788010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:20.788071] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:20.848870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:20.850100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:20.850218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:20.850256] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:20.974037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:20.974284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:20.974331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:20.974361] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:20.978625] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=93.09%) [2025-12-31T20:20:20.979046] [INFO ] [FORECASTER] Completed predict_future for DENN [2025-12-31T20:20:20.979201] [INFO ] [sig ] DENN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:21.129065] [INFO ] [LOCAL ] Saved forecast: DENN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DENN.txt [2025-12-31T20:20:21.129303] [INFO ] [sig ] [917/3534] Completed DENN in 0.4s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:21.129352] [INFO ] [sig ] [918/3534] Forecasting DEO... [2025-12-31T20:20:21.129382] [INFO ] [sig ] Generating forecast for: DEO [2025-12-31T20:20:21.129414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-12-31T20:20:21.143056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DEO'. [2025-12-31T20:20:21.143508] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-12-31T20:20:21.144365] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-12-31T20:20:21.144419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:21.144452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:21.144479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:21.144539] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:21.205467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:21.206708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:21.206816] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:21.206850] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:21.333311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:21.333466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:21.333506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:21.333535] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:21.337030] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=90.52%) [2025-12-31T20:20:21.337308] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-12-31T20:20:21.337436] [INFO ] [sig ] DEO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:21.478840] [INFO ] [LOCAL ] Saved forecast: DEO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DEO.txt [2025-12-31T20:20:21.479004] [INFO ] [sig ] [918/3534] Completed DEO in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:21.479053] [INFO ] [sig ] [919/3534] Forecasting DERM... [2025-12-31T20:20:21.479085] [INFO ] [sig ] Generating forecast for: DERM [2025-12-31T20:20:21.479115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'. [2025-12-31T20:20:21.490293] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DERM'. [2025-12-31T20:20:21.490654] [INFO ] [FORECASTER] Starting predict_future for DERM [2025-12-31T20:20:21.491476] [DEBUG] [LOCAL ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt [2025-12-31T20:20:21.491528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:21.491560] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:21.491603] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:21.491661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:21.548242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:21.549082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:21.549168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:21.549202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:21.668786] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:21.668957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:21.668997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:21.669025] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:21.672521] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-12-31T20:20:21.672860] [INFO ] [FORECASTER] Completed predict_future for DERM [2025-12-31T20:20:21.672994] [INFO ] [sig ] DERM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:21.810989] [INFO ] [LOCAL ] Saved forecast: DERM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DERM.txt [2025-12-31T20:20:21.811129] [INFO ] [sig ] [919/3534] Completed DERM in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:21.811168] [INFO ] [sig ] [920/3534] Forecasting DFGP... [2025-12-31T20:20:21.811197] [INFO ] [sig ] Generating forecast for: DFGP [2025-12-31T20:20:21.811227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'. [2025-12-31T20:20:21.822427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGP'. [2025-12-31T20:20:21.822761] [INFO ] [FORECASTER] Starting predict_future for DFGP [2025-12-31T20:20:21.823549] [DEBUG] [LOCAL ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt [2025-12-31T20:20:21.823625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:21.823665] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:21.823692] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:21.823750] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:21.879776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:21.880463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:21.880541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:21.880590] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:22.000560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:22.000725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:22.000765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:22.000794] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:22.004240] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-12-31T20:20:22.004517] [INFO ] [FORECASTER] Completed predict_future for DFGP [2025-12-31T20:20:22.004660] [INFO ] [sig ] DFGP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:22.142319] [INFO ] [LOCAL ] Saved forecast: DFGP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DFGP.txt [2025-12-31T20:20:22.142479] [INFO ] [sig ] [920/3534] Completed DFGP in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:22.142518] [INFO ] [sig ] [921/3534] Forecasting DFGX... [2025-12-31T20:20:22.142549] [INFO ] [sig ] Generating forecast for: DFGX [2025-12-31T20:20:22.142600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'. [2025-12-31T20:20:22.153643] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFGX'. [2025-12-31T20:20:22.153999] [INFO ] [FORECASTER] Starting predict_future for DFGX [2025-12-31T20:20:22.154779] [DEBUG] [LOCAL ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt [2025-12-31T20:20:22.154831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:22.154863] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:22.154890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:22.154947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:22.211402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:22.212293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:22.212417] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:22.212451] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:22.336008] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:22.336153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:22.336206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:22.336235] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:22.339604] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=35.56%) [2025-12-31T20:20:22.339871] [INFO ] [FORECASTER] Completed predict_future for DFGX [2025-12-31T20:20:22.339991] [INFO ] [sig ] DFGX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:22.476287] [INFO ] [LOCAL ] Saved forecast: DFGX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DFGX.txt [2025-12-31T20:20:22.476409] [INFO ] [sig ] [921/3534] Completed DFGX in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:22.476448] [INFO ] [sig ] [922/3534] Forecasting DFH... [2025-12-31T20:20:22.476477] [INFO ] [sig ] Generating forecast for: DFH [2025-12-31T20:20:22.476507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-12-31T20:20:22.488081] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFH'. [2025-12-31T20:20:22.488394] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-12-31T20:20:22.489198] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-12-31T20:20:22.489275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:22.489311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:22.489338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:22.489398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:22.545552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:22.546193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:22.546268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:22.546301] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:22.667993] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:22.668317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:22.668355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:22.668384] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:22.672228] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=91.58%) [2025-12-31T20:20:22.672508] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-12-31T20:20:22.672650] [INFO ] [sig ] DFH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:22.810228] [INFO ] [LOCAL ] Saved forecast: DFH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DFH.txt [2025-12-31T20:20:22.810354] [INFO ] [sig ] [922/3534] Completed DFH in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:22.810393] [INFO ] [sig ] [923/3534] Forecasting DFIN... [2025-12-31T20:20:22.810423] [INFO ] [sig ] Generating forecast for: DFIN [2025-12-31T20:20:22.810452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-12-31T20:20:22.821514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFIN'. [2025-12-31T20:20:22.821851] [INFO ] [FORECASTER] Starting predict_future for DFIN [2025-12-31T20:20:22.822656] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-12-31T20:20:22.822709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:22.822741] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:22.822769] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:22.822828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:22.882880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:22.883591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:22.883672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:22.883709] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:22.997634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:22.997776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:22.997815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:22.997843] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:23.001236] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=14.80%) [2025-12-31T20:20:23.001517] [INFO ] [FORECASTER] Completed predict_future for DFIN [2025-12-31T20:20:23.001661] [INFO ] [sig ] DFIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:23.140798] [INFO ] [LOCAL ] Saved forecast: DFIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DFIN.txt [2025-12-31T20:20:23.140920] [INFO ] [sig ] [923/3534] Completed DFIN in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:23.140958] [INFO ] [sig ] [924/3534] Forecasting DFP... [2025-12-31T20:20:23.140987] [INFO ] [sig ] Generating forecast for: DFP [2025-12-31T20:20:23.141017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-12-31T20:20:23.152537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DFP'. [2025-12-31T20:20:23.152851] [INFO ] [FORECASTER] Starting predict_future for DFP [2025-12-31T20:20:23.153646] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-12-31T20:20:23.153699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:23.153733] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:23.153760] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:23.153824] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:23.211978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:23.212633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:23.212714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:23.212746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:23.332776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:23.332940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:23.332980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:23.333009] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:23.336478] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-12-31T20:20:23.336778] [INFO ] [FORECASTER] Completed predict_future for DFP [2025-12-31T20:20:23.336912] [INFO ] [sig ] DFP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:23.482462] [INFO ] [LOCAL ] Saved forecast: DFP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DFP.txt [2025-12-31T20:20:23.482639] [INFO ] [sig ] [924/3534] Completed DFP in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:23.482685] [INFO ] [sig ] [925/3534] Forecasting DG... [2025-12-31T20:20:23.482715] [INFO ] [sig ] Generating forecast for: DG [2025-12-31T20:20:23.482746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-12-31T20:20:23.498965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DG'. [2025-12-31T20:20:23.499456] [INFO ] [FORECASTER] Starting predict_future for DG [2025-12-31T20:20:23.500367] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-12-31T20:20:23.500421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:23.500467] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:23.500497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:23.500555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:23.557772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:23.558597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:23.558680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:23.558713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:23.681846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:23.682004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:23.682045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:23.682075] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:23.685603] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=18.71%) [2025-12-31T20:20:23.685891] [INFO ] [FORECASTER] Completed predict_future for DG [2025-12-31T20:20:23.686020] [INFO ] [sig ] DG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:23.828496] [INFO ] [LOCAL ] Saved forecast: DG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DG.txt [2025-12-31T20:20:23.828670] [INFO ] [sig ] [925/3534] Completed DG in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:23.828713] [INFO ] [sig ] [926/3534] Forecasting DGCB... [2025-12-31T20:20:23.828742] [INFO ] [sig ] Generating forecast for: DGCB [2025-12-31T20:20:23.828772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'. [2025-12-31T20:20:23.840189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGCB'. [2025-12-31T20:20:23.840524] [INFO ] [FORECASTER] Starting predict_future for DGCB [2025-12-31T20:20:23.841304] [DEBUG] [LOCAL ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt [2025-12-31T20:20:23.841356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:23.841387] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:23.841413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:23.841470] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:23.897799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:23.898673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:23.898757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:23.898792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:24.031765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:24.031924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:24.031967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:24.031996] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:24.035464] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=74.28%) [2025-12-31T20:20:24.035777] [INFO ] [FORECASTER] Completed predict_future for DGCB [2025-12-31T20:20:24.035910] [INFO ] [sig ] DGCB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:24.175816] [INFO ] [LOCAL ] Saved forecast: DGCB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DGCB.txt [2025-12-31T20:20:24.175978] [INFO ] [sig ] [926/3534] Completed DGCB in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:24.176019] [INFO ] [sig ] [927/3534] Forecasting DGICA... [2025-12-31T20:20:24.176048] [INFO ] [sig ] Generating forecast for: DGICA [2025-12-31T20:20:24.176264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'. [2025-12-31T20:20:24.188854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGICA'. [2025-12-31T20:20:24.189147] [INFO ] [FORECASTER] Starting predict_future for DGICA [2025-12-31T20:20:24.189967] [DEBUG] [LOCAL ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt [2025-12-31T20:20:24.190018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:24.190050] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:24.190076] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:24.190132] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:24.246622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:24.247408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:24.247488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:24.247520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:24.371407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:24.371618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:24.371672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:24.371703] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:24.375284] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=3.95%) [2025-12-31T20:20:24.375599] [INFO ] [FORECASTER] Completed predict_future for DGICA [2025-12-31T20:20:24.375737] [INFO ] [sig ] DGICA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:24.515147] [INFO ] [LOCAL ] Saved forecast: DGICA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DGICA.txt [2025-12-31T20:20:24.515303] [INFO ] [sig ] [927/3534] Completed DGICA in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:24.515344] [INFO ] [sig ] [928/3534] Forecasting DGII... [2025-12-31T20:20:24.515373] [INFO ] [sig ] Generating forecast for: DGII [2025-12-31T20:20:24.515429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'. [2025-12-31T20:20:24.526832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGII'. [2025-12-31T20:20:24.527153] [INFO ] [FORECASTER] Starting predict_future for DGII [2025-12-31T20:20:24.527932] [DEBUG] [LOCAL ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt [2025-12-31T20:20:24.527984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:24.528041] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:24.528069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:24.528127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:24.583889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:24.584541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:24.584636] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:24.584670] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:24.706939] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:24.707101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:24.707142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:24.707171] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:24.710531] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=35.00%) [2025-12-31T20:20:24.710822] [INFO ] [FORECASTER] Completed predict_future for DGII [2025-12-31T20:20:24.710945] [INFO ] [sig ] DGII: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:24.849229] [INFO ] [LOCAL ] Saved forecast: DGII 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DGII.txt [2025-12-31T20:20:24.849401] [INFO ] [sig ] [928/3534] Completed DGII in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:24.849450] [INFO ] [sig ] [929/3534] Forecasting DGRE... [2025-12-31T20:20:24.849481] [INFO ] [sig ] Generating forecast for: DGRE [2025-12-31T20:20:24.849510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'. [2025-12-31T20:20:24.860235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRE'. [2025-12-31T20:20:24.860516] [INFO ] [FORECASTER] Starting predict_future for DGRE [2025-12-31T20:20:24.861412] [DEBUG] [LOCAL ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt [2025-12-31T20:20:24.861464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:24.861496] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:24.861523] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:24.861597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:24.917239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:24.917909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:24.917985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:24.918017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:25.023145] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:25.023283] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:20:25.023322] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:25.023350] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:25.026611] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=70.90%) [2025-12-31T20:20:25.026897] [INFO ] [FORECASTER] Completed predict_future for DGRE [2025-12-31T20:20:25.027018] [INFO ] [sig ] DGRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:25.170845] [INFO ] [LOCAL ] Saved forecast: DGRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DGRE.txt [2025-12-31T20:20:25.170976] [INFO ] [sig ] [929/3534] Completed DGRE in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:25.171021] [INFO ] [sig ] [930/3534] Forecasting DGRS... [2025-12-31T20:20:25.171052] [INFO ] [sig ] Generating forecast for: DGRS [2025-12-31T20:20:25.171081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'. [2025-12-31T20:20:25.182709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGRS'. [2025-12-31T20:20:25.182978] [INFO ] [FORECASTER] Starting predict_future for DGRS [2025-12-31T20:20:25.183774] [DEBUG] [LOCAL ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt [2025-12-31T20:20:25.183826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:25.183859] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:25.183886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:25.183953] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:25.240511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:25.241151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:25.241228] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:25.241271] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:25.356484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:25.356648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:25.356688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:25.356716] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:25.360021] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: UP (p=73.33%) [2025-12-31T20:20:25.360290] [INFO ] [FORECASTER] Completed predict_future for DGRS [2025-12-31T20:20:25.360408] [INFO ] [sig ] DGRS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:25.497671] [INFO ] [LOCAL ] Saved forecast: DGRS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DGRS.txt [2025-12-31T20:20:25.497792] [INFO ] [sig ] [930/3534] Completed DGRS in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 15.0m [2025-12-31T20:20:25.497831] [INFO ] [sig ] [931/3534] Forecasting DGX... [2025-12-31T20:20:25.497859] [INFO ] [sig ] Generating forecast for: DGX [2025-12-31T20:20:25.497889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-12-31T20:20:25.509818] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DGX'. [2025-12-31T20:20:25.510095] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-12-31T20:20:25.510882] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-12-31T20:20:25.510934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:25.510966] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:25.510993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:25.511050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:25.567638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:25.568229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:25.568305] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:25.568338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:25.687103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:25.687264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:25.687304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:25.687367] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:25.690727] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=96.48%) [2025-12-31T20:20:25.690994] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-12-31T20:20:25.691113] [INFO ] [sig ] DGX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:25.832863] [INFO ] [LOCAL ] Saved forecast: DGX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DGX.txt [2025-12-31T20:20:25.833214] [INFO ] [sig ] [931/3534] Completed DGX in 0.3s | 2.90 sym/s | Total: 5.3m | ETA: 14.9m [2025-12-31T20:20:25.833256] [INFO ] [sig ] [932/3534] Forecasting DH... [2025-12-31T20:20:25.833286] [INFO ] [sig ] Generating forecast for: DH [2025-12-31T20:20:25.833317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'. [2025-12-31T20:20:25.845538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DH'. [2025-12-31T20:20:25.845877] [INFO ] [FORECASTER] Starting predict_future for DH [2025-12-31T20:20:25.846672] [DEBUG] [LOCAL ] No optimal features file found for DH: ./output/feature-sets/DH.txt [2025-12-31T20:20:25.846724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:25.846755] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:25.846781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:25.846838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:25.907745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:25.909008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:25.909117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:25.909152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:26.035313] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:26.035478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:26.035519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:26.035565] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:26.039003] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=67.04%) [2025-12-31T20:20:26.039324] [INFO ] [FORECASTER] Completed predict_future for DH [2025-12-31T20:20:26.039460] [INFO ] [sig ] DH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:26.182940] [INFO ] [LOCAL ] Saved forecast: DH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DH.txt [2025-12-31T20:20:26.183113] [INFO ] [sig ] [932/3534] Completed DH in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:26.183163] [INFO ] [sig ] [933/3534] Forecasting DHC... [2025-12-31T20:20:26.183193] [INFO ] [sig ] Generating forecast for: DHC [2025-12-31T20:20:26.183234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'. [2025-12-31T20:20:26.196457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHC'. [2025-12-31T20:20:26.196844] [INFO ] [FORECASTER] Starting predict_future for DHC [2025-12-31T20:20:26.197705] [DEBUG] [LOCAL ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt [2025-12-31T20:20:26.197756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:26.197788] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:26.197814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:26.197871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:26.254550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:26.255394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:26.255475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:26.255507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:26.379070] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:26.379233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:26.379297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:26.379328] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:26.383072] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=39.40%) [2025-12-31T20:20:26.383379] [INFO ] [FORECASTER] Completed predict_future for DHC [2025-12-31T20:20:26.383512] [INFO ] [sig ] DHC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:26.536158] [INFO ] [LOCAL ] Saved forecast: DHC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DHC.txt [2025-12-31T20:20:26.536310] [INFO ] [sig ] [933/3534] Completed DHC in 0.4s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:26.536349] [INFO ] [sig ] [934/3534] Forecasting DHF... [2025-12-31T20:20:26.536380] [INFO ] [sig ] Generating forecast for: DHF [2025-12-31T20:20:26.536412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-12-31T20:20:26.547558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHF'. [2025-12-31T20:20:26.547944] [INFO ] [FORECASTER] Starting predict_future for DHF [2025-12-31T20:20:26.548742] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-12-31T20:20:26.548794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:26.548826] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:26.548853] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:26.548911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:26.608384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:26.609274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:26.609373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:26.609430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:26.733343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:26.733531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:26.733596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:26.733631] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:26.737380] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-12-31T20:20:26.737694] [INFO ] [FORECASTER] Completed predict_future for DHF [2025-12-31T20:20:26.737833] [INFO ] [sig ] DHF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:26.883002] [INFO ] [LOCAL ] Saved forecast: DHF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DHF.txt [2025-12-31T20:20:26.883143] [INFO ] [sig ] [934/3534] Completed DHF in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:26.883192] [INFO ] [sig ] [935/3534] Forecasting DHI... [2025-12-31T20:20:26.883225] [INFO ] [sig ] Generating forecast for: DHI [2025-12-31T20:20:26.883256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'. [2025-12-31T20:20:26.895548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHI'. [2025-12-31T20:20:26.895870] [INFO ] [FORECASTER] Starting predict_future for DHI [2025-12-31T20:20:26.896664] [DEBUG] [LOCAL ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt [2025-12-31T20:20:26.896715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:26.896748] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:26.896775] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:26.896832] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:26.954608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:26.955532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:26.955653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:26.955704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:27.080859] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:27.081036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:27.081077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:27.081107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:27.084461] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=1.45%) [2025-12-31T20:20:27.084749] [INFO ] [FORECASTER] Completed predict_future for DHI [2025-12-31T20:20:27.084875] [INFO ] [sig ] DHI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:27.223840] [INFO ] [LOCAL ] Saved forecast: DHI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DHI.txt [2025-12-31T20:20:27.223954] [INFO ] [sig ] [935/3534] Completed DHI in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:27.223993] [INFO ] [sig ] [936/3534] Forecasting DHIL... [2025-12-31T20:20:27.224023] [INFO ] [sig ] Generating forecast for: DHIL [2025-12-31T20:20:27.224052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'. [2025-12-31T20:20:27.235602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHIL'. [2025-12-31T20:20:27.235884] [INFO ] [FORECASTER] Starting predict_future for DHIL [2025-12-31T20:20:27.236798] [DEBUG] [LOCAL ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt [2025-12-31T20:20:27.236850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:27.236883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:27.236909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:27.236978] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:27.292881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:27.293485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:27.293559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:27.293609] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:27.401008] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:27.401130] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:20:27.401166] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:27.401194] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:27.404343] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: DOWN (p=21.46%) [2025-12-31T20:20:27.404625] [INFO ] [FORECASTER] Completed predict_future for DHIL [2025-12-31T20:20:27.404745] [INFO ] [sig ] DHIL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:27.545731] [INFO ] [LOCAL ] Saved forecast: DHIL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DHIL.txt [2025-12-31T20:20:27.545878] [INFO ] [sig ] [936/3534] Completed DHIL in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:27.545918] [INFO ] [sig ] [937/3534] Forecasting DHX... [2025-12-31T20:20:27.545949] [INFO ] [sig ] Generating forecast for: DHX [2025-12-31T20:20:27.545979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-12-31T20:20:27.559145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DHX'. [2025-12-31T20:20:27.559463] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-12-31T20:20:27.560259] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-12-31T20:20:27.560311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:27.560342] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:27.560368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:27.560425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:27.616950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:27.617613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:27.617690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:27.617722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:27.734950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:27.735123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:27.735161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:27.735189] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:27.738556] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=43.93%) [2025-12-31T20:20:27.738848] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-12-31T20:20:27.738971] [INFO ] [sig ] DHX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:27.878087] [INFO ] [LOCAL ] Saved forecast: DHX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DHX.txt [2025-12-31T20:20:27.878241] [INFO ] [sig ] [937/3534] Completed DHX in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:27.878282] [INFO ] [sig ] [938/3534] Forecasting DIBS... [2025-12-31T20:20:27.878313] [INFO ] [sig ] Generating forecast for: DIBS [2025-12-31T20:20:27.878344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'. [2025-12-31T20:20:27.890637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIBS'. [2025-12-31T20:20:27.890998] [INFO ] [FORECASTER] Starting predict_future for DIBS [2025-12-31T20:20:27.891824] [DEBUG] [LOCAL ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt [2025-12-31T20:20:27.891898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:27.891932] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:27.891959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:27.892017] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:27.949121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:27.950031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:27.950169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:27.950203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:28.070251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:28.070418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:28.070457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:28.070486] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:28.073845] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=55.86%) [2025-12-31T20:20:28.074120] [INFO ] [FORECASTER] Completed predict_future for DIBS [2025-12-31T20:20:28.074250] [INFO ] [sig ] DIBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:28.213156] [INFO ] [LOCAL ] Saved forecast: DIBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DIBS.txt [2025-12-31T20:20:28.213303] [INFO ] [sig ] [938/3534] Completed DIBS in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:28.213343] [INFO ] [sig ] [939/3534] Forecasting DIN... [2025-12-31T20:20:28.213374] [INFO ] [sig ] Generating forecast for: DIN [2025-12-31T20:20:28.213405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-12-31T20:20:28.224386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIN'. [2025-12-31T20:20:28.224717] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-12-31T20:20:28.225468] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-12-31T20:20:28.225521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:28.225554] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:28.225601] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:28.225661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:28.285511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:28.286392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:28.286477] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:28.286511] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:28.407975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:28.408155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:28.408196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:28.408227] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:28.411641] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=71.81%) [2025-12-31T20:20:28.411940] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-12-31T20:20:28.412078] [INFO ] [sig ] DIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:28.550563] [INFO ] [LOCAL ] Saved forecast: DIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DIN.txt [2025-12-31T20:20:28.550732] [INFO ] [sig ] [939/3534] Completed DIN in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:28.550773] [INFO ] [sig ] [940/3534] Forecasting DINO... [2025-12-31T20:20:28.550802] [INFO ] [sig ] Generating forecast for: DINO [2025-12-31T20:20:28.550832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-12-31T20:20:28.562209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DINO'. [2025-12-31T20:20:28.562506] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-12-31T20:20:28.563269] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-12-31T20:20:28.563322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:28.563353] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:28.563380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:28.563437] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:28.619617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:28.620274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:28.620351] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:28.620382] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:28.743396] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:28.743549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:28.743605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:28.743635] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:28.746938] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=33.78%) [2025-12-31T20:20:28.747202] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-12-31T20:20:28.747322] [INFO ] [sig ] DINO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:28.886962] [INFO ] [LOCAL ] Saved forecast: DINO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DINO.txt [2025-12-31T20:20:28.887115] [INFO ] [sig ] [940/3534] Completed DINO in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:28.887157] [INFO ] [sig ] [941/3534] Forecasting DIOD... [2025-12-31T20:20:28.887186] [INFO ] [sig ] Generating forecast for: DIOD [2025-12-31T20:20:28.887217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'. [2025-12-31T20:20:28.898715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIOD'. [2025-12-31T20:20:28.899037] [INFO ] [FORECASTER] Starting predict_future for DIOD [2025-12-31T20:20:28.899834] [DEBUG] [LOCAL ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt [2025-12-31T20:20:28.899886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:28.899917] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:28.899943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:28.899999] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:28.956156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:28.956896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:28.956976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:28.957009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:29.078244] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:29.078411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:29.078449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:29.078478] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:29.085181] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=4.74%) [2025-12-31T20:20:29.085528] [INFO ] [FORECASTER] Completed predict_future for DIOD [2025-12-31T20:20:29.085682] [INFO ] [sig ] DIOD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:29.225049] [INFO ] [LOCAL ] Saved forecast: DIOD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DIOD.txt [2025-12-31T20:20:29.225243] [INFO ] [sig ] [941/3534] Completed DIOD in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:29.225287] [INFO ] [sig ] [942/3534] Forecasting DIS... [2025-12-31T20:20:29.225318] [INFO ] [sig ] Generating forecast for: DIS [2025-12-31T20:20:29.225348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-12-31T20:20:29.237253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DIS'. [2025-12-31T20:20:29.237544] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-12-31T20:20:29.238322] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-12-31T20:20:29.238373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:29.238405] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:29.238432] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:29.238489] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:29.294404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:29.295023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:29.295099] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:29.295131] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:29.413970] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:29.414078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:29.414113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:29.414141] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:29.417302] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=35.65%) [2025-12-31T20:20:29.417565] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-12-31T20:20:29.417702] [INFO ] [sig ] DIS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:29.557076] [INFO ] [LOCAL ] Saved forecast: DIS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DIS.txt [2025-12-31T20:20:29.557193] [INFO ] [sig ] [942/3534] Completed DIS in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:29.557232] [INFO ] [sig ] [943/3534] Forecasting DJCO... [2025-12-31T20:20:29.557261] [INFO ] [sig ] Generating forecast for: DJCO [2025-12-31T20:20:29.557292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'. [2025-12-31T20:20:29.568172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DJCO'. [2025-12-31T20:20:29.568437] [INFO ] [FORECASTER] Starting predict_future for DJCO [2025-12-31T20:20:29.569191] [DEBUG] [LOCAL ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt [2025-12-31T20:20:29.569242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:29.569298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:29.569326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:29.569383] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:29.625145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:29.625742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:29.625817] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:29.625848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:29.739226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:29.739357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:29.739393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:29.739421] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:29.742595] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=1.91%) [2025-12-31T20:20:29.742876] [INFO ] [FORECASTER] Completed predict_future for DJCO [2025-12-31T20:20:29.743000] [INFO ] [sig ] DJCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:29.883939] [INFO ] [LOCAL ] Saved forecast: DJCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DJCO.txt [2025-12-31T20:20:29.884088] [INFO ] [sig ] [943/3534] Completed DJCO in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:29.884134] [INFO ] [sig ] [944/3534] Forecasting DK... [2025-12-31T20:20:29.884166] [INFO ] [sig ] Generating forecast for: DK [2025-12-31T20:20:29.884196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'. [2025-12-31T20:20:29.896146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DK'. [2025-12-31T20:20:29.896486] [INFO ] [FORECASTER] Starting predict_future for DK [2025-12-31T20:20:29.897270] [DEBUG] [LOCAL ] No optimal features file found for DK: ./output/feature-sets/DK.txt [2025-12-31T20:20:29.897322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:29.897354] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:29.897381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:29.897439] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:29.952917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:29.953614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:29.953692] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:29.953725] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:30.081213] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:30.081375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:30.081415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:30.081444] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:30.084799] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=6.56%) [2025-12-31T20:20:30.085069] [INFO ] [FORECASTER] Completed predict_future for DK [2025-12-31T20:20:30.085188] [INFO ] [sig ] DK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:30.223230] [INFO ] [LOCAL ] Saved forecast: DK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DK.txt [2025-12-31T20:20:30.223358] [INFO ] [sig ] [944/3534] Completed DK in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:30.223397] [INFO ] [sig ] [945/3534] Forecasting DKL... [2025-12-31T20:20:30.223427] [INFO ] [sig ] Generating forecast for: DKL [2025-12-31T20:20:30.223457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-12-31T20:20:30.234916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKL'. [2025-12-31T20:20:30.235200] [INFO ] [FORECASTER] Starting predict_future for DKL [2025-12-31T20:20:30.235965] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-12-31T20:20:30.236019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:30.236076] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:30.236105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:30.236162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:30.292211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:30.292859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:30.292935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:30.292968] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:30.405036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:30.405177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:30.405233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:30.405263] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:30.408526] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=38.52%) [2025-12-31T20:20:30.408813] [INFO ] [FORECASTER] Completed predict_future for DKL [2025-12-31T20:20:30.408935] [INFO ] [sig ] DKL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:30.547769] [INFO ] [LOCAL ] Saved forecast: DKL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DKL.txt [2025-12-31T20:20:30.547893] [INFO ] [sig ] [945/3534] Completed DKL in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:30.547932] [INFO ] [sig ] [946/3534] Forecasting DKNG... [2025-12-31T20:20:30.547962] [INFO ] [sig ] Generating forecast for: DKNG [2025-12-31T20:20:30.547995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'. [2025-12-31T20:20:30.559359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKNG'. [2025-12-31T20:20:30.559664] [INFO ] [FORECASTER] Starting predict_future for DKNG [2025-12-31T20:20:30.560444] [DEBUG] [LOCAL ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt [2025-12-31T20:20:30.560495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:30.560526] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:30.560552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:30.560632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:30.616855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:30.617589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:30.617668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:30.617699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:30.739334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:30.739503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:30.739551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:30.739600] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:30.743114] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=14.36%) [2025-12-31T20:20:30.743387] [INFO ] [FORECASTER] Completed predict_future for DKNG [2025-12-31T20:20:30.743512] [INFO ] [sig ] DKNG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:30.885918] [INFO ] [LOCAL ] Saved forecast: DKNG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DKNG.txt [2025-12-31T20:20:30.886067] [INFO ] [sig ] [946/3534] Completed DKNG in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.9m [2025-12-31T20:20:30.886107] [INFO ] [sig ] [947/3534] Forecasting DKS... [2025-12-31T20:20:30.886137] [INFO ] [sig ] Generating forecast for: DKS [2025-12-31T20:20:30.886167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-12-31T20:20:30.897853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DKS'. [2025-12-31T20:20:30.898154] [INFO ] [FORECASTER] Starting predict_future for DKS [2025-12-31T20:20:30.898977] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-12-31T20:20:30.899034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:30.899071] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:30.899099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:30.899163] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:30.958391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:30.959153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:30.959234] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:30.959289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:31.080207] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:31.080371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:31.080412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:31.080442] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:31.083903] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=49.66%) [2025-12-31T20:20:31.084180] [INFO ] [FORECASTER] Completed predict_future for DKS [2025-12-31T20:20:31.084305] [INFO ] [sig ] DKS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:31.221163] [INFO ] [LOCAL ] Saved forecast: DKS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DKS.txt [2025-12-31T20:20:31.221282] [INFO ] [sig ] [947/3534] Completed DKS in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.8m [2025-12-31T20:20:31.221321] [INFO ] [sig ] [948/3534] Forecasting DLB... [2025-12-31T20:20:31.221350] [INFO ] [sig ] Generating forecast for: DLB [2025-12-31T20:20:31.221381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-12-31T20:20:31.232631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLB'. [2025-12-31T20:20:31.232913] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-12-31T20:20:31.233678] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-12-31T20:20:31.233730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:31.233761] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:31.233788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:31.233845] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:31.294057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:31.294982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:31.295073] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:31.295110] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:31.424165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:31.424343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:31.424387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:31.424445] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:31.427911] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-12-31T20:20:31.428199] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-12-31T20:20:31.428327] [INFO ] [sig ] DLB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:31.567440] [INFO ] [LOCAL ] Saved forecast: DLB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DLB.txt [2025-12-31T20:20:31.567637] [INFO ] [sig ] [948/3534] Completed DLB in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.8m [2025-12-31T20:20:31.567684] [INFO ] [sig ] [949/3534] Forecasting DLHC... [2025-12-31T20:20:31.567713] [INFO ] [sig ] Generating forecast for: DLHC [2025-12-31T20:20:31.567743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'. [2025-12-31T20:20:31.579360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLHC'. [2025-12-31T20:20:31.579715] [INFO ] [FORECASTER] Starting predict_future for DLHC [2025-12-31T20:20:31.580476] [DEBUG] [LOCAL ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt [2025-12-31T20:20:31.580528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:31.580592] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:31.580623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:31.580681] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:31.640863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:31.641751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:31.641834] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:31.641867] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:31.759958] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:31.760130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:31.760176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:31.760206] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:31.763674] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=58.79%) [2025-12-31T20:20:31.763953] [INFO ] [FORECASTER] Completed predict_future for DLHC [2025-12-31T20:20:31.764079] [INFO ] [sig ] DLHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:31.908949] [INFO ] [LOCAL ] Saved forecast: DLHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DLHC.txt [2025-12-31T20:20:31.909101] [INFO ] [sig ] [949/3534] Completed DLHC in 0.3s | 2.90 sym/s | Total: 5.4m | ETA: 14.8m [2025-12-31T20:20:31.909141] [INFO ] [sig ] [950/3534] Forecasting DLNG... [2025-12-31T20:20:31.909171] [INFO ] [sig ] Generating forecast for: DLNG [2025-12-31T20:20:31.909202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-12-31T20:20:31.920792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLNG'. [2025-12-31T20:20:31.921066] [INFO ] [FORECASTER] Starting predict_future for DLNG [2025-12-31T20:20:31.921856] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-12-31T20:20:31.921909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:31.921943] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:31.921971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:31.922035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:31.981322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:31.982022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:31.982101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:31.982133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:32.098358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:32.098530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:32.098606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:32.098641] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:32.102060] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=93.16%) [2025-12-31T20:20:32.102336] [INFO ] [FORECASTER] Completed predict_future for DLNG [2025-12-31T20:20:32.102462] [INFO ] [sig ] DLNG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:32.244851] [INFO ] [LOCAL ] Saved forecast: DLNG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DLNG.txt [2025-12-31T20:20:32.245032] [INFO ] [sig ] [950/3534] Completed DLNG in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:32.245079] [INFO ] [sig ] [951/3534] Forecasting DLO... [2025-12-31T20:20:32.245110] [INFO ] [sig ] Generating forecast for: DLO [2025-12-31T20:20:32.245143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'. [2025-12-31T20:20:32.257062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLO'. [2025-12-31T20:20:32.257387] [INFO ] [FORECASTER] Starting predict_future for DLO [2025-12-31T20:20:32.258177] [DEBUG] [LOCAL ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt [2025-12-31T20:20:32.258230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:32.258263] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:32.258291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:32.258349] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:32.317937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:32.318827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:32.318911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:32.318946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:32.437739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:32.437906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:32.437947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:32.437977] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:32.441402] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=8.97%) [2025-12-31T20:20:32.441702] [INFO ] [FORECASTER] Completed predict_future for DLO [2025-12-31T20:20:32.441830] [INFO ] [sig ] DLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:32.583318] [INFO ] [LOCAL ] Saved forecast: DLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DLO.txt [2025-12-31T20:20:32.583480] [INFO ] [sig ] [951/3534] Completed DLO in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:32.583521] [INFO ] [sig ] [952/3534] Forecasting DLPN... [2025-12-31T20:20:32.583552] [INFO ] [sig ] Generating forecast for: DLPN [2025-12-31T20:20:32.583611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'. [2025-12-31T20:20:32.595307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLPN'. [2025-12-31T20:20:32.595727] [INFO ] [FORECASTER] Starting predict_future for DLPN [2025-12-31T20:20:32.596528] [DEBUG] [LOCAL ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt [2025-12-31T20:20:32.596602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:32.596638] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:32.596667] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:32.596727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:32.654660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:32.655545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:32.655649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:32.655684] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:32.764852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:32.765012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:32.765052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:32.765080] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:32.768453] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=4.02%) [2025-12-31T20:20:32.768745] [INFO ] [FORECASTER] Completed predict_future for DLPN [2025-12-31T20:20:32.768869] [INFO ] [sig ] DLPN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:32.911146] [INFO ] [LOCAL ] Saved forecast: DLPN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DLPN.txt [2025-12-31T20:20:32.911291] [INFO ] [sig ] [952/3534] Completed DLPN in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:32.911330] [INFO ] [sig ] [953/3534] Forecasting DLTH... [2025-12-31T20:20:32.911366] [INFO ] [sig ] Generating forecast for: DLTH [2025-12-31T20:20:32.911397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'. [2025-12-31T20:20:32.922624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLTH'. [2025-12-31T20:20:32.922920] [INFO ] [FORECASTER] Starting predict_future for DLTH [2025-12-31T20:20:32.923688] [DEBUG] [LOCAL ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt [2025-12-31T20:20:32.923740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:32.923771] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:32.923798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:32.923855] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:32.982896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:32.983765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:32.983865] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:32.983899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:33.111429] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:33.111634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:33.111691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:33.111721] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:33.115434] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=66.60%) [2025-12-31T20:20:33.115786] [INFO ] [FORECASTER] Completed predict_future for DLTH [2025-12-31T20:20:33.115937] [INFO ] [sig ] DLTH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:33.265188] [INFO ] [LOCAL ] Saved forecast: DLTH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DLTH.txt [2025-12-31T20:20:33.265378] [INFO ] [sig ] [953/3534] Completed DLTH in 0.4s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:33.265430] [INFO ] [sig ] [954/3534] Forecasting DLX... [2025-12-31T20:20:33.265463] [INFO ] [sig ] Generating forecast for: DLX [2025-12-31T20:20:33.265497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-12-31T20:20:33.277907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLX'. [2025-12-31T20:20:33.278301] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-12-31T20:20:33.279159] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-12-31T20:20:33.279214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:33.279276] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:33.279307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:33.279366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:33.345396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:33.346354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:33.346439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:33.346473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:33.465437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:33.465626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:33.465668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:33.465696] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:33.469106] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=35.18%) [2025-12-31T20:20:33.469412] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-12-31T20:20:33.469542] [INFO ] [sig ] DLX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:33.610559] [INFO ] [LOCAL ] Saved forecast: DLX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DLX.txt [2025-12-31T20:20:33.610749] [INFO ] [sig ] [954/3534] Completed DLX in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:33.610791] [INFO ] [sig ] [955/3534] Forecasting DLY... [2025-12-31T20:20:33.610823] [INFO ] [sig ] Generating forecast for: DLY [2025-12-31T20:20:33.610854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-12-31T20:20:33.622666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DLY'. [2025-12-31T20:20:33.623041] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-12-31T20:20:33.623856] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-12-31T20:20:33.623908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:33.623939] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:33.623966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:33.624023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:33.681166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:33.682079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:33.682203] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:33.682236] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:33.807409] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:33.807595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:33.807640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:33.807669] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:33.811472] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=34.28%) [2025-12-31T20:20:33.811831] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-12-31T20:20:33.811977] [INFO ] [sig ] DLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:34.014762] [INFO ] [LOCAL ] Saved forecast: DLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DLY.txt [2025-12-31T20:20:34.014937] [INFO ] [sig ] [955/3534] Completed DLY in 0.4s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:34.014988] [INFO ] [sig ] [956/3534] Forecasting DMAC... [2025-12-31T20:20:34.015021] [INFO ] [sig ] Generating forecast for: DMAC [2025-12-31T20:20:34.015053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'. [2025-12-31T20:20:34.029180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMAC'. [2025-12-31T20:20:34.029720] [INFO ] [FORECASTER] Starting predict_future for DMAC [2025-12-31T20:20:34.030634] [DEBUG] [LOCAL ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt [2025-12-31T20:20:34.030691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:34.030725] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:34.030755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:34.030815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:34.088737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:34.089758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:34.089849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:34.089883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:34.247061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:34.247264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:34.247319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:34.247377] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:34.252630] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=11.59%) [2025-12-31T20:20:34.253175] [INFO ] [FORECASTER] Completed predict_future for DMAC [2025-12-31T20:20:34.253391] [INFO ] [sig ] DMAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:34.449758] [INFO ] [LOCAL ] Saved forecast: DMAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DMAC.txt [2025-12-31T20:20:34.449989] [INFO ] [sig ] [956/3534] Completed DMAC in 0.4s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:34.450060] [INFO ] [sig ] [957/3534] Forecasting DMB... [2025-12-31T20:20:34.450110] [INFO ] [sig ] Generating forecast for: DMB [2025-12-31T20:20:34.450161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-12-31T20:20:34.466213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMB'. [2025-12-31T20:20:34.466746] [INFO ] [FORECASTER] Starting predict_future for DMB [2025-12-31T20:20:34.467851] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-12-31T20:20:34.467920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:34.467959] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:34.467991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:34.468064] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:34.541529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:34.542722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:34.542841] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:34.542879] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:34.701215] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:34.701390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:34.701432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:34.701463] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:34.705538] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-12-31T20:20:34.706044] [INFO ] [FORECASTER] Completed predict_future for DMB [2025-12-31T20:20:34.706223] [INFO ] [sig ] DMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:34.892070] [INFO ] [LOCAL ] Saved forecast: DMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DMB.txt [2025-12-31T20:20:34.892235] [INFO ] [sig ] [957/3534] Completed DMB in 0.4s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:34.892277] [INFO ] [sig ] [958/3534] Forecasting DMLP... [2025-12-31T20:20:34.892308] [INFO ] [sig ] Generating forecast for: DMLP [2025-12-31T20:20:34.892339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'. [2025-12-31T20:20:34.905689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMLP'. [2025-12-31T20:20:34.906218] [INFO ] [FORECASTER] Starting predict_future for DMLP [2025-12-31T20:20:34.907504] [DEBUG] [LOCAL ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt [2025-12-31T20:20:34.907599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:34.907657] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:34.907707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:34.907808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:34.986439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:34.987721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:34.987835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:34.987908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:35.122261] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:35.122421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:35.122463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:35.122493] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:35.126095] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=66.30%) [2025-12-31T20:20:35.126395] [INFO ] [FORECASTER] Completed predict_future for DMLP [2025-12-31T20:20:35.126527] [INFO ] [sig ] DMLP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:35.273730] [INFO ] [LOCAL ] Saved forecast: DMLP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DMLP.txt [2025-12-31T20:20:35.274006] [INFO ] [sig ] [958/3534] Completed DMLP in 0.4s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:35.274069] [INFO ] [sig ] [959/3534] Forecasting DMO... [2025-12-31T20:20:35.274112] [INFO ] [sig ] Generating forecast for: DMO [2025-12-31T20:20:35.274157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-12-31T20:20:35.285887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMO'. [2025-12-31T20:20:35.286266] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-12-31T20:20:35.287164] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-12-31T20:20:35.287219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:35.287252] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:35.287279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:35.287337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:35.348051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:35.349028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:35.349116] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:35.349148] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:35.468909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:35.469070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:35.469112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:35.469143] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:35.472707] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=11.65%) [2025-12-31T20:20:35.473006] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-12-31T20:20:35.473136] [INFO ] [sig ] DMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:35.613307] [INFO ] [LOCAL ] Saved forecast: DMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DMO.txt [2025-12-31T20:20:35.613459] [INFO ] [sig ] [959/3534] Completed DMO in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:35.613499] [INFO ] [sig ] [960/3534] Forecasting DMRC... [2025-12-31T20:20:35.613528] [INFO ] [sig ] Generating forecast for: DMRC [2025-12-31T20:20:35.613559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'. [2025-12-31T20:20:35.625772] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMRC'. [2025-12-31T20:20:35.626199] [INFO ] [FORECASTER] Starting predict_future for DMRC [2025-12-31T20:20:35.627085] [DEBUG] [LOCAL ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt [2025-12-31T20:20:35.627141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:35.627173] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:35.627212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:35.627273] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:35.687549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:35.688429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:35.688514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:35.688548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:35.810756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:35.810923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:35.810965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:35.811000] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:35.815010] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=17.66%) [2025-12-31T20:20:35.815370] [INFO ] [FORECASTER] Completed predict_future for DMRC [2025-12-31T20:20:35.815515] [INFO ] [sig ] DMRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:35.954740] [INFO ] [LOCAL ] Saved forecast: DMRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DMRC.txt [2025-12-31T20:20:35.954898] [INFO ] [sig ] [960/3534] Completed DMRC in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:35.954938] [INFO ] [sig ] [961/3534] Forecasting DMXF... [2025-12-31T20:20:35.954968] [INFO ] [sig ] Generating forecast for: DMXF [2025-12-31T20:20:35.954999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'. [2025-12-31T20:20:35.966514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DMXF'. [2025-12-31T20:20:35.966941] [INFO ] [FORECASTER] Starting predict_future for DMXF [2025-12-31T20:20:35.967789] [DEBUG] [LOCAL ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt [2025-12-31T20:20:35.967842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:35.967875] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:35.967902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:35.967964] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:36.023958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:36.024857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:36.024943] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:36.024976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:36.140340] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:36.140498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:36.140538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:36.140585] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:36.144047] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=65.71%) [2025-12-31T20:20:36.144349] [INFO ] [FORECASTER] Completed predict_future for DMXF [2025-12-31T20:20:36.144487] [INFO ] [sig ] DMXF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:36.290025] [INFO ] [LOCAL ] Saved forecast: DMXF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DMXF.txt [2025-12-31T20:20:36.290180] [INFO ] [sig ] [961/3534] Completed DMXF in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:36.290219] [INFO ] [sig ] [962/3534] Forecasting DNA... [2025-12-31T20:20:36.290249] [INFO ] [sig ] Generating forecast for: DNA [2025-12-31T20:20:36.290279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-12-31T20:20:36.301694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNA'. [2025-12-31T20:20:36.302046] [INFO ] [FORECASTER] Starting predict_future for DNA [2025-12-31T20:20:36.302880] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-12-31T20:20:36.302932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:36.302993] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:36.303022] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:36.303081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:36.361342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:36.362233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:36.362317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:36.362349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:36.481385] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:36.481543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:36.481602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:36.481634] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:36.484979] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=6.82%) [2025-12-31T20:20:36.485256] [INFO ] [FORECASTER] Completed predict_future for DNA [2025-12-31T20:20:36.485378] [INFO ] [sig ] DNA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:36.628353] [INFO ] [LOCAL ] Saved forecast: DNA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DNA.txt [2025-12-31T20:20:36.628511] [INFO ] [sig ] [962/3534] Completed DNA in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:36.628552] [INFO ] [sig ] [963/3534] Forecasting DNLI... [2025-12-31T20:20:36.628608] [INFO ] [sig ] Generating forecast for: DNLI [2025-12-31T20:20:36.628645] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'. [2025-12-31T20:20:36.639800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNLI'. [2025-12-31T20:20:36.640098] [INFO ] [FORECASTER] Starting predict_future for DNLI [2025-12-31T20:20:36.640866] [DEBUG] [LOCAL ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt [2025-12-31T20:20:36.640917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:36.640948] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:36.640975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:36.641034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:36.697770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:36.698397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:36.698473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:36.698505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:36.818706] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:36.818841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:36.818881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:36.818910] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:36.822469] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=79.67%) [2025-12-31T20:20:36.822838] [INFO ] [FORECASTER] Completed predict_future for DNLI [2025-12-31T20:20:36.822986] [INFO ] [sig ] DNLI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:36.961404] [INFO ] [LOCAL ] Saved forecast: DNLI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DNLI.txt [2025-12-31T20:20:36.961521] [INFO ] [sig ] [963/3534] Completed DNLI in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:36.961559] [INFO ] [sig ] [964/3534] Forecasting DNP... [2025-12-31T20:20:36.961605] [INFO ] [sig ] Generating forecast for: DNP [2025-12-31T20:20:36.961643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-12-31T20:20:36.972923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNP'. [2025-12-31T20:20:36.973204] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-12-31T20:20:36.974008] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-12-31T20:20:36.974062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:36.974095] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:36.974123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:36.974182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:37.030741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:37.031516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:37.031614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:37.031649] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:37.151739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:37.151881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:37.151918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:37.151947] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:37.155216] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=78.00%) [2025-12-31T20:20:37.155697] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-12-31T20:20:37.155822] [INFO ] [sig ] DNP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:37.298753] [INFO ] [LOCAL ] Saved forecast: DNP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DNP.txt [2025-12-31T20:20:37.298906] [INFO ] [sig ] [964/3534] Completed DNP in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:37.298945] [INFO ] [sig ] [965/3534] Forecasting DNTH... [2025-12-31T20:20:37.298976] [INFO ] [sig ] Generating forecast for: DNTH [2025-12-31T20:20:37.299009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'. [2025-12-31T20:20:37.310461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DNTH'. [2025-12-31T20:20:37.310778] [INFO ] [FORECASTER] Starting predict_future for DNTH [2025-12-31T20:20:37.311642] [DEBUG] [LOCAL ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt [2025-12-31T20:20:37.311696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:37.311729] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:37.311756] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:37.311815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:37.368906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:37.369640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:37.369719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:37.369751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:37.488383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:37.488534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:37.488590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:37.488651] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:37.492185] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=5.58%) [2025-12-31T20:20:37.492467] [INFO ] [FORECASTER] Completed predict_future for DNTH [2025-12-31T20:20:37.492609] [INFO ] [sig ] DNTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:37.632234] [INFO ] [LOCAL ] Saved forecast: DNTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DNTH.txt [2025-12-31T20:20:37.632394] [INFO ] [sig ] [965/3534] Completed DNTH in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.8m [2025-12-31T20:20:37.632435] [INFO ] [sig ] [966/3534] Forecasting DOCN... [2025-12-31T20:20:37.632465] [INFO ] [sig ] Generating forecast for: DOCN [2025-12-31T20:20:37.632497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-12-31T20:20:37.644357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCN'. [2025-12-31T20:20:37.644774] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-12-31T20:20:37.645610] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-12-31T20:20:37.645669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:37.645704] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:37.645732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:37.645791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:37.703838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:37.704738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:37.704827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:37.704860] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:37.827428] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:37.827602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:37.827643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:37.827672] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:37.831025] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=90.58%) [2025-12-31T20:20:37.831329] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-12-31T20:20:37.831457] [INFO ] [sig ] DOCN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:37.971827] [INFO ] [LOCAL ] Saved forecast: DOCN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DOCN.txt [2025-12-31T20:20:37.971994] [INFO ] [sig ] [966/3534] Completed DOCN in 0.3s | 2.90 sym/s | Total: 5.5m | ETA: 14.7m [2025-12-31T20:20:37.972037] [INFO ] [sig ] [967/3534] Forecasting DOCS... [2025-12-31T20:20:37.972066] [INFO ] [sig ] Generating forecast for: DOCS [2025-12-31T20:20:37.972097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-12-31T20:20:37.991015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOCS'. [2025-12-31T20:20:37.991405] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-12-31T20:20:37.992201] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-12-31T20:20:37.992255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:37.992286] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:37.992313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:37.992372] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:38.048407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:38.049347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:38.049441] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:38.049474] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:38.173187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:38.173346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:38.173386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:38.173415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:38.176783] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=7.03%) [2025-12-31T20:20:38.177059] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-12-31T20:20:38.177190] [INFO ] [sig ] DOCS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:38.323344] [INFO ] [LOCAL ] Saved forecast: DOCS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DOCS.txt [2025-12-31T20:20:38.323535] [INFO ] [sig ] [967/3534] Completed DOCS in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:38.323593] [INFO ] [sig ] [968/3534] Forecasting DOGZ... [2025-12-31T20:20:38.323626] [INFO ] [sig ] Generating forecast for: DOGZ [2025-12-31T20:20:38.323658] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'. [2025-12-31T20:20:38.335658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'. [2025-12-31T20:20:38.336007] [INFO ] [FORECASTER] Starting predict_future for DOGZ [2025-12-31T20:20:38.336787] [DEBUG] [LOCAL ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt [2025-12-31T20:20:38.336840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:38.336870] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:38.336896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:38.336952] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:38.396187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:38.397507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:38.397614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:38.397650] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:38.529637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:38.529798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:38.529840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:38.529870] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:38.533236] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: DOWN (p=41.55%) [2025-12-31T20:20:38.533521] [INFO ] [FORECASTER] Completed predict_future for DOGZ [2025-12-31T20:20:38.533671] [INFO ] [sig ] DOGZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:38.678988] [INFO ] [LOCAL ] Saved forecast: DOGZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DOGZ.txt [2025-12-31T20:20:38.679150] [INFO ] [sig ] [968/3534] Completed DOGZ in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:38.679193] [INFO ] [sig ] [969/3534] Forecasting DOLE... [2025-12-31T20:20:38.679225] [INFO ] [sig ] Generating forecast for: DOLE [2025-12-31T20:20:38.679277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-12-31T20:20:38.691639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOLE'. [2025-12-31T20:20:38.692042] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-12-31T20:20:38.693047] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-12-31T20:20:38.693099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:38.693132] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:38.693160] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:38.693217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:38.752280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:38.753169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:38.753256] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:38.753484] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:38.876151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:38.876331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:38.876373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:38.876405] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:38.879826] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-12-31T20:20:38.880098] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-12-31T20:20:38.880222] [INFO ] [sig ] DOLE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:39.020462] [INFO ] [LOCAL ] Saved forecast: DOLE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DOLE.txt [2025-12-31T20:20:39.020616] [INFO ] [sig ] [969/3534] Completed DOLE in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:39.020660] [INFO ] [sig ] [970/3534] Forecasting DOMO... [2025-12-31T20:20:39.020690] [INFO ] [sig ] Generating forecast for: DOMO [2025-12-31T20:20:39.020721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'. [2025-12-31T20:20:39.032019] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOMO'. [2025-12-31T20:20:39.032309] [INFO ] [FORECASTER] Starting predict_future for DOMO [2025-12-31T20:20:39.033277] [DEBUG] [LOCAL ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt [2025-12-31T20:20:39.033329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:39.033361] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:39.033387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:39.033444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:39.091262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:39.091965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:39.092047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:39.092081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:39.215951] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:39.216110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:39.216152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:39.216182] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:39.219677] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: DOWN (p=11.13%) [2025-12-31T20:20:39.219958] [INFO ] [FORECASTER] Completed predict_future for DOMO [2025-12-31T20:20:39.220085] [INFO ] [sig ] DOMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:39.362562] [INFO ] [LOCAL ] Saved forecast: DOMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DOMO.txt [2025-12-31T20:20:39.362711] [INFO ] [sig ] [970/3534] Completed DOMO in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:39.362753] [INFO ] [sig ] [971/3534] Forecasting DORM... [2025-12-31T20:20:39.362785] [INFO ] [sig ] Generating forecast for: DORM [2025-12-31T20:20:39.362816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'. [2025-12-31T20:20:39.377483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DORM'. [2025-12-31T20:20:39.378092] [INFO ] [FORECASTER] Starting predict_future for DORM [2025-12-31T20:20:39.379170] [DEBUG] [LOCAL ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt [2025-12-31T20:20:39.379227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:39.379285] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:39.379316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:39.379377] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:39.441446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:39.442743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:39.442845] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:39.442881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:39.571466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:39.571677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:39.571722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:39.571751] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:39.575642] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=51.28%) [2025-12-31T20:20:39.575927] [INFO ] [FORECASTER] Completed predict_future for DORM [2025-12-31T20:20:39.576053] [INFO ] [sig ] DORM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:39.718680] [INFO ] [LOCAL ] Saved forecast: DORM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DORM.txt [2025-12-31T20:20:39.718816] [INFO ] [sig ] [971/3534] Completed DORM in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:39.718856] [INFO ] [sig ] [972/3534] Forecasting DOUG... [2025-12-31T20:20:39.718886] [INFO ] [sig ] Generating forecast for: DOUG [2025-12-31T20:20:39.718916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-12-31T20:20:39.730717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOUG'. [2025-12-31T20:20:39.730990] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-12-31T20:20:39.731776] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-12-31T20:20:39.731829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:39.731861] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:39.731889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:39.732116] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:39.789538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:39.790173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:39.790278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:39.790311] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:39.911847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:39.912011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:39.912057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:39.912086] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:39.915474] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=14.31%) [2025-12-31T20:20:39.915769] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-12-31T20:20:39.915892] [INFO ] [sig ] DOUG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:40.069821] [INFO ] [LOCAL ] Saved forecast: DOUG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DOUG.txt [2025-12-31T20:20:40.069998] [INFO ] [sig ] [972/3534] Completed DOUG in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:40.070046] [INFO ] [sig ] [973/3534] Forecasting DOX... [2025-12-31T20:20:40.070077] [INFO ] [sig ] Generating forecast for: DOX [2025-12-31T20:20:40.070109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'. [2025-12-31T20:20:40.082987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DOX'. [2025-12-31T20:20:40.083326] [INFO ] [FORECASTER] Starting predict_future for DOX [2025-12-31T20:20:40.084168] [DEBUG] [LOCAL ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt [2025-12-31T20:20:40.084237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:40.084271] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:40.084299] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:40.084359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:40.146065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:40.146980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:40.147070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:40.147104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:40.290292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:40.290459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:40.290712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:40.290745] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:40.294952] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=99.47%) [2025-12-31T20:20:40.295310] [INFO ] [FORECASTER] Completed predict_future for DOX [2025-12-31T20:20:40.295698] [INFO ] [sig ] DOX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:40.448221] [INFO ] [LOCAL ] Saved forecast: DOX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DOX.txt [2025-12-31T20:20:40.448370] [INFO ] [sig ] [973/3534] Completed DOX in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:40.448410] [INFO ] [sig ] [974/3534] Forecasting DPG... [2025-12-31T20:20:40.448439] [INFO ] [sig ] Generating forecast for: DPG [2025-12-31T20:20:40.448470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'. [2025-12-31T20:20:40.460791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPG'. [2025-12-31T20:20:40.461167] [INFO ] [FORECASTER] Starting predict_future for DPG [2025-12-31T20:20:40.462013] [DEBUG] [LOCAL ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt [2025-12-31T20:20:40.462067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:40.462100] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:40.462128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:40.462186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:40.518722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:40.519566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:40.519665] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:40.519697] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:40.640555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:40.640748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:40.640788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:40.640817] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:40.644213] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=52.92%) [2025-12-31T20:20:40.644503] [INFO ] [FORECASTER] Completed predict_future for DPG [2025-12-31T20:20:40.644647] [INFO ] [sig ] DPG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:40.782382] [INFO ] [LOCAL ] Saved forecast: DPG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DPG.txt [2025-12-31T20:20:40.782522] [INFO ] [sig ] [974/3534] Completed DPG in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:40.782564] [INFO ] [sig ] [975/3534] Forecasting DPRO... [2025-12-31T20:20:40.782612] [INFO ] [sig ] Generating forecast for: DPRO [2025-12-31T20:20:40.782643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'. [2025-12-31T20:20:40.795238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPRO'. [2025-12-31T20:20:40.795548] [INFO ] [FORECASTER] Starting predict_future for DPRO [2025-12-31T20:20:40.796363] [DEBUG] [LOCAL ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt [2025-12-31T20:20:40.796416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:40.796450] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:40.796477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:40.796537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:40.854114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:40.854883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:40.854970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:40.855002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:40.970805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:40.970968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:40.971010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:40.971041] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:40.974535] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=57.35%) [2025-12-31T20:20:40.974834] [INFO ] [FORECASTER] Completed predict_future for DPRO [2025-12-31T20:20:40.974963] [INFO ] [sig ] DPRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:41.114221] [INFO ] [LOCAL ] Saved forecast: DPRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DPRO.txt [2025-12-31T20:20:41.114382] [INFO ] [sig ] [975/3534] Completed DPRO in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:41.114423] [INFO ] [sig ] [976/3534] Forecasting DPZ... [2025-12-31T20:20:41.114453] [INFO ] [sig ] Generating forecast for: DPZ [2025-12-31T20:20:41.114483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'. [2025-12-31T20:20:41.126285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DPZ'. [2025-12-31T20:20:41.126598] [INFO ] [FORECASTER] Starting predict_future for DPZ [2025-12-31T20:20:41.127366] [DEBUG] [LOCAL ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt [2025-12-31T20:20:41.127418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:41.127449] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:41.127475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:41.127531] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:41.184013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:41.184675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:41.184754] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:41.184786] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:41.301549] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:41.301720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:41.301761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:41.301789] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:41.305141] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=0.70%) [2025-12-31T20:20:41.305419] [INFO ] [FORECASTER] Completed predict_future for DPZ [2025-12-31T20:20:41.305543] [INFO ] [sig ] DPZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:41.447332] [INFO ] [LOCAL ] Saved forecast: DPZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DPZ.txt [2025-12-31T20:20:41.447493] [INFO ] [sig ] [976/3534] Completed DPZ in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:41.447540] [INFO ] [sig ] [977/3534] Forecasting DQ... [2025-12-31T20:20:41.447585] [INFO ] [sig ] Generating forecast for: DQ [2025-12-31T20:20:41.447619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-12-31T20:20:41.459702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DQ'. [2025-12-31T20:20:41.460042] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-12-31T20:20:41.460886] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-12-31T20:20:41.460940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:41.460974] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:41.461003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:41.461063] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:41.517962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:41.518724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:41.518807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:41.518839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:41.640809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:41.640966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:41.641005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:41.641034] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:41.644403] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=4.66%) [2025-12-31T20:20:41.644694] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-12-31T20:20:41.644817] [INFO ] [sig ] DQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:41.784342] [INFO ] [LOCAL ] Saved forecast: DQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DQ.txt [2025-12-31T20:20:41.784495] [INFO ] [sig ] [977/3534] Completed DQ in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:41.784538] [INFO ] [sig ] [978/3534] Forecasting DRD... [2025-12-31T20:20:41.784584] [INFO ] [sig ] Generating forecast for: DRD [2025-12-31T20:20:41.784620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'. [2025-12-31T20:20:41.796116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRD'. [2025-12-31T20:20:41.796443] [INFO ] [FORECASTER] Starting predict_future for DRD [2025-12-31T20:20:41.797227] [DEBUG] [LOCAL ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt [2025-12-31T20:20:41.797284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:41.797317] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:41.797345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:41.797402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:41.852899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:41.853649] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:41.853731] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:41.853765] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:41.973477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:41.973650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:41.973692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:41.973724] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:41.977054] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=8.50%) [2025-12-31T20:20:41.977329] [INFO ] [FORECASTER] Completed predict_future for DRD [2025-12-31T20:20:41.977470] [INFO ] [sig ] DRD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:42.115336] [INFO ] [LOCAL ] Saved forecast: DRD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DRD.txt [2025-12-31T20:20:42.115479] [INFO ] [sig ] [978/3534] Completed DRD in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:42.115520] [INFO ] [sig ] [979/3534] Forecasting DRH... [2025-12-31T20:20:42.115550] [INFO ] [sig ] Generating forecast for: DRH [2025-12-31T20:20:42.115600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-12-31T20:20:42.126883] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRH'. [2025-12-31T20:20:42.127194] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-12-31T20:20:42.127987] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-12-31T20:20:42.128038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:42.128093] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:42.128122] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:42.128180] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:42.184802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:42.185497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:42.185592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:42.185626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:42.309052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:42.309224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:42.309278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:42.309309] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:42.312918] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=61.77%) [2025-12-31T20:20:42.313209] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-12-31T20:20:42.313338] [INFO ] [sig ] DRH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:42.467503] [INFO ] [LOCAL ] Saved forecast: DRH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DRH.txt [2025-12-31T20:20:42.467686] [INFO ] [sig ] [979/3534] Completed DRH in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:42.467730] [INFO ] [sig ] [980/3534] Forecasting DRI... [2025-12-31T20:20:42.467762] [INFO ] [sig ] Generating forecast for: DRI [2025-12-31T20:20:42.467794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-12-31T20:20:42.481563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRI'. [2025-12-31T20:20:42.482059] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-12-31T20:20:42.483097] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-12-31T20:20:42.483158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:42.483197] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:42.483230] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:42.483306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:42.553303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:42.554192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:42.554281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:42.554316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:42.690339] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:42.690508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:42.690551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:42.690617] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:42.694207] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=9.24%) [2025-12-31T20:20:42.694516] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-12-31T20:20:42.694663] [INFO ] [sig ] DRI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:42.841545] [INFO ] [LOCAL ] Saved forecast: DRI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DRI.txt [2025-12-31T20:20:42.841735] [INFO ] [sig ] [980/3534] Completed DRI in 0.4s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:42.841780] [INFO ] [sig ] [981/3534] Forecasting DRIO... [2025-12-31T20:20:42.841811] [INFO ] [sig ] Generating forecast for: DRIO [2025-12-31T20:20:42.841843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'. [2025-12-31T20:20:42.853090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRIO'. [2025-12-31T20:20:42.853430] [INFO ] [FORECASTER] Starting predict_future for DRIO [2025-12-31T20:20:42.854254] [DEBUG] [LOCAL ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt [2025-12-31T20:20:42.854312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:42.854346] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:42.854374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:42.854431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:42.910801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:42.911524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:42.911625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:42.911661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:43.031259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:43.031436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:43.031479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:43.031508] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:43.035069] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=48.85%) [2025-12-31T20:20:43.035341] [INFO ] [FORECASTER] Completed predict_future for DRIO [2025-12-31T20:20:43.035465] [INFO ] [sig ] DRIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:43.176629] [INFO ] [LOCAL ] Saved forecast: DRIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DRIO.txt [2025-12-31T20:20:43.176772] [INFO ] [sig ] [981/3534] Completed DRIO in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:43.176811] [INFO ] [sig ] [982/3534] Forecasting DRLL... [2025-12-31T20:20:43.176842] [INFO ] [sig ] Generating forecast for: DRLL [2025-12-31T20:20:43.176874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-12-31T20:20:43.188238] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRLL'. [2025-12-31T20:20:43.188538] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-12-31T20:20:43.189342] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-12-31T20:20:43.189405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:43.189441] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:43.189468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:43.189525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:43.245615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:43.246335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:43.246428] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:43.246461] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:43.368127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:43.368287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:43.368331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:43.368877] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:43.372447] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=92.23%) [2025-12-31T20:20:43.372758] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-12-31T20:20:43.372891] [INFO ] [sig ] DRLL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:43.512083] [INFO ] [LOCAL ] Saved forecast: DRLL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DRLL.txt [2025-12-31T20:20:43.512229] [INFO ] [sig ] [982/3534] Completed DRLL in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:43.512289] [INFO ] [sig ] [983/3534] Forecasting DRMA... [2025-12-31T20:20:43.512321] [INFO ] [sig ] Generating forecast for: DRMA [2025-12-31T20:20:43.512353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'. [2025-12-31T20:20:43.522295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRMA'. [2025-12-31T20:20:43.522613] [INFO ] [FORECASTER] Starting predict_future for DRMA [2025-12-31T20:20:43.523374] [DEBUG] [LOCAL ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt [2025-12-31T20:20:43.523426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:43.523457] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:43.523483] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:43.523540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:43.579877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:43.580551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:43.580646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:43.580679] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:43.701356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:43.701516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:43.701556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:43.701603] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:43.705524] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=34.74%) [2025-12-31T20:20:43.705814] [INFO ] [FORECASTER] Completed predict_future for DRMA [2025-12-31T20:20:43.705942] [INFO ] [sig ] DRMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:43.856438] [INFO ] [LOCAL ] Saved forecast: DRMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DRMA.txt [2025-12-31T20:20:43.856799] [INFO ] [sig ] [983/3534] Completed DRMA in 0.3s | 2.90 sym/s | Total: 5.6m | ETA: 14.7m [2025-12-31T20:20:43.856840] [INFO ] [sig ] [984/3534] Forecasting DRS... [2025-12-31T20:20:43.856869] [INFO ] [sig ] Generating forecast for: DRS [2025-12-31T20:20:43.856900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'. [2025-12-31T20:20:43.869925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRS'. [2025-12-31T20:20:43.870283] [INFO ] [FORECASTER] Starting predict_future for DRS [2025-12-31T20:20:43.871218] [DEBUG] [LOCAL ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt [2025-12-31T20:20:43.871270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:43.871303] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:43.871353] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:43.871415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:43.932004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:43.932806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:43.932887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:43.932919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:44.053858] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:44.054018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:44.054057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:44.054088] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:44.057726] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-12-31T20:20:44.058000] [INFO ] [FORECASTER] Completed predict_future for DRS [2025-12-31T20:20:44.058126] [INFO ] [sig ] DRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:44.200308] [INFO ] [LOCAL ] Saved forecast: DRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DRS.txt [2025-12-31T20:20:44.200478] [INFO ] [sig ] [984/3534] Completed DRS in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:44.200519] [INFO ] [sig ] [985/3534] Forecasting DRTS... [2025-12-31T20:20:44.200547] [INFO ] [sig ] Generating forecast for: DRTS [2025-12-31T20:20:44.200597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'. [2025-12-31T20:20:44.211739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRTS'. [2025-12-31T20:20:44.212108] [INFO ] [FORECASTER] Starting predict_future for DRTS [2025-12-31T20:20:44.212953] [DEBUG] [LOCAL ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt [2025-12-31T20:20:44.213007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:44.213040] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:44.213067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:44.213127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:44.270055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:44.270992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:44.271078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:44.271113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:44.395284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:44.395446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:44.395486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:44.395516] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:44.399014] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=43.76%) [2025-12-31T20:20:44.399318] [INFO ] [FORECASTER] Completed predict_future for DRTS [2025-12-31T20:20:44.399445] [INFO ] [sig ] DRTS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:44.544182] [INFO ] [LOCAL ] Saved forecast: DRTS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DRTS.txt [2025-12-31T20:20:44.544336] [INFO ] [sig ] [985/3534] Completed DRTS in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:44.544377] [INFO ] [sig ] [986/3534] Forecasting DRUG... [2025-12-31T20:20:44.544406] [INFO ] [sig ] Generating forecast for: DRUG [2025-12-31T20:20:44.544435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'. [2025-12-31T20:20:44.557791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRUG'. [2025-12-31T20:20:44.558149] [INFO ] [FORECASTER] Starting predict_future for DRUG [2025-12-31T20:20:44.559170] [DEBUG] [LOCAL ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt [2025-12-31T20:20:44.559222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:44.559278] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:44.559307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:44.559365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:44.622717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:44.623613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:44.623703] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:44.623737] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:44.742301] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:44.742469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:44.742511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:44.742540] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:44.746070] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=43.62%) [2025-12-31T20:20:44.746359] [INFO ] [FORECASTER] Completed predict_future for DRUG [2025-12-31T20:20:44.746504] [INFO ] [sig ] DRUG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:44.887982] [INFO ] [LOCAL ] Saved forecast: DRUG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DRUG.txt [2025-12-31T20:20:44.888145] [INFO ] [sig ] [986/3534] Completed DRUG in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:44.888195] [INFO ] [sig ] [987/3534] Forecasting DRVN... [2025-12-31T20:20:44.888226] [INFO ] [sig ] Generating forecast for: DRVN [2025-12-31T20:20:44.888256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'. [2025-12-31T20:20:44.900242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DRVN'. [2025-12-31T20:20:44.900649] [INFO ] [FORECASTER] Starting predict_future for DRVN [2025-12-31T20:20:44.901599] [DEBUG] [LOCAL ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt [2025-12-31T20:20:44.901660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:44.901695] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:44.901724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:44.901789] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:44.960075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:44.960990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:44.961078] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:44.961113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:45.083997] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:45.084156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:45.084197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:45.084229] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:45.088427] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=74.39%) [2025-12-31T20:20:45.088763] [INFO ] [FORECASTER] Completed predict_future for DRVN [2025-12-31T20:20:45.088902] [INFO ] [sig ] DRVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:45.232725] [INFO ] [LOCAL ] Saved forecast: DRVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DRVN.txt [2025-12-31T20:20:45.232864] [INFO ] [sig ] [987/3534] Completed DRVN in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:45.232905] [INFO ] [sig ] [988/3534] Forecasting DSGN... [2025-12-31T20:20:45.232934] [INFO ] [sig ] Generating forecast for: DSGN [2025-12-31T20:20:45.232971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'. [2025-12-31T20:20:45.243963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGN'. [2025-12-31T20:20:45.244276] [INFO ] [FORECASTER] Starting predict_future for DSGN [2025-12-31T20:20:45.245132] [DEBUG] [LOCAL ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt [2025-12-31T20:20:45.245187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:45.245221] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:45.245250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:45.245309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:45.303267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:45.303949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:45.304028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:45.304062] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:45.426374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:45.426537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:45.426610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:45.426643] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:45.430176] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=33.01%) [2025-12-31T20:20:45.430495] [INFO ] [FORECASTER] Completed predict_future for DSGN [2025-12-31T20:20:45.430643] [INFO ] [sig ] DSGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:45.571843] [INFO ] [LOCAL ] Saved forecast: DSGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DSGN.txt [2025-12-31T20:20:45.571974] [INFO ] [sig ] [988/3534] Completed DSGN in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:45.572012] [INFO ] [sig ] [989/3534] Forecasting DSGX... [2025-12-31T20:20:45.572043] [INFO ] [sig ] Generating forecast for: DSGX [2025-12-31T20:20:45.572073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'. [2025-12-31T20:20:45.583478] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSGX'. [2025-12-31T20:20:45.583834] [INFO ] [FORECASTER] Starting predict_future for DSGX [2025-12-31T20:20:45.584648] [DEBUG] [LOCAL ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt [2025-12-31T20:20:45.584700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:45.584735] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:45.584762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:45.584822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:45.641834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:45.642663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:45.642780] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:45.642827] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:45.765017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:45.765213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:45.765256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:45.765286] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:45.769074] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=95.81%) [2025-12-31T20:20:45.769473] [INFO ] [FORECASTER] Completed predict_future for DSGX [2025-12-31T20:20:45.769651] [INFO ] [sig ] DSGX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:45.911727] [INFO ] [LOCAL ] Saved forecast: DSGX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DSGX.txt [2025-12-31T20:20:45.911869] [INFO ] [sig ] [989/3534] Completed DSGX in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:45.911924] [INFO ] [sig ] [990/3534] Forecasting DSL... [2025-12-31T20:20:45.911957] [INFO ] [sig ] Generating forecast for: DSL [2025-12-31T20:20:45.911988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-12-31T20:20:45.923975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSL'. [2025-12-31T20:20:45.924289] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-12-31T20:20:45.925151] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-12-31T20:20:45.925207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:45.925242] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:45.925272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:45.925336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:45.983482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:45.984481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:45.984614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:45.984655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:46.107511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:46.107683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:46.107726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:46.107757] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:46.111316] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=18.66%) [2025-12-31T20:20:46.111648] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-12-31T20:20:46.111777] [INFO ] [sig ] DSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:46.255851] [INFO ] [LOCAL ] Saved forecast: DSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DSL.txt [2025-12-31T20:20:46.256040] [INFO ] [sig ] [990/3534] Completed DSL in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:46.256083] [INFO ] [sig ] [991/3534] Forecasting DSM... [2025-12-31T20:20:46.256115] [INFO ] [sig ] Generating forecast for: DSM [2025-12-31T20:20:46.256149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'. [2025-12-31T20:20:46.267609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSM'. [2025-12-31T20:20:46.267975] [INFO ] [FORECASTER] Starting predict_future for DSM [2025-12-31T20:20:46.268847] [DEBUG] [LOCAL ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt [2025-12-31T20:20:46.268901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:46.268934] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:46.268962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:46.269022] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:46.328284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:46.329146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:46.329231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:46.329291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:46.450260] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:46.450416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:46.450458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:46.450506] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:46.454071] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=75.38%) [2025-12-31T20:20:46.454378] [INFO ] [FORECASTER] Completed predict_future for DSM [2025-12-31T20:20:46.454511] [INFO ] [sig ] DSM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:46.603833] [INFO ] [LOCAL ] Saved forecast: DSM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DSM.txt [2025-12-31T20:20:46.604011] [INFO ] [sig ] [991/3534] Completed DSM in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:46.604054] [INFO ] [sig ] [992/3534] Forecasting DSP... [2025-12-31T20:20:46.604086] [INFO ] [sig ] Generating forecast for: DSP [2025-12-31T20:20:46.604123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'. [2025-12-31T20:20:46.616078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSP'. [2025-12-31T20:20:46.616491] [INFO ] [FORECASTER] Starting predict_future for DSP [2025-12-31T20:20:46.617376] [DEBUG] [LOCAL ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt [2025-12-31T20:20:46.617431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:46.617465] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:46.617492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:46.617551] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:46.675823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:46.676742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:46.676825] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:46.676859] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:46.803130] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:46.803293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:46.803335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:46.803366] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:46.806928] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=6.10%) [2025-12-31T20:20:46.807239] [INFO ] [FORECASTER] Completed predict_future for DSP [2025-12-31T20:20:46.807376] [INFO ] [sig ] DSP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:46.949719] [INFO ] [LOCAL ] Saved forecast: DSP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DSP.txt [2025-12-31T20:20:46.949918] [INFO ] [sig ] [992/3534] Completed DSP in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:46.949962] [INFO ] [sig ] [993/3534] Forecasting DSX... [2025-12-31T20:20:46.949993] [INFO ] [sig ] Generating forecast for: DSX [2025-12-31T20:20:46.950025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-12-31T20:20:46.962029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DSX'. [2025-12-31T20:20:46.962443] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-12-31T20:20:46.963321] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-12-31T20:20:46.963376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:46.963416] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:46.963450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:46.963522] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:47.021615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:47.022492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:47.022596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:47.022635] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:47.144033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:47.144196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:47.144238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:47.144268] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:47.147823] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=89.53%) [2025-12-31T20:20:47.148127] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-12-31T20:20:47.148273] [INFO ] [sig ] DSX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:47.313655] [INFO ] [LOCAL ] Saved forecast: DSX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DSX.txt [2025-12-31T20:20:47.313814] [INFO ] [sig ] [993/3534] Completed DSX in 0.4s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:47.313856] [INFO ] [sig ] [994/3534] Forecasting DTB... [2025-12-31T20:20:47.313886] [INFO ] [sig ] Generating forecast for: DTB [2025-12-31T20:20:47.313918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-12-31T20:20:47.332760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTB'. [2025-12-31T20:20:47.333121] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-12-31T20:20:47.333995] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-12-31T20:20:47.334049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:47.334081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:47.334107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:47.334165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:47.391909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:47.392772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:47.392857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:47.392890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:47.513430] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:47.513614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:47.513660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:47.513689] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:47.517267] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=53.09%) [2025-12-31T20:20:47.517565] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-12-31T20:20:47.517712] [INFO ] [sig ] DTB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:47.658115] [INFO ] [LOCAL ] Saved forecast: DTB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DTB.txt [2025-12-31T20:20:47.658267] [INFO ] [sig ] [994/3534] Completed DTB in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:47.658309] [INFO ] [sig ] [995/3534] Forecasting DTE... [2025-12-31T20:20:47.658342] [INFO ] [sig ] Generating forecast for: DTE [2025-12-31T20:20:47.658379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-12-31T20:20:47.671032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTE'. [2025-12-31T20:20:47.671377] [INFO ] [FORECASTER] Starting predict_future for DTE [2025-12-31T20:20:47.672241] [DEBUG] [LOCAL ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt [2025-12-31T20:20:47.672296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:47.672333] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:47.672369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:47.672442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:47.730878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:47.731778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:47.731864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:47.731899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:47.855288] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:47.855445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:47.855492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:47.855523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:47.859069] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=95.76%) [2025-12-31T20:20:47.859374] [INFO ] [FORECASTER] Completed predict_future for DTE [2025-12-31T20:20:47.859502] [INFO ] [sig ] DTE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:48.000993] [INFO ] [LOCAL ] Saved forecast: DTE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DTE.txt [2025-12-31T20:20:48.001152] [INFO ] [sig ] [995/3534] Completed DTE in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:48.001194] [INFO ] [sig ] [996/3534] Forecasting DTG... [2025-12-31T20:20:48.001224] [INFO ] [sig ] Generating forecast for: DTG [2025-12-31T20:20:48.001256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-12-31T20:20:48.012796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTG'. [2025-12-31T20:20:48.013083] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-12-31T20:20:48.013869] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-12-31T20:20:48.013920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:48.013978] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:48.014006] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:48.014065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:48.071900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:48.072620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:48.072698] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:48.072731] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:48.188902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:48.189056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:48.189096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:48.189125] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:48.192589] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=94.47%) [2025-12-31T20:20:48.192860] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-12-31T20:20:48.192981] [INFO ] [sig ] DTG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:48.335950] [INFO ] [LOCAL ] Saved forecast: DTG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DTG.txt [2025-12-31T20:20:48.336099] [INFO ] [sig ] [996/3534] Completed DTG in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:48.336142] [INFO ] [sig ] [997/3534] Forecasting DTIL... [2025-12-31T20:20:48.336171] [INFO ] [sig ] Generating forecast for: DTIL [2025-12-31T20:20:48.336201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'. [2025-12-31T20:20:48.348382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTIL'. [2025-12-31T20:20:48.348921] [INFO ] [FORECASTER] Starting predict_future for DTIL [2025-12-31T20:20:48.349732] [DEBUG] [LOCAL ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt [2025-12-31T20:20:48.349794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:48.349826] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:48.349852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:48.349908] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:48.411784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:48.412421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:48.412499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:48.412530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:48.532068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:48.532217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:48.532257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:48.532284] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:48.536284] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-12-31T20:20:48.536557] [INFO ] [FORECASTER] Completed predict_future for DTIL [2025-12-31T20:20:48.536706] [INFO ] [sig ] DTIL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:48.682252] [INFO ] [LOCAL ] Saved forecast: DTIL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DTIL.txt [2025-12-31T20:20:48.682381] [INFO ] [sig ] [997/3534] Completed DTIL in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:48.682420] [INFO ] [sig ] [998/3534] Forecasting DTM... [2025-12-31T20:20:48.682450] [INFO ] [sig ] Generating forecast for: DTM [2025-12-31T20:20:48.682480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-12-31T20:20:48.693566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DTM'. [2025-12-31T20:20:48.693880] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-12-31T20:20:48.694685] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-12-31T20:20:48.694737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:48.694769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:48.694796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:48.694854] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:48.758201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:48.759200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:48.759310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:48.759345] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:48.890069] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:48.890218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:48.890259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:48.890287] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:48.894227] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=63.36%) [2025-12-31T20:20:48.894494] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-12-31T20:20:48.894803] [INFO ] [sig ] DTM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:49.044245] [INFO ] [LOCAL ] Saved forecast: DTM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DTM.txt [2025-12-31T20:20:49.044395] [INFO ] [sig ] [998/3534] Completed DTM in 0.4s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:49.044443] [INFO ] [sig ] [999/3534] Forecasting DUK... [2025-12-31T20:20:49.044480] [INFO ] [sig ] Generating forecast for: DUK [2025-12-31T20:20:49.044518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-12-31T20:20:49.057509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUK'. [2025-12-31T20:20:49.058011] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-12-31T20:20:49.058810] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-12-31T20:20:49.058863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:49.058895] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:49.058921] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:49.058980] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:49.123111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:49.123916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:49.123999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:49.124032] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:49.241333] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:49.241482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:49.241523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:49.241598] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:49.245038] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=67.09%) [2025-12-31T20:20:49.245313] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-12-31T20:20:49.245439] [INFO ] [sig ] DUK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:49.388060] [INFO ] [LOCAL ] Saved forecast: DUK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DUK.txt [2025-12-31T20:20:49.388194] [INFO ] [sig ] [999/3534] Completed DUK in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:49.388232] [INFO ] [sig ] [1000/3534] Forecasting DUKB... [2025-12-31T20:20:49.388261] [INFO ] [sig ] Generating forecast for: DUKB [2025-12-31T20:20:49.388292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-12-31T20:20:49.400917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUKB'. [2025-12-31T20:20:49.401205] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-12-31T20:20:49.402169] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-12-31T20:20:49.402222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:49.402254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:49.402280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:49.402338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:49.461338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:49.461999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:49.462079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:49.462112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:49.585413] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:49.585560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:49.585620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:49.585650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:49.589867] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=43.83%) [2025-12-31T20:20:49.590176] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-12-31T20:20:49.590306] [INFO ] [sig ] DUKB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:49.729846] [INFO ] [LOCAL ] Saved forecast: DUKB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DUKB.txt [2025-12-31T20:20:49.730016] [INFO ] [sig ] [1000/3534] Completed DUKB in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.6m [2025-12-31T20:20:49.730064] [INFO ] [sig ] [1001/3534] Forecasting DUOL... [2025-12-31T20:20:49.730096] [INFO ] [sig ] Generating forecast for: DUOL [2025-12-31T20:20:49.730126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'. [2025-12-31T20:20:49.742047] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DUOL'. [2025-12-31T20:20:49.742358] [INFO ] [FORECASTER] Starting predict_future for DUOL [2025-12-31T20:20:49.743142] [DEBUG] [LOCAL ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt [2025-12-31T20:20:49.743194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:49.743225] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:49.743252] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:49.743310] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:49.799445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:49.800088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:49.800164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:49.800196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:49.921799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:49.921953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:49.921993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:49.922022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:49.925380] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=7.57%) [2025-12-31T20:20:49.925685] [INFO ] [FORECASTER] Completed predict_future for DUOL [2025-12-31T20:20:49.925816] [INFO ] [sig ] DUOL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:50.069554] [INFO ] [LOCAL ] Saved forecast: DUOL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DUOL.txt [2025-12-31T20:20:50.069725] [INFO ] [sig ] [1001/3534] Completed DUOL in 0.3s | 2.90 sym/s | Total: 5.7m | ETA: 14.5m [2025-12-31T20:20:50.069766] [INFO ] [sig ] [1002/3534] Forecasting DVA... [2025-12-31T20:20:50.069794] [INFO ] [sig ] Generating forecast for: DVA [2025-12-31T20:20:50.069826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-12-31T20:20:50.081254] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVA'. [2025-12-31T20:20:50.081560] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-12-31T20:20:50.082355] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-12-31T20:20:50.082408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:50.082445] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:50.082473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:50.082531] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:50.138460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:50.139316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:50.139399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:50.139431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:50.264324] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:50.264483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:50.264526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:50.264555] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:50.268036] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=41.62%) [2025-12-31T20:20:50.268321] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-12-31T20:20:50.268466] [INFO ] [sig ] DVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:50.410621] [INFO ] [LOCAL ] Saved forecast: DVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DVA.txt [2025-12-31T20:20:50.410771] [INFO ] [sig ] [1002/3534] Completed DVA in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:50.410811] [INFO ] [sig ] [1003/3534] Forecasting DVAX... [2025-12-31T20:20:50.410840] [INFO ] [sig ] Generating forecast for: DVAX [2025-12-31T20:20:50.410870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'. [2025-12-31T20:20:50.422332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVAX'. [2025-12-31T20:20:50.422642] [INFO ] [FORECASTER] Starting predict_future for DVAX [2025-12-31T20:20:50.423394] [DEBUG] [LOCAL ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt [2025-12-31T20:20:50.423445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:50.423481] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:50.423507] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:50.423564] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:50.480483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:50.481218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:50.481295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:50.481327] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:50.602389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:50.602541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:50.602598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:50.602629] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:50.606010] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=10.88%) [2025-12-31T20:20:50.606287] [INFO ] [FORECASTER] Completed predict_future for DVAX [2025-12-31T20:20:50.606410] [INFO ] [sig ] DVAX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:50.749717] [INFO ] [LOCAL ] Saved forecast: DVAX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DVAX.txt [2025-12-31T20:20:50.749878] [INFO ] [sig ] [1003/3534] Completed DVAX in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:50.749919] [INFO ] [sig ] [1004/3534] Forecasting DVN... [2025-12-31T20:20:50.749947] [INFO ] [sig ] Generating forecast for: DVN [2025-12-31T20:20:50.749977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'. [2025-12-31T20:20:50.761746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DVN'. [2025-12-31T20:20:50.762040] [INFO ] [FORECASTER] Starting predict_future for DVN [2025-12-31T20:20:50.762865] [DEBUG] [LOCAL ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt [2025-12-31T20:20:50.762915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:50.762947] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:50.762974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:50.763031] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:50.821065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:50.821886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:50.821969] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:50.822002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:50.944666] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:50.944820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:50.944878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:50.944908] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:50.948356] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=1.81%) [2025-12-31T20:20:50.948653] [INFO ] [FORECASTER] Completed predict_future for DVN [2025-12-31T20:20:50.948778] [INFO ] [sig ] DVN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:51.090998] [INFO ] [LOCAL ] Saved forecast: DVN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DVN.txt [2025-12-31T20:20:51.091136] [INFO ] [sig ] [1004/3534] Completed DVN in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:51.091177] [INFO ] [sig ] [1005/3534] Forecasting DWAS... [2025-12-31T20:20:51.091207] [INFO ] [sig ] Generating forecast for: DWAS [2025-12-31T20:20:51.091237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'. [2025-12-31T20:20:51.102672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWAS'. [2025-12-31T20:20:51.102984] [INFO ] [FORECASTER] Starting predict_future for DWAS [2025-12-31T20:20:51.103979] [DEBUG] [LOCAL ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt [2025-12-31T20:20:51.104031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:51.104063] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:51.104090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:51.104147] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:51.162408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:51.163186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:51.163265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:51.163297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:51.282178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:51.282328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:51.282368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:51.282396] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:51.286319] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-12-31T20:20:51.286622] [INFO ] [FORECASTER] Completed predict_future for DWAS [2025-12-31T20:20:51.286749] [INFO ] [sig ] DWAS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:51.425977] [INFO ] [LOCAL ] Saved forecast: DWAS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DWAS.txt [2025-12-31T20:20:51.426106] [INFO ] [sig ] [1005/3534] Completed DWAS in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:51.426144] [INFO ] [sig ] [1006/3534] Forecasting DWSH... [2025-12-31T20:20:51.426175] [INFO ] [sig ] Generating forecast for: DWSH [2025-12-31T20:20:51.426205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'. [2025-12-31T20:20:51.436265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DWSH'. [2025-12-31T20:20:51.436589] [INFO ] [FORECASTER] Starting predict_future for DWSH [2025-12-31T20:20:51.437346] [DEBUG] [LOCAL ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt [2025-12-31T20:20:51.437397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:51.437429] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:51.437456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:51.437513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:51.494882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:51.495507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:51.495649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:51.495685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:51.601582] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:51.601735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:51.601776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:51.601805] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:51.605143] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=83.40%) [2025-12-31T20:20:51.605415] [INFO ] [FORECASTER] Completed predict_future for DWSH [2025-12-31T20:20:51.605536] [INFO ] [sig ] DWSH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:51.744460] [INFO ] [LOCAL ] Saved forecast: DWSH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DWSH.txt [2025-12-31T20:20:51.744610] [INFO ] [sig ] [1006/3534] Completed DWSH in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:51.744651] [INFO ] [sig ] [1007/3534] Forecasting DX... [2025-12-31T20:20:51.744681] [INFO ] [sig ] Generating forecast for: DX [2025-12-31T20:20:51.744712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'. [2025-12-31T20:20:51.755891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DX'. [2025-12-31T20:20:51.756192] [INFO ] [FORECASTER] Starting predict_future for DX [2025-12-31T20:20:51.756983] [DEBUG] [LOCAL ] No optimal features file found for DX: ./output/feature-sets/DX.txt [2025-12-31T20:20:51.757033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:51.757065] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:51.757090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:51.757146] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:51.816280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:51.817274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:51.817356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:51.817389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:51.937654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:51.937809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:51.937849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:51.937879] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:51.941401] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=28.51%) [2025-12-31T20:20:51.941696] [INFO ] [FORECASTER] Completed predict_future for DX [2025-12-31T20:20:51.941818] [INFO ] [sig ] DX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:52.084307] [INFO ] [LOCAL ] Saved forecast: DX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DX.txt [2025-12-31T20:20:52.084453] [INFO ] [sig ] [1007/3534] Completed DX in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:52.084497] [INFO ] [sig ] [1008/3534] Forecasting DXC... [2025-12-31T20:20:52.084527] [INFO ] [sig ] Generating forecast for: DXC [2025-12-31T20:20:52.084556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-12-31T20:20:52.095956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXC'. [2025-12-31T20:20:52.096269] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-12-31T20:20:52.097042] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-12-31T20:20:52.097094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:52.097137] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:52.097165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:52.097223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:52.154513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:52.155356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:52.155442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:52.155476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:52.277047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:52.277210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:52.277251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:52.277280] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:52.280837] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=20.44%) [2025-12-31T20:20:52.281124] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-12-31T20:20:52.281249] [INFO ] [sig ] DXC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:52.420606] [INFO ] [LOCAL ] Saved forecast: DXC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DXC.txt [2025-12-31T20:20:52.420741] [INFO ] [sig ] [1008/3534] Completed DXC in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:52.420780] [INFO ] [sig ] [1009/3534] Forecasting DXCM... [2025-12-31T20:20:52.420810] [INFO ] [sig ] Generating forecast for: DXCM [2025-12-31T20:20:52.420852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'. [2025-12-31T20:20:52.432675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXCM'. [2025-12-31T20:20:52.432985] [INFO ] [FORECASTER] Starting predict_future for DXCM [2025-12-31T20:20:52.433778] [DEBUG] [LOCAL ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt [2025-12-31T20:20:52.433831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:52.433865] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:52.433891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:52.433949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:52.492366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:52.493110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:52.493192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:52.493225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:52.617441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:52.617627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:52.617673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:52.617704] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:52.621179] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=18.92%) [2025-12-31T20:20:52.621460] [INFO ] [FORECASTER] Completed predict_future for DXCM [2025-12-31T20:20:52.621607] [INFO ] [sig ] DXCM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:52.761417] [INFO ] [LOCAL ] Saved forecast: DXCM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DXCM.txt [2025-12-31T20:20:52.761613] [INFO ] [sig ] [1009/3534] Completed DXCM in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:52.761659] [INFO ] [sig ] [1010/3534] Forecasting DXPE... [2025-12-31T20:20:52.761697] [INFO ] [sig ] Generating forecast for: DXPE [2025-12-31T20:20:52.761728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'. [2025-12-31T20:20:52.772878] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DXPE'. [2025-12-31T20:20:52.773194] [INFO ] [FORECASTER] Starting predict_future for DXPE [2025-12-31T20:20:52.773971] [DEBUG] [LOCAL ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt [2025-12-31T20:20:52.774022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:52.774064] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:52.774091] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:52.774149] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:52.830952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:52.831667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:52.831750] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:52.831782] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:52.951715] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:52.952062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:52.952100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:52.952130] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:52.955670] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=71.37%) [2025-12-31T20:20:52.956110] [INFO ] [FORECASTER] Completed predict_future for DXPE [2025-12-31T20:20:52.956232] [INFO ] [sig ] DXPE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:53.098874] [INFO ] [LOCAL ] Saved forecast: DXPE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DXPE.txt [2025-12-31T20:20:53.099045] [INFO ] [sig ] [1010/3534] Completed DXPE in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:53.099086] [INFO ] [sig ] [1011/3534] Forecasting DY... [2025-12-31T20:20:53.099117] [INFO ] [sig ] Generating forecast for: DY [2025-12-31T20:20:53.099149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-12-31T20:20:53.111604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DY'. [2025-12-31T20:20:53.112034] [INFO ] [FORECASTER] Starting predict_future for DY [2025-12-31T20:20:53.113031] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-12-31T20:20:53.113107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:53.113143] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:53.113171] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:53.113240] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:53.172956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:53.173849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:53.173933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:53.173967] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:53.296455] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:53.296625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:53.296668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:53.296698] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:53.300083] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=66.76%) [2025-12-31T20:20:53.300360] [INFO ] [FORECASTER] Completed predict_future for DY [2025-12-31T20:20:53.300485] [INFO ] [sig ] DY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:53.441125] [INFO ] [LOCAL ] Saved forecast: DY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/DY.txt [2025-12-31T20:20:53.441257] [INFO ] [sig ] [1011/3534] Completed DY in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:53.441299] [INFO ] [sig ] [1012/3534] Forecasting DYN... [2025-12-31T20:20:53.441329] [INFO ] [sig ] Generating forecast for: DYN [2025-12-31T20:20:53.441365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'. [2025-12-31T20:20:53.463236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'DYN'. [2025-12-31T20:20:53.463591] [INFO ] [FORECASTER] Starting predict_future for DYN [2025-12-31T20:20:53.464364] [DEBUG] [LOCAL ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt [2025-12-31T20:20:53.464418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:53.464452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:53.464480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:53.464539] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:53.522841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:53.523546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:53.523643] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:53.523678] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:53.647294] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:53.647449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:53.647489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:53.647518] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:53.650906] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=31.20%) [2025-12-31T20:20:53.651176] [INFO ] [FORECASTER] Completed predict_future for DYN [2025-12-31T20:20:53.651298] [INFO ] [sig ] DYN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:53.791183] [INFO ] [LOCAL ] Saved forecast: DYN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/DYN.txt [2025-12-31T20:20:53.791313] [INFO ] [sig ] [1012/3534] Completed DYN in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:53.791351] [INFO ] [sig ] [1013/3534] Forecasting E... [2025-12-31T20:20:53.791381] [INFO ] [sig ] Generating forecast for: E [2025-12-31T20:20:53.791412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-12-31T20:20:53.802590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'E'. [2025-12-31T20:20:53.802901] [INFO ] [FORECASTER] Starting predict_future for E [2025-12-31T20:20:53.803682] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-12-31T20:20:53.803734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:53.803791] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:53.803820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:53.803878] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:53.863402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:53.864226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:53.864306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:53.864338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:53.984673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:53.984829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:53.984869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:53.984901] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:53.988610] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=88.92%) [2025-12-31T20:20:53.988916] [INFO ] [FORECASTER] Completed predict_future for E [2025-12-31T20:20:53.989056] [INFO ] [sig ] E: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:54.127863] [INFO ] [LOCAL ] Saved forecast: E 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/E.txt [2025-12-31T20:20:54.128020] [INFO ] [sig ] [1013/3534] Completed E in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:54.128061] [INFO ] [sig ] [1014/3534] Forecasting EA... [2025-12-31T20:20:54.128093] [INFO ] [sig ] Generating forecast for: EA [2025-12-31T20:20:54.128123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'. [2025-12-31T20:20:54.141150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EA'. [2025-12-31T20:20:54.141541] [INFO ] [FORECASTER] Starting predict_future for EA [2025-12-31T20:20:54.142520] [DEBUG] [LOCAL ] No optimal features file found for EA: ./output/feature-sets/EA.txt [2025-12-31T20:20:54.142590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:54.142625] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:54.142651] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:54.142885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:54.199443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:54.200311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:54.200412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:54.200444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:54.325144] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:54.325285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:54.325327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:54.325355] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:54.328682] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-12-31T20:20:54.328949] [INFO ] [FORECASTER] Completed predict_future for EA [2025-12-31T20:20:54.329071] [INFO ] [sig ] EA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:54.467181] [INFO ] [LOCAL ] Saved forecast: EA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EA.txt [2025-12-31T20:20:54.467299] [INFO ] [sig ] [1014/3534] Completed EA in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:54.467337] [INFO ] [sig ] [1015/3534] Forecasting EAF... [2025-12-31T20:20:54.467367] [INFO ] [sig ] Generating forecast for: EAF [2025-12-31T20:20:54.467397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-12-31T20:20:54.478867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAF'. [2025-12-31T20:20:54.479157] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-12-31T20:20:54.479951] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-12-31T20:20:54.480002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:54.480034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:54.480060] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:54.480117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:54.536183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:54.536906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:54.536983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:54.537015] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:54.656312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:54.656473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:54.656514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:54.656543] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:54.659987] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=44.70%) [2025-12-31T20:20:54.660284] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-12-31T20:20:54.660415] [INFO ] [sig ] EAF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:54.802679] [INFO ] [LOCAL ] Saved forecast: EAF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EAF.txt [2025-12-31T20:20:54.802829] [INFO ] [sig ] [1015/3534] Completed EAF in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:54.802869] [INFO ] [sig ] [1016/3534] Forecasting EAI... [2025-12-31T20:20:54.802899] [INFO ] [sig ] Generating forecast for: EAI [2025-12-31T20:20:54.802930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-12-31T20:20:54.813613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EAI'. [2025-12-31T20:20:54.813902] [INFO ] [FORECASTER] Starting predict_future for EAI [2025-12-31T20:20:54.814706] [DEBUG] [LOCAL ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt [2025-12-31T20:20:54.814758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:54.814790] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:54.814817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:54.814874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:54.875276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:54.876150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:54.876240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:54.876275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:54.992560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:54.992741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:54.992785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:54.992815] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:54.996266] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=92.35%) [2025-12-31T20:20:54.996552] [INFO ] [FORECASTER] Completed predict_future for EAI [2025-12-31T20:20:54.996703] [INFO ] [sig ] EAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:55.141333] [INFO ] [LOCAL ] Saved forecast: EAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EAI.txt [2025-12-31T20:20:55.141477] [INFO ] [sig ] [1016/3534] Completed EAI in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:55.141519] [INFO ] [sig ] [1017/3534] Forecasting EARN... [2025-12-31T20:20:55.141548] [INFO ] [sig ] Generating forecast for: EARN [2025-12-31T20:20:55.141596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-12-31T20:20:55.153126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EARN'. [2025-12-31T20:20:55.153433] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-12-31T20:20:55.154226] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-12-31T20:20:55.154279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:55.154313] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:55.154341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:55.154399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:55.211977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:55.212686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:55.212966] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:55.213000] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:55.337755] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:55.337919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:55.337962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:55.337991] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:55.341594] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=75.70%) [2025-12-31T20:20:55.342028] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-12-31T20:20:55.342154] [INFO ] [sig ] EARN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:55.485748] [INFO ] [LOCAL ] Saved forecast: EARN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EARN.txt [2025-12-31T20:20:55.485875] [INFO ] [sig ] [1017/3534] Completed EARN in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.5m [2025-12-31T20:20:55.485913] [INFO ] [sig ] [1018/3534] Forecasting EB... [2025-12-31T20:20:55.485943] [INFO ] [sig ] Generating forecast for: EB [2025-12-31T20:20:55.485973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-12-31T20:20:55.497354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EB'. [2025-12-31T20:20:55.497676] [INFO ] [FORECASTER] Starting predict_future for EB [2025-12-31T20:20:55.498454] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-12-31T20:20:55.498508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:55.498540] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:55.498566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:55.498644] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:55.556417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:55.557131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:55.557209] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:55.557242] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:55.680970] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:55.681119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:55.681159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:55.681187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:55.684497] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=55.11%) [2025-12-31T20:20:55.684781] [INFO ] [FORECASTER] Completed predict_future for EB [2025-12-31T20:20:55.684903] [INFO ] [sig ] EB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:55.828318] [INFO ] [LOCAL ] Saved forecast: EB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EB.txt [2025-12-31T20:20:55.828475] [INFO ] [sig ] [1018/3534] Completed EB in 0.3s | 2.90 sym/s | Total: 5.8m | ETA: 14.4m [2025-12-31T20:20:55.828515] [INFO ] [sig ] [1019/3534] Forecasting EBAY... [2025-12-31T20:20:55.828545] [INFO ] [sig ] Generating forecast for: EBAY [2025-12-31T20:20:55.828593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'. [2025-12-31T20:20:55.840008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBAY'. [2025-12-31T20:20:55.840309] [INFO ] [FORECASTER] Starting predict_future for EBAY [2025-12-31T20:20:55.841150] [DEBUG] [LOCAL ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt [2025-12-31T20:20:55.841214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:55.841262] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:55.841292] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:55.841352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:55.898670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:55.899429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:55.899512] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:55.899548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:56.025813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:56.025964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:56.026004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:56.026032] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:56.029544] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: UP (p=98.82%) [2025-12-31T20:20:56.029882] [INFO ] [FORECASTER] Completed predict_future for EBAY [2025-12-31T20:20:56.030017] [INFO ] [sig ] EBAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:56.169010] [INFO ] [LOCAL ] Saved forecast: EBAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EBAY.txt [2025-12-31T20:20:56.169145] [INFO ] [sig ] [1019/3534] Completed EBAY in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:56.169184] [INFO ] [sig ] [1020/3534] Forecasting EBC... [2025-12-31T20:20:56.169214] [INFO ] [sig ] Generating forecast for: EBC [2025-12-31T20:20:56.169244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'. [2025-12-31T20:20:56.181045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBC'. [2025-12-31T20:20:56.181352] [INFO ] [FORECASTER] Starting predict_future for EBC [2025-12-31T20:20:56.182191] [DEBUG] [LOCAL ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt [2025-12-31T20:20:56.182247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:56.182279] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:56.182308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:56.182367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:56.241462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:56.242318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:56.242402] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:56.242436] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:56.364943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:56.365110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:56.365151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:56.365181] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:56.369467] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=11.04%) [2025-12-31T20:20:56.369818] [INFO ] [FORECASTER] Completed predict_future for EBC [2025-12-31T20:20:56.370160] [INFO ] [sig ] EBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:56.519160] [INFO ] [LOCAL ] Saved forecast: EBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EBC.txt [2025-12-31T20:20:56.519339] [INFO ] [sig ] [1020/3534] Completed EBC in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:56.519385] [INFO ] [sig ] [1021/3534] Forecasting EBF... [2025-12-31T20:20:56.519416] [INFO ] [sig ] Generating forecast for: EBF [2025-12-31T20:20:56.519449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-12-31T20:20:56.531021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBF'. [2025-12-31T20:20:56.531344] [INFO ] [FORECASTER] Starting predict_future for EBF [2025-12-31T20:20:56.532149] [DEBUG] [LOCAL ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt [2025-12-31T20:20:56.532203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:56.532249] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:56.532279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:56.532338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:56.591900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:56.592654] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:56.592735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:56.592769] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:56.716979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:56.717133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:56.717172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:56.717203] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:56.720565] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-12-31T20:20:56.720862] [INFO ] [FORECASTER] Completed predict_future for EBF [2025-12-31T20:20:56.720983] [INFO ] [sig ] EBF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:56.861735] [INFO ] [LOCAL ] Saved forecast: EBF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EBF.txt [2025-12-31T20:20:56.861881] [INFO ] [sig ] [1021/3534] Completed EBF in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:56.861921] [INFO ] [sig ] [1022/3534] Forecasting EBON... [2025-12-31T20:20:56.861950] [INFO ] [sig ] Generating forecast for: EBON [2025-12-31T20:20:56.861979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'. [2025-12-31T20:20:56.872308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBON'. [2025-12-31T20:20:56.872639] [INFO ] [FORECASTER] Starting predict_future for EBON [2025-12-31T20:20:56.873390] [DEBUG] [LOCAL ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt [2025-12-31T20:20:56.873441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:56.873473] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:56.873499] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:56.873557] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:56.932289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:56.933097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:56.933180] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:56.933214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:57.036298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:57.036451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:57.036492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:57.036523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:57.040014] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=15.07%) [2025-12-31T20:20:57.040297] [INFO ] [FORECASTER] Completed predict_future for EBON [2025-12-31T20:20:57.040426] [INFO ] [sig ] EBON: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:57.180866] [INFO ] [LOCAL ] Saved forecast: EBON 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EBON.txt [2025-12-31T20:20:57.181000] [INFO ] [sig ] [1022/3534] Completed EBON in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:57.181039] [INFO ] [sig ] [1023/3534] Forecasting EBS... [2025-12-31T20:20:57.181069] [INFO ] [sig ] Generating forecast for: EBS [2025-12-31T20:20:57.181100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-12-31T20:20:57.192130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EBS'. [2025-12-31T20:20:57.192436] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-12-31T20:20:57.193235] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-12-31T20:20:57.193288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:57.193321] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:57.193349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:57.193407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:57.253366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:57.254250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:57.254364] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:57.254399] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:57.381114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:57.381268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:57.381311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:57.381343] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:57.385371] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=90.15%) [2025-12-31T20:20:57.385670] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-12-31T20:20:57.385799] [INFO ] [sig ] EBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:57.525797] [INFO ] [LOCAL ] Saved forecast: EBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EBS.txt [2025-12-31T20:20:57.525920] [INFO ] [sig ] [1023/3534] Completed EBS in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:57.525960] [INFO ] [sig ] [1024/3534] Forecasting EC... [2025-12-31T20:20:57.525991] [INFO ] [sig ] Generating forecast for: EC [2025-12-31T20:20:57.526021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-12-31T20:20:57.537630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EC'. [2025-12-31T20:20:57.538010] [INFO ] [FORECASTER] Starting predict_future for EC [2025-12-31T20:20:57.538846] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-12-31T20:20:57.538900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:57.538934] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:57.538962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:57.539050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:57.598065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:57.598880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:57.598962] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:57.599003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:57.724793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:57.724943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:57.724985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:57.725015] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:57.728453] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=1.98%) [2025-12-31T20:20:57.728746] [INFO ] [FORECASTER] Completed predict_future for EC [2025-12-31T20:20:57.728873] [INFO ] [sig ] EC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:57.868169] [INFO ] [LOCAL ] Saved forecast: EC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EC.txt [2025-12-31T20:20:57.868308] [INFO ] [sig ] [1024/3534] Completed EC in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:57.868353] [INFO ] [sig ] [1025/3534] Forecasting ECC... [2025-12-31T20:20:57.868385] [INFO ] [sig ] Generating forecast for: ECC [2025-12-31T20:20:57.868416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-12-31T20:20:57.879213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECC'. [2025-12-31T20:20:57.879542] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-12-31T20:20:57.880358] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-12-31T20:20:57.880409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:57.880441] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:57.880468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:57.880525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:57.937250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:57.937918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:57.937996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:57.938028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:58.055221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:58.055368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:58.055408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:58.055437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:58.058759] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=53.23%) [2025-12-31T20:20:58.059025] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-12-31T20:20:58.059148] [INFO ] [sig ] ECC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:58.198116] [INFO ] [LOCAL ] Saved forecast: ECC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ECC.txt [2025-12-31T20:20:58.198254] [INFO ] [sig ] [1025/3534] Completed ECC in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:58.198295] [INFO ] [sig ] [1026/3534] Forecasting ECL... [2025-12-31T20:20:58.198327] [INFO ] [sig ] Generating forecast for: ECL [2025-12-31T20:20:58.198358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-12-31T20:20:58.209634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECL'. [2025-12-31T20:20:58.209932] [INFO ] [FORECASTER] Starting predict_future for ECL [2025-12-31T20:20:58.210802] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-12-31T20:20:58.210858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:58.210893] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:58.210922] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:58.210995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:58.271451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:58.272302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:58.272385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:58.272419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:58.393093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:58.393235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:58.393275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:58.393304] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:58.396702] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: DOWN (p=15.46%) [2025-12-31T20:20:58.396971] [INFO ] [FORECASTER] Completed predict_future for ECL [2025-12-31T20:20:58.397092] [INFO ] [sig ] ECL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:58.542052] [INFO ] [LOCAL ] Saved forecast: ECL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ECL.txt [2025-12-31T20:20:58.542234] [INFO ] [sig ] [1026/3534] Completed ECL in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:58.542278] [INFO ] [sig ] [1027/3534] Forecasting ECPG... [2025-12-31T20:20:58.542309] [INFO ] [sig ] Generating forecast for: ECPG [2025-12-31T20:20:58.542341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'. [2025-12-31T20:20:58.554200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECPG'. [2025-12-31T20:20:58.554538] [INFO ] [FORECASTER] Starting predict_future for ECPG [2025-12-31T20:20:58.555373] [DEBUG] [LOCAL ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt [2025-12-31T20:20:58.555432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:58.555466] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:58.555495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:58.555555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:58.616624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:58.617382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:58.617465] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:58.617499] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:58.746824] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:58.746989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:58.747039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:58.747071] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:58.750744] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=69.49%) [2025-12-31T20:20:58.751091] [INFO ] [FORECASTER] Completed predict_future for ECPG [2025-12-31T20:20:58.751233] [INFO ] [sig ] ECPG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:20:58.902557] [INFO ] [LOCAL ] Saved forecast: ECPG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ECPG.txt [2025-12-31T20:20:58.902729] [INFO ] [sig ] [1027/3534] Completed ECPG in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:58.902771] [INFO ] [sig ] [1028/3534] Forecasting ECX... [2025-12-31T20:20:58.902803] [INFO ] [sig ] Generating forecast for: ECX [2025-12-31T20:20:58.902835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'. [2025-12-31T20:20:58.914084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ECX'. [2025-12-31T20:20:58.914438] [INFO ] [FORECASTER] Starting predict_future for ECX [2025-12-31T20:20:58.915237] [DEBUG] [LOCAL ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt [2025-12-31T20:20:58.915288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:58.915319] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:58.915346] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:58.915402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:58.971545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:58.972353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:58.972437] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:58.972472] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:59.090441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:59.090613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:59.090655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:59.090703] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:59.094136] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=5.68%) [2025-12-31T20:20:59.094414] [INFO ] [FORECASTER] Completed predict_future for ECX [2025-12-31T20:20:59.094540] [INFO ] [sig ] ECX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:59.237026] [INFO ] [LOCAL ] Saved forecast: ECX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ECX.txt [2025-12-31T20:20:59.237181] [INFO ] [sig ] [1028/3534] Completed ECX in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:59.237220] [INFO ] [sig ] [1029/3534] Forecasting ED... [2025-12-31T20:20:59.237250] [INFO ] [sig ] Generating forecast for: ED [2025-12-31T20:20:59.237282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-12-31T20:20:59.250253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ED'. [2025-12-31T20:20:59.250544] [INFO ] [FORECASTER] Starting predict_future for ED [2025-12-31T20:20:59.251320] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-12-31T20:20:59.251372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:59.251404] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:59.251431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:59.251489] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:59.307697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:59.308401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:59.308480] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:59.308513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:59.428496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:59.428685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:59.428727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:59.428758] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:59.432269] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=17.34%) [2025-12-31T20:20:59.432549] [INFO ] [FORECASTER] Completed predict_future for ED [2025-12-31T20:20:59.432697] [INFO ] [sig ] ED: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:59.573431] [INFO ] [LOCAL ] Saved forecast: ED 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ED.txt [2025-12-31T20:20:59.573607] [INFO ] [sig ] [1029/3534] Completed ED in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:59.573651] [INFO ] [sig ] [1030/3534] Forecasting EDAP... [2025-12-31T20:20:59.573683] [INFO ] [sig ] Generating forecast for: EDAP [2025-12-31T20:20:59.573714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'. [2025-12-31T20:20:59.585008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDAP'. [2025-12-31T20:20:59.585316] [INFO ] [FORECASTER] Starting predict_future for EDAP [2025-12-31T20:20:59.586122] [DEBUG] [LOCAL ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt [2025-12-31T20:20:59.586176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:59.586233] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:59.586264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:59.586324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:59.644298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:59.645204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:59.645294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:59.645345] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:20:59.760239] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:20:59.760400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:20:59.760442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:20:59.760471] [INFO ] [FORECASTER] Training complete [2025-12-31T20:20:59.764258] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=11.51%) [2025-12-31T20:20:59.764557] [INFO ] [FORECASTER] Completed predict_future for EDAP [2025-12-31T20:20:59.764711] [INFO ] [sig ] EDAP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:20:59.907777] [INFO ] [LOCAL ] Saved forecast: EDAP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EDAP.txt [2025-12-31T20:20:59.907910] [INFO ] [sig ] [1030/3534] Completed EDAP in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:20:59.907949] [INFO ] [sig ] [1031/3534] Forecasting EDD... [2025-12-31T20:20:59.907980] [INFO ] [sig ] Generating forecast for: EDD [2025-12-31T20:20:59.908009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-12-31T20:20:59.922077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDD'. [2025-12-31T20:20:59.922371] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-12-31T20:20:59.923143] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-12-31T20:20:59.923194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:20:59.923226] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:20:59.923253] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:20:59.923311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:20:59.979547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:20:59.980450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:20:59.980529] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:20:59.980561] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:00.104625] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:00.104800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:00.104846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:00.104876] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:00.108403] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=89.92%) [2025-12-31T20:21:00.108701] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-12-31T20:21:00.108830] [INFO ] [sig ] EDD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:00.256852] [INFO ] [LOCAL ] Saved forecast: EDD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EDD.txt [2025-12-31T20:21:00.257010] [INFO ] [sig ] [1031/3534] Completed EDD in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:21:00.257049] [INFO ] [sig ] [1032/3534] Forecasting EDF... [2025-12-31T20:21:00.257080] [INFO ] [sig ] Generating forecast for: EDF [2025-12-31T20:21:00.257110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-12-31T20:21:00.268413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDF'. [2025-12-31T20:21:00.268739] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-12-31T20:21:00.269544] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-12-31T20:21:00.269616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:00.269651] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:00.269679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:00.269750] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:00.330160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:00.331250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:00.331337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:00.331371] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:00.449847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:00.450016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:00.450060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:00.450089] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:00.453527] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=96.54%) [2025-12-31T20:21:00.453867] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-12-31T20:21:00.454000] [INFO ] [sig ] EDF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:00.603562] [INFO ] [LOCAL ] Saved forecast: EDF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EDF.txt [2025-12-31T20:21:00.603743] [INFO ] [sig ] [1032/3534] Completed EDF in 0.3s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:21:00.603784] [INFO ] [sig ] [1033/3534] Forecasting EDN... [2025-12-31T20:21:00.603815] [INFO ] [sig ] Generating forecast for: EDN [2025-12-31T20:21:00.603846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-12-31T20:21:00.616338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EDN'. [2025-12-31T20:21:00.616748] [INFO ] [FORECASTER] Starting predict_future for EDN [2025-12-31T20:21:00.617543] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-12-31T20:21:00.617616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:00.617652] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:00.617679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:00.617740] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:00.680111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:00.681054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:00.681157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:00.681193] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:00.820263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:00.820406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:00.820461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:00.820535] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:00.826313] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=0.72%) [2025-12-31T20:21:00.826851] [INFO ] [FORECASTER] Completed predict_future for EDN [2025-12-31T20:21:00.827053] [INFO ] [sig ] EDN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:00.985116] [INFO ] [LOCAL ] Saved forecast: EDN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EDN.txt [2025-12-31T20:21:00.985277] [INFO ] [sig ] [1033/3534] Completed EDN in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:21:00.985319] [INFO ] [sig ] [1034/3534] Forecasting EE... [2025-12-31T20:21:00.985349] [INFO ] [sig ] Generating forecast for: EE [2025-12-31T20:21:00.985380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'. [2025-12-31T20:21:00.997888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EE'. [2025-12-31T20:21:00.998282] [INFO ] [FORECASTER] Starting predict_future for EE [2025-12-31T20:21:00.999140] [DEBUG] [LOCAL ] No optimal features file found for EE: ./output/feature-sets/EE.txt [2025-12-31T20:21:00.999223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:00.999287] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:00.999318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:00.999377] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:01.058555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:01.059824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:01.059925] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:01.059971] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:01.198889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:01.199030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:01.199071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:01.199101] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:01.202830] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=81.19%) [2025-12-31T20:21:01.203363] [INFO ] [FORECASTER] Completed predict_future for EE [2025-12-31T20:21:01.203503] [INFO ] [sig ] EE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:01.350457] [INFO ] [LOCAL ] Saved forecast: EE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EE.txt [2025-12-31T20:21:01.350611] [INFO ] [sig ] [1034/3534] Completed EE in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:21:01.350654] [INFO ] [sig ] [1035/3534] Forecasting EEMA... [2025-12-31T20:21:01.350685] [INFO ] [sig ] Generating forecast for: EEMA [2025-12-31T20:21:01.350715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'. [2025-12-31T20:21:01.363375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEMA'. [2025-12-31T20:21:01.363777] [INFO ] [FORECASTER] Starting predict_future for EEMA [2025-12-31T20:21:01.364695] [DEBUG] [LOCAL ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt [2025-12-31T20:21:01.364765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:01.364808] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:01.364842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:01.364903] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:01.429393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:01.430496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:01.430606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:01.430644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:01.564082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:01.564253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:01.564294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:01.564324] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:01.567929] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=13.33%) [2025-12-31T20:21:01.568239] [INFO ] [FORECASTER] Completed predict_future for EEMA [2025-12-31T20:21:01.568372] [INFO ] [sig ] EEMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:01.725732] [INFO ] [LOCAL ] Saved forecast: EEMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EEMA.txt [2025-12-31T20:21:01.725895] [INFO ] [sig ] [1035/3534] Completed EEMA in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.4m [2025-12-31T20:21:01.725937] [INFO ] [sig ] [1036/3534] Forecasting EEX... [2025-12-31T20:21:01.725968] [INFO ] [sig ] Generating forecast for: EEX [2025-12-31T20:21:01.726000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-12-31T20:21:01.738888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EEX'. [2025-12-31T20:21:01.739336] [INFO ] [FORECASTER] Starting predict_future for EEX [2025-12-31T20:21:01.740229] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-12-31T20:21:01.740290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:01.740322] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:01.740350] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:01.740409] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:01.799300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:01.800240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:01.800352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:01.800387] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:01.924329] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:01.924497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:01.924536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:01.924564] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:01.928612] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=63.47%) [2025-12-31T20:21:01.929243] [INFO ] [FORECASTER] Completed predict_future for EEX [2025-12-31T20:21:01.929432] [INFO ] [sig ] EEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:02.081090] [INFO ] [LOCAL ] Saved forecast: EEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EEX.txt [2025-12-31T20:21:02.081244] [INFO ] [sig ] [1036/3534] Completed EEX in 0.4s | 2.90 sym/s | Total: 5.9m | ETA: 14.3m [2025-12-31T20:21:02.081286] [INFO ] [sig ] [1037/3534] Forecasting EFC... [2025-12-31T20:21:02.081317] [INFO ] [sig ] Generating forecast for: EFC [2025-12-31T20:21:02.081346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-12-31T20:21:02.093315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFC'. [2025-12-31T20:21:02.093631] [INFO ] [FORECASTER] Starting predict_future for EFC [2025-12-31T20:21:02.094403] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-12-31T20:21:02.094456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:02.094489] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:02.094516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:02.094591] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:02.155833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:02.156672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:02.156773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:02.156809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:02.275815] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:02.275983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:02.276024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:02.276053] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:02.280060] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=94.69%) [2025-12-31T20:21:02.280449] [INFO ] [FORECASTER] Completed predict_future for EFC [2025-12-31T20:21:02.280616] [INFO ] [sig ] EFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:02.424089] [INFO ] [LOCAL ] Saved forecast: EFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EFC.txt [2025-12-31T20:21:02.424252] [INFO ] [sig ] [1037/3534] Completed EFC in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:02.424294] [INFO ] [sig ] [1038/3534] Forecasting EFSC... [2025-12-31T20:21:02.424326] [INFO ] [sig ] Generating forecast for: EFSC [2025-12-31T20:21:02.424357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'. [2025-12-31T20:21:02.435563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFSC'. [2025-12-31T20:21:02.435943] [INFO ] [FORECASTER] Starting predict_future for EFSC [2025-12-31T20:21:02.436817] [DEBUG] [LOCAL ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt [2025-12-31T20:21:02.436873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:02.436907] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:02.436935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:02.436995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:02.495537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:02.496417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:02.496504] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:02.496538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:02.620749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:02.621096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:02.621138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:02.621167] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:02.624859] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=98.92%) [2025-12-31T20:21:02.625392] [INFO ] [FORECASTER] Completed predict_future for EFSC [2025-12-31T20:21:02.625531] [INFO ] [sig ] EFSC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:02.779150] [INFO ] [LOCAL ] Saved forecast: EFSC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EFSC.txt [2025-12-31T20:21:02.779339] [INFO ] [sig ] [1038/3534] Completed EFSC in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:02.779382] [INFO ] [sig ] [1039/3534] Forecasting EFX... [2025-12-31T20:21:02.779413] [INFO ] [sig ] Generating forecast for: EFX [2025-12-31T20:21:02.779443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-12-31T20:21:02.792912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EFX'. [2025-12-31T20:21:02.793329] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-12-31T20:21:02.794200] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-12-31T20:21:02.794255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:02.794288] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:02.794315] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:02.794373] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:02.852586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:02.853712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:02.853802] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:02.854023] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:02.977950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:02.978119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:02.978161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:02.978189] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:02.981662] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=80.75%) [2025-12-31T20:21:02.981987] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-12-31T20:21:02.982120] [INFO ] [sig ] EFX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:03.133550] [INFO ] [LOCAL ] Saved forecast: EFX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EFX.txt [2025-12-31T20:21:03.133704] [INFO ] [sig ] [1039/3534] Completed EFX in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:03.133745] [INFO ] [sig ] [1040/3534] Forecasting EG... [2025-12-31T20:21:03.133777] [INFO ] [sig ] Generating forecast for: EG [2025-12-31T20:21:03.133817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-12-31T20:21:03.145991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EG'. [2025-12-31T20:21:03.146349] [INFO ] [FORECASTER] Starting predict_future for EG [2025-12-31T20:21:03.147169] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-12-31T20:21:03.147222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:03.147254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:03.147282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:03.147340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:03.203456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:03.204289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:03.204400] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:03.204435] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:03.325638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:03.325793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:03.325836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:03.325867] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:03.329930] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=99.31%) [2025-12-31T20:21:03.330400] [INFO ] [FORECASTER] Completed predict_future for EG [2025-12-31T20:21:03.330525] [INFO ] [sig ] EG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:03.472911] [INFO ] [LOCAL ] Saved forecast: EG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EG.txt [2025-12-31T20:21:03.473038] [INFO ] [sig ] [1040/3534] Completed EG in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:03.473077] [INFO ] [sig ] [1041/3534] Forecasting EGAN... [2025-12-31T20:21:03.473108] [INFO ] [sig ] Generating forecast for: EGAN [2025-12-31T20:21:03.473139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'. [2025-12-31T20:21:03.483929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGAN'. [2025-12-31T20:21:03.484227] [INFO ] [FORECASTER] Starting predict_future for EGAN [2025-12-31T20:21:03.485079] [DEBUG] [LOCAL ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt [2025-12-31T20:21:03.485133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:03.485168] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:03.485197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:03.485256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:03.545145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:03.545895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:03.545976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:03.546011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:03.666720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:03.666869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:03.666926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:03.666957] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:03.670410] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=90.45%) [2025-12-31T20:21:03.670728] [INFO ] [FORECASTER] Completed predict_future for EGAN [2025-12-31T20:21:03.670867] [INFO ] [sig ] EGAN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:03.812920] [INFO ] [LOCAL ] Saved forecast: EGAN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EGAN.txt [2025-12-31T20:21:03.813051] [INFO ] [sig ] [1041/3534] Completed EGAN in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:03.813091] [INFO ] [sig ] [1042/3534] Forecasting EGBN... [2025-12-31T20:21:03.813120] [INFO ] [sig ] Generating forecast for: EGBN [2025-12-31T20:21:03.813150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'. [2025-12-31T20:21:03.824093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGBN'. [2025-12-31T20:21:03.824381] [INFO ] [FORECASTER] Starting predict_future for EGBN [2025-12-31T20:21:03.825145] [DEBUG] [LOCAL ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt [2025-12-31T20:21:03.825197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:03.825229] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:03.825256] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:03.825314] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:03.882102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:03.882795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:03.882877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:03.882910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:04.003265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:04.003390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:04.003426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:04.003454] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:04.007087] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=15.12%) [2025-12-31T20:21:04.007358] [INFO ] [FORECASTER] Completed predict_future for EGBN [2025-12-31T20:21:04.007480] [INFO ] [sig ] EGBN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:04.145902] [INFO ] [LOCAL ] Saved forecast: EGBN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EGBN.txt [2025-12-31T20:21:04.146018] [INFO ] [sig ] [1042/3534] Completed EGBN in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:04.146057] [INFO ] [sig ] [1043/3534] Forecasting EGP... [2025-12-31T20:21:04.146085] [INFO ] [sig ] Generating forecast for: EGP [2025-12-31T20:21:04.146114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-12-31T20:21:04.157398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGP'. [2025-12-31T20:21:04.157728] [INFO ] [FORECASTER] Starting predict_future for EGP [2025-12-31T20:21:04.158479] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-12-31T20:21:04.158531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:04.158564] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:04.158611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:04.158669] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:04.215530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:04.216215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:04.216293] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:04.216328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:04.339522] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:04.339696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:04.339738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:04.339772] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:04.343161] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=1.60%) [2025-12-31T20:21:04.343435] [INFO ] [FORECASTER] Completed predict_future for EGP [2025-12-31T20:21:04.343563] [INFO ] [sig ] EGP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:04.487927] [INFO ] [LOCAL ] Saved forecast: EGP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EGP.txt [2025-12-31T20:21:04.488270] [INFO ] [sig ] [1043/3534] Completed EGP in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:04.488309] [INFO ] [sig ] [1044/3534] Forecasting EGY... [2025-12-31T20:21:04.488338] [INFO ] [sig ] Generating forecast for: EGY [2025-12-31T20:21:04.488368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-12-31T20:21:04.500043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EGY'. [2025-12-31T20:21:04.500333] [INFO ] [FORECASTER] Starting predict_future for EGY [2025-12-31T20:21:04.501136] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-12-31T20:21:04.501189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:04.501223] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:04.501251] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:04.501310] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:04.573720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:04.574835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:04.574922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:04.574956] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:04.695379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:04.695568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:04.695650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:04.695691] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:04.700514] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=56.71%) [2025-12-31T20:21:04.700994] [INFO ] [FORECASTER] Completed predict_future for EGY [2025-12-31T20:21:04.701187] [INFO ] [sig ] EGY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:04.858133] [INFO ] [LOCAL ] Saved forecast: EGY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EGY.txt [2025-12-31T20:21:04.858272] [INFO ] [sig ] [1044/3534] Completed EGY in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:04.858311] [INFO ] [sig ] [1045/3534] Forecasting EH... [2025-12-31T20:21:04.858341] [INFO ] [sig ] Generating forecast for: EH [2025-12-31T20:21:04.858371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'. [2025-12-31T20:21:04.870174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EH'. [2025-12-31T20:21:04.870440] [INFO ] [FORECASTER] Starting predict_future for EH [2025-12-31T20:21:04.871252] [DEBUG] [LOCAL ] No optimal features file found for EH: ./output/feature-sets/EH.txt [2025-12-31T20:21:04.871305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:04.871359] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:04.871390] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:04.871450] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:04.930860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:04.931477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:04.931556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:04.931607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:05.048655] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:05.048814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:05.048854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:05.048882] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:05.052378] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=87.95%) [2025-12-31T20:21:05.052678] [INFO ] [FORECASTER] Completed predict_future for EH [2025-12-31T20:21:05.052805] [INFO ] [sig ] EH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:05.199749] [INFO ] [LOCAL ] Saved forecast: EH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EH.txt [2025-12-31T20:21:05.199874] [INFO ] [sig ] [1045/3534] Completed EH in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:05.199914] [INFO ] [sig ] [1046/3534] Forecasting EHAB... [2025-12-31T20:21:05.199943] [INFO ] [sig ] Generating forecast for: EHAB [2025-12-31T20:21:05.199974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-12-31T20:21:05.211939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHAB'. [2025-12-31T20:21:05.212395] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-12-31T20:21:05.213316] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-12-31T20:21:05.213368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:05.213400] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:05.213428] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:05.213485] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:05.270984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:05.271668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:05.271745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:05.271778] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:05.395340] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:05.395493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:05.395531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:05.395561] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:05.398887] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=66.80%) [2025-12-31T20:21:05.399154] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-12-31T20:21:05.399295] [INFO ] [sig ] EHAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:05.546364] [INFO ] [LOCAL ] Saved forecast: EHAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EHAB.txt [2025-12-31T20:21:05.546489] [INFO ] [sig ] [1046/3534] Completed EHAB in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:05.546529] [INFO ] [sig ] [1047/3534] Forecasting EHC... [2025-12-31T20:21:05.546559] [INFO ] [sig ] Generating forecast for: EHC [2025-12-31T20:21:05.546611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-12-31T20:21:05.558098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHC'. [2025-12-31T20:21:05.558397] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-12-31T20:21:05.559155] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-12-31T20:21:05.559207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:05.559283] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:05.559316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:05.559374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:05.620106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:05.621009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:05.621098] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:05.621132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:05.759789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:05.759954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:05.759995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:05.760024] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:05.763525] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=89.32%) [2025-12-31T20:21:05.763831] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-12-31T20:21:05.763957] [INFO ] [sig ] EHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:05.970028] [INFO ] [LOCAL ] Saved forecast: EHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EHC.txt [2025-12-31T20:21:05.970168] [INFO ] [sig ] [1047/3534] Completed EHC in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:05.970208] [INFO ] [sig ] [1048/3534] Forecasting EHI... [2025-12-31T20:21:05.970237] [INFO ] [sig ] Generating forecast for: EHI [2025-12-31T20:21:05.970268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-12-31T20:21:05.983714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHI'. [2025-12-31T20:21:05.983986] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-12-31T20:21:05.984754] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-12-31T20:21:05.984806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:05.984841] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:05.984870] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:05.984928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:06.046169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:06.046835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:06.046913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:06.046946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:06.163101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:06.163250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:06.163290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:06.163320] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:06.167018] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=62.23%) [2025-12-31T20:21:06.167284] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-12-31T20:21:06.167404] [INFO ] [sig ] EHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:06.317358] [INFO ] [LOCAL ] Saved forecast: EHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EHI.txt [2025-12-31T20:21:06.317549] [INFO ] [sig ] [1048/3534] Completed EHI in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:06.317618] [INFO ] [sig ] [1049/3534] Forecasting EHTH... [2025-12-31T20:21:06.317657] [INFO ] [sig ] Generating forecast for: EHTH [2025-12-31T20:21:06.317690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'. [2025-12-31T20:21:06.329668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EHTH'. [2025-12-31T20:21:06.329950] [INFO ] [FORECASTER] Starting predict_future for EHTH [2025-12-31T20:21:06.330750] [DEBUG] [LOCAL ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt [2025-12-31T20:21:06.330802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:06.330838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:06.330866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:06.330923] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:06.387610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:06.388436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:06.388533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:06.388567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:06.507922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:06.508095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:06.508139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:06.508188] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:06.511706] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=20.86%) [2025-12-31T20:21:06.511988] [INFO ] [FORECASTER] Completed predict_future for EHTH [2025-12-31T20:21:06.512129] [INFO ] [sig ] EHTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:06.656939] [INFO ] [LOCAL ] Saved forecast: EHTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EHTH.txt [2025-12-31T20:21:06.657080] [INFO ] [sig ] [1049/3534] Completed EHTH in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:06.657119] [INFO ] [sig ] [1050/3534] Forecasting EIC... [2025-12-31T20:21:06.657147] [INFO ] [sig ] Generating forecast for: EIC [2025-12-31T20:21:06.657178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-12-31T20:21:06.669838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIC'. [2025-12-31T20:21:06.670176] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-12-31T20:21:06.670984] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-12-31T20:21:06.671038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:06.671071] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:06.671099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:06.671158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:06.726982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:06.727674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:06.727757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:06.727791] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:06.848177] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:06.848341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:06.848383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:06.848444] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:06.852319] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=34.27%) [2025-12-31T20:21:06.852671] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-12-31T20:21:06.852814] [INFO ] [sig ] EIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:07.004344] [INFO ] [LOCAL ] Saved forecast: EIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EIC.txt [2025-12-31T20:21:07.004487] [INFO ] [sig ] [1050/3534] Completed EIC in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:07.004553] [INFO ] [sig ] [1051/3534] Forecasting EIG... [2025-12-31T20:21:07.004604] [INFO ] [sig ] Generating forecast for: EIG [2025-12-31T20:21:07.004638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-12-31T20:21:07.016332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIG'. [2025-12-31T20:21:07.016653] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-12-31T20:21:07.017476] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-12-31T20:21:07.017531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:07.017563] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:07.017611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:07.017672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:07.078177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:07.079056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:07.079141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:07.079175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:07.196854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:07.197014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:07.197056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:07.197086] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:07.200605] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=8.68%) [2025-12-31T20:21:07.200911] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-12-31T20:21:07.201040] [INFO ] [sig ] EIG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:07.349972] [INFO ] [LOCAL ] Saved forecast: EIG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EIG.txt [2025-12-31T20:21:07.350126] [INFO ] [sig ] [1051/3534] Completed EIG in 0.3s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:07.350167] [INFO ] [sig ] [1052/3534] Forecasting EIX... [2025-12-31T20:21:07.350197] [INFO ] [sig ] Generating forecast for: EIX [2025-12-31T20:21:07.350228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-12-31T20:21:07.361639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EIX'. [2025-12-31T20:21:07.361913] [INFO ] [FORECASTER] Starting predict_future for EIX [2025-12-31T20:21:07.362682] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-12-31T20:21:07.362735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:07.362768] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:07.362794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:07.362852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:07.425877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:07.426806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:07.426896] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:07.426931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:07.552406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:07.552564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:07.552624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:07.552673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:07.556599] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=97.51%) [2025-12-31T20:21:07.556901] [INFO ] [FORECASTER] Completed predict_future for EIX [2025-12-31T20:21:07.557031] [INFO ] [sig ] EIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:07.707418] [INFO ] [LOCAL ] Saved forecast: EIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EIX.txt [2025-12-31T20:21:07.707591] [INFO ] [sig ] [1052/3534] Completed EIX in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:07.707634] [INFO ] [sig ] [1053/3534] Forecasting EL... [2025-12-31T20:21:07.707664] [INFO ] [sig ] Generating forecast for: EL [2025-12-31T20:21:07.707696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-12-31T20:21:07.719956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EL'. [2025-12-31T20:21:07.720604] [INFO ] [FORECASTER] Starting predict_future for EL [2025-12-31T20:21:07.721688] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-12-31T20:21:07.721745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:07.721776] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:07.721803] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:07.721860] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:07.780553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:07.781444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:07.781529] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:07.781561] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:07.914410] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:07.914589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:07.914634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:07.914664] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:07.918408] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=12.47%) [2025-12-31T20:21:07.918712] [INFO ] [FORECASTER] Completed predict_future for EL [2025-12-31T20:21:07.918841] [INFO ] [sig ] EL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:08.060558] [INFO ] [LOCAL ] Saved forecast: EL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EL.txt [2025-12-31T20:21:08.060735] [INFO ] [sig ] [1053/3534] Completed EL in 0.4s | 2.90 sym/s | Total: 6.0m | ETA: 14.3m [2025-12-31T20:21:08.060777] [INFO ] [sig ] [1054/3534] Forecasting ELAB... [2025-12-31T20:21:08.060806] [INFO ] [sig ] Generating forecast for: ELAB [2025-12-31T20:21:08.060836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'. [2025-12-31T20:21:08.073218] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAB'. [2025-12-31T20:21:08.073532] [INFO ] [FORECASTER] Starting predict_future for ELAB [2025-12-31T20:21:08.074311] [DEBUG] [LOCAL ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt [2025-12-31T20:21:08.074364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:08.074397] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:08.074424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:08.074482] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:08.135828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:08.137197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:08.137308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:08.137343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:08.259674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:08.259857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:08.259901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:08.259932] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:08.263366] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=4.57%) [2025-12-31T20:21:08.263716] [INFO ] [FORECASTER] Completed predict_future for ELAB [2025-12-31T20:21:08.263856] [INFO ] [sig ] ELAB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:08.410094] [INFO ] [LOCAL ] Saved forecast: ELAB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ELAB.txt [2025-12-31T20:21:08.410254] [INFO ] [sig ] [1054/3534] Completed ELAB in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:08.410297] [INFO ] [sig ] [1055/3534] Forecasting ELAN... [2025-12-31T20:21:08.410326] [INFO ] [sig ] Generating forecast for: ELAN [2025-12-31T20:21:08.410365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-12-31T20:21:08.423324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELAN'. [2025-12-31T20:21:08.423703] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-12-31T20:21:08.424493] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-12-31T20:21:08.424544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:08.424596] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:08.424625] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:08.424692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:08.482854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:08.483697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:08.483776] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:08.483809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:08.610348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:08.610514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:08.610553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:08.610603] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:08.614206] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=16.50%) [2025-12-31T20:21:08.614496] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-12-31T20:21:08.614641] [INFO ] [sig ] ELAN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:08.756628] [INFO ] [LOCAL ] Saved forecast: ELAN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ELAN.txt [2025-12-31T20:21:08.756766] [INFO ] [sig ] [1055/3534] Completed ELAN in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:08.756807] [INFO ] [sig ] [1056/3534] Forecasting ELC... [2025-12-31T20:21:08.756837] [INFO ] [sig ] Generating forecast for: ELC [2025-12-31T20:21:08.756868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-12-31T20:21:08.767914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELC'. [2025-12-31T20:21:08.768300] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-12-31T20:21:08.769092] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-12-31T20:21:08.769144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:08.769175] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:08.769203] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:08.769294] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:08.827029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:08.827891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:08.827973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:08.828006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:08.946852] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:08.947250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:08.947307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:08.947338] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:08.951320] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=77.32%) [2025-12-31T20:21:08.951683] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-12-31T20:21:08.951828] [INFO ] [sig ] ELC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:09.096131] [INFO ] [LOCAL ] Saved forecast: ELC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ELC.txt [2025-12-31T20:21:09.096285] [INFO ] [sig ] [1056/3534] Completed ELC in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:09.096326] [INFO ] [sig ] [1057/3534] Forecasting ELDN... [2025-12-31T20:21:09.096356] [INFO ] [sig ] Generating forecast for: ELDN [2025-12-31T20:21:09.096387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'. [2025-12-31T20:21:09.108246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELDN'. [2025-12-31T20:21:09.108520] [INFO ] [FORECASTER] Starting predict_future for ELDN [2025-12-31T20:21:09.109368] [DEBUG] [LOCAL ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt [2025-12-31T20:21:09.109421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:09.109453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:09.109481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:09.109539] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:09.166479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:09.167425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:09.167565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:09.167654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:09.281267] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:09.281424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:09.281464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:09.281493] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:09.284840] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=85.25%) [2025-12-31T20:21:09.285121] [INFO ] [FORECASTER] Completed predict_future for ELDN [2025-12-31T20:21:09.285243] [INFO ] [sig ] ELDN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:09.429367] [INFO ] [LOCAL ] Saved forecast: ELDN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ELDN.txt [2025-12-31T20:21:09.429526] [INFO ] [sig ] [1057/3534] Completed ELDN in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:09.429567] [INFO ] [sig ] [1058/3534] Forecasting ELF... [2025-12-31T20:21:09.429618] [INFO ] [sig ] Generating forecast for: ELF [2025-12-31T20:21:09.429649] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-12-31T20:21:09.440994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELF'. [2025-12-31T20:21:09.441347] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-12-31T20:21:09.442142] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-12-31T20:21:09.442207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:09.442241] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:09.442268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:09.442327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:09.501650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:09.502506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:09.502610] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:09.502645] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:09.624632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:09.624791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:09.624830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:09.624860] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:09.628258] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=98.30%) [2025-12-31T20:21:09.628558] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-12-31T20:21:09.628708] [INFO ] [sig ] ELF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:09.790203] [INFO ] [LOCAL ] Saved forecast: ELF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ELF.txt [2025-12-31T20:21:09.790393] [INFO ] [sig ] [1058/3534] Completed ELF in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:09.790446] [INFO ] [sig ] [1059/3534] Forecasting ELME... [2025-12-31T20:21:09.790488] [INFO ] [sig ] Generating forecast for: ELME [2025-12-31T20:21:09.790526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-12-31T20:21:09.803696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELME'. [2025-12-31T20:21:09.804079] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-12-31T20:21:09.805091] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-12-31T20:21:09.805149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:09.805182] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:09.805209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:09.805268] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:09.875684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:09.876565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:09.876690] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:09.876739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:10.007052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:10.007396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:10.007437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:10.007466] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:10.011141] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=53.27%) [2025-12-31T20:21:10.011427] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-12-31T20:21:10.011555] [INFO ] [sig ] ELME: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:10.156087] [INFO ] [LOCAL ] Saved forecast: ELME 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ELME.txt [2025-12-31T20:21:10.156248] [INFO ] [sig ] [1059/3534] Completed ELME in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:10.156290] [INFO ] [sig ] [1060/3534] Forecasting ELS... [2025-12-31T20:21:10.156321] [INFO ] [sig ] Generating forecast for: ELS [2025-12-31T20:21:10.156351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-12-31T20:21:10.168900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELS'. [2025-12-31T20:21:10.169302] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-12-31T20:21:10.170126] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-12-31T20:21:10.170369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:10.170401] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:10.170428] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:10.170484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:10.228993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:10.229970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:10.230066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:10.230099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:10.351325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:10.351481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:10.351523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:10.351554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:10.355563] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=8.07%) [2025-12-31T20:21:10.355864] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-12-31T20:21:10.355991] [INFO ] [sig ] ELS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:10.501681] [INFO ] [LOCAL ] Saved forecast: ELS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ELS.txt [2025-12-31T20:21:10.501864] [INFO ] [sig ] [1060/3534] Completed ELS in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:10.501912] [INFO ] [sig ] [1061/3534] Forecasting ELTX... [2025-12-31T20:21:10.501945] [INFO ] [sig ] Generating forecast for: ELTX [2025-12-31T20:21:10.501976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'. [2025-12-31T20:21:10.513397] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELTX'. [2025-12-31T20:21:10.513728] [INFO ] [FORECASTER] Starting predict_future for ELTX [2025-12-31T20:21:10.514646] [DEBUG] [LOCAL ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt [2025-12-31T20:21:10.514699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:10.514732] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:10.514759] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:10.514816] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:10.573505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:10.574413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:10.574502] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:10.574533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:10.693127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:10.693282] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:21:10.693321] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:10.693350] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:10.696685] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: UP (p=85.94%) [2025-12-31T20:21:10.696961] [INFO ] [FORECASTER] Completed predict_future for ELTX [2025-12-31T20:21:10.697083] [INFO ] [sig ] ELTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:10.838333] [INFO ] [LOCAL ] Saved forecast: ELTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ELTX.txt [2025-12-31T20:21:10.838493] [INFO ] [sig ] [1061/3534] Completed ELTX in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:10.838534] [INFO ] [sig ] [1062/3534] Forecasting ELVA... [2025-12-31T20:21:10.838565] [INFO ] [sig ] Generating forecast for: ELVA [2025-12-31T20:21:10.838619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'. [2025-12-31T20:21:10.849956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVA'. [2025-12-31T20:21:10.850239] [INFO ] [FORECASTER] Starting predict_future for ELVA [2025-12-31T20:21:10.851023] [DEBUG] [LOCAL ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt [2025-12-31T20:21:10.851074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:10.851107] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:10.851134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:10.851190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:10.907657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:10.908450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:10.908535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:10.908569] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:11.029662] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:11.029820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:11.029862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:11.029895] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:11.033297] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=44.74%) [2025-12-31T20:21:11.033596] [INFO ] [FORECASTER] Completed predict_future for ELVA [2025-12-31T20:21:11.033724] [INFO ] [sig ] ELVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:11.181999] [INFO ] [LOCAL ] Saved forecast: ELVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ELVA.txt [2025-12-31T20:21:11.182171] [INFO ] [sig ] [1062/3534] Completed ELVA in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:11.182213] [INFO ] [sig ] [1063/3534] Forecasting ELVN... [2025-12-31T20:21:11.182242] [INFO ] [sig ] Generating forecast for: ELVN [2025-12-31T20:21:11.182274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'. [2025-12-31T20:21:11.196602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELVN'. [2025-12-31T20:21:11.196893] [INFO ] [FORECASTER] Starting predict_future for ELVN [2025-12-31T20:21:11.197701] [DEBUG] [LOCAL ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt [2025-12-31T20:21:11.197753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:11.197786] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:11.197813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:11.197871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:11.256182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:11.256931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:11.257014] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:11.257047] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:11.377769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:11.377940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:11.377981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:11.378010] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:11.381371] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=14.01%) [2025-12-31T20:21:11.381687] [INFO ] [FORECASTER] Completed predict_future for ELVN [2025-12-31T20:21:11.381812] [INFO ] [sig ] ELVN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:11.520887] [INFO ] [LOCAL ] Saved forecast: ELVN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ELVN.txt [2025-12-31T20:21:11.521006] [INFO ] [sig ] [1063/3534] Completed ELVN in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:11.521046] [INFO ] [sig ] [1064/3534] Forecasting ELWS... [2025-12-31T20:21:11.521076] [INFO ] [sig ] Generating forecast for: ELWS [2025-12-31T20:21:11.521106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'. [2025-12-31T20:21:11.531826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ELWS'. [2025-12-31T20:21:11.532309] [INFO ] [FORECASTER] Starting predict_future for ELWS [2025-12-31T20:21:11.533092] [DEBUG] [LOCAL ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt [2025-12-31T20:21:11.533323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:11.533385] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:11.533413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:11.533471] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:11.591348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:11.592223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:11.592303] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:11.592336] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:11.705841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:11.705998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:11.706038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:11.706066] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:11.709361] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=59.58%) [2025-12-31T20:21:11.709647] [INFO ] [FORECASTER] Completed predict_future for ELWS [2025-12-31T20:21:11.709771] [INFO ] [sig ] ELWS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:11.848999] [INFO ] [LOCAL ] Saved forecast: ELWS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ELWS.txt [2025-12-31T20:21:11.849128] [INFO ] [sig ] [1064/3534] Completed ELWS in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:11.849168] [INFO ] [sig ] [1065/3534] Forecasting EM... [2025-12-31T20:21:11.849198] [INFO ] [sig ] Generating forecast for: EM [2025-12-31T20:21:11.849228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'. [2025-12-31T20:21:11.863462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EM'. [2025-12-31T20:21:11.863823] [INFO ] [FORECASTER] Starting predict_future for EM [2025-12-31T20:21:11.864630] [DEBUG] [LOCAL ] No optimal features file found for EM: ./output/feature-sets/EM.txt [2025-12-31T20:21:11.864683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:11.864716] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:11.864743] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:11.864801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:11.921743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:11.922416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:11.922493] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:11.922525] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:12.038484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:12.038669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:12.038729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:12.038763] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:12.042214] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=53.23%) [2025-12-31T20:21:12.042492] [INFO ] [FORECASTER] Completed predict_future for EM [2025-12-31T20:21:12.042656] [INFO ] [sig ] EM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:12.186957] [INFO ] [LOCAL ] Saved forecast: EM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EM.txt [2025-12-31T20:21:12.187125] [INFO ] [sig ] [1065/3534] Completed EM in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:12.187167] [INFO ] [sig ] [1066/3534] Forecasting EMB... [2025-12-31T20:21:12.187198] [INFO ] [sig ] Generating forecast for: EMB [2025-12-31T20:21:12.187229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'. [2025-12-31T20:21:12.199728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMB'. [2025-12-31T20:21:12.200103] [INFO ] [FORECASTER] Starting predict_future for EMB [2025-12-31T20:21:12.201384] [DEBUG] [LOCAL ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt [2025-12-31T20:21:12.201453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:12.201508] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:12.201545] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:12.201654] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:12.260689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:12.261429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:12.261511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:12.261544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:12.385199] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:12.385355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:12.385394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:12.385423] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:12.388752] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=82.58%) [2025-12-31T20:21:12.389027] [INFO ] [FORECASTER] Completed predict_future for EMB [2025-12-31T20:21:12.389147] [INFO ] [sig ] EMB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:12.532624] [INFO ] [LOCAL ] Saved forecast: EMB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EMB.txt [2025-12-31T20:21:12.532788] [INFO ] [sig ] [1066/3534] Completed EMB in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:12.532832] [INFO ] [sig ] [1067/3534] Forecasting EMBC... [2025-12-31T20:21:12.532864] [INFO ] [sig ] Generating forecast for: EMBC [2025-12-31T20:21:12.532897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'. [2025-12-31T20:21:12.545720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMBC'. [2025-12-31T20:21:12.546114] [INFO ] [FORECASTER] Starting predict_future for EMBC [2025-12-31T20:21:12.546915] [DEBUG] [LOCAL ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt [2025-12-31T20:21:12.546969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:12.547003] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:12.547031] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:12.547089] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:12.607206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:12.608143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:12.608252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:12.608289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:12.737383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:12.737557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:12.737616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:12.737646] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:12.741564] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-12-31T20:21:12.741857] [INFO ] [FORECASTER] Completed predict_future for EMBC [2025-12-31T20:21:12.741983] [INFO ] [sig ] EMBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:12.885187] [INFO ] [LOCAL ] Saved forecast: EMBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EMBC.txt [2025-12-31T20:21:12.885533] [INFO ] [sig ] [1067/3534] Completed EMBC in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:12.885592] [INFO ] [sig ] [1068/3534] Forecasting EMD... [2025-12-31T20:21:12.885625] [INFO ] [sig ] Generating forecast for: EMD [2025-12-31T20:21:12.885655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-12-31T20:21:12.896831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMD'. [2025-12-31T20:21:12.897110] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-12-31T20:21:12.897901] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-12-31T20:21:12.897953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:12.897986] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:12.898012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:12.898069] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:12.956428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:12.957102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:12.957178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:12.957211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:13.079342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:13.079499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:13.079537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:13.079566] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:13.082891] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=81.68%) [2025-12-31T20:21:13.083161] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-12-31T20:21:13.083281] [INFO ] [sig ] EMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:13.223327] [INFO ] [LOCAL ] Saved forecast: EMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EMD.txt [2025-12-31T20:21:13.223455] [INFO ] [sig ] [1068/3534] Completed EMD in 0.3s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:13.223493] [INFO ] [sig ] [1069/3534] Forecasting EMF... [2025-12-31T20:21:13.223523] [INFO ] [sig ] Generating forecast for: EMF [2025-12-31T20:21:13.223553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-12-31T20:21:13.235853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMF'. [2025-12-31T20:21:13.236284] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-12-31T20:21:13.237218] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-12-31T20:21:13.237273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:13.237319] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:13.237347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:13.237405] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:13.299563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:13.300535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:13.300663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:13.300711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:13.416410] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:13.416594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:13.416638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:13.416667] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:13.420235] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=5.95%) [2025-12-31T20:21:13.420559] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-12-31T20:21:13.420717] [INFO ] [sig ] EMF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:13.578241] [INFO ] [LOCAL ] Saved forecast: EMF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EMF.txt [2025-12-31T20:21:13.578394] [INFO ] [sig ] [1069/3534] Completed EMF in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:13.578434] [INFO ] [sig ] [1070/3534] Forecasting EMN... [2025-12-31T20:21:13.578463] [INFO ] [sig ] Generating forecast for: EMN [2025-12-31T20:21:13.578495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-12-31T20:21:13.590005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMN'. [2025-12-31T20:21:13.590367] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-12-31T20:21:13.591160] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-12-31T20:21:13.591214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:13.591432] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:13.591459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:13.591516] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:13.669921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:13.670854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:13.670944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:13.670985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:13.795854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:13.796012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:13.796053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:13.796081] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:13.799454] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=20.93%) [2025-12-31T20:21:13.799749] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-12-31T20:21:13.799877] [INFO ] [sig ] EMN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:13.943616] [INFO ] [LOCAL ] Saved forecast: EMN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EMN.txt [2025-12-31T20:21:13.943774] [INFO ] [sig ] [1070/3534] Completed EMN in 0.4s | 2.90 sym/s | Total: 6.1m | ETA: 14.2m [2025-12-31T20:21:13.943825] [INFO ] [sig ] [1071/3534] Forecasting EMO... [2025-12-31T20:21:13.943857] [INFO ] [sig ] Generating forecast for: EMO [2025-12-31T20:21:13.943886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-12-31T20:21:13.955318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMO'. [2025-12-31T20:21:13.955706] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-12-31T20:21:13.956696] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-12-31T20:21:13.956747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:13.956779] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:13.956806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:13.956862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:14.013129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:14.014222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:14.014305] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:14.014337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:14.126210] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:14.126370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:14.126409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:14.126439] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:14.129816] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=22.21%) [2025-12-31T20:21:14.130127] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-12-31T20:21:14.130251] [INFO ] [sig ] EMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:14.274440] [INFO ] [LOCAL ] Saved forecast: EMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EMO.txt [2025-12-31T20:21:14.274618] [INFO ] [sig ] [1071/3534] Completed EMO in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:14.274662] [INFO ] [sig ] [1072/3534] Forecasting EMXC... [2025-12-31T20:21:14.274692] [INFO ] [sig ] Generating forecast for: EMXC [2025-12-31T20:21:14.274722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'. [2025-12-31T20:21:14.286222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EMXC'. [2025-12-31T20:21:14.286550] [INFO ] [FORECASTER] Starting predict_future for EMXC [2025-12-31T20:21:14.287352] [DEBUG] [LOCAL ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt [2025-12-31T20:21:14.287405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:14.287438] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:14.287464] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:14.287522] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:14.344844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:14.345665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:14.345748] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:14.345780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:14.467750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:14.467876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:14.467917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:14.467945] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:14.471327] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: DOWN (p=2.90%) [2025-12-31T20:21:14.471621] [INFO ] [FORECASTER] Completed predict_future for EMXC [2025-12-31T20:21:14.471746] [INFO ] [sig ] EMXC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:14.615854] [INFO ] [LOCAL ] Saved forecast: EMXC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EMXC.txt [2025-12-31T20:21:14.616039] [INFO ] [sig ] [1072/3534] Completed EMXC in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:14.616083] [INFO ] [sig ] [1073/3534] Forecasting ENB... [2025-12-31T20:21:14.616122] [INFO ] [sig ] Generating forecast for: ENB [2025-12-31T20:21:14.616344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-12-31T20:21:14.629694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENB'. [2025-12-31T20:21:14.630020] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-12-31T20:21:14.630807] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-12-31T20:21:14.630860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:14.630892] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:14.630918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:14.630976] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:14.689305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:14.689929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:14.690004] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:14.690036] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:14.818948] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:14.819054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:14.819089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:14.819116] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:14.822504] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=26.09%) [2025-12-31T20:21:14.822785] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-12-31T20:21:14.822903] [INFO ] [sig ] ENB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:14.965701] [INFO ] [LOCAL ] Saved forecast: ENB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ENB.txt [2025-12-31T20:21:14.965852] [INFO ] [sig ] [1073/3534] Completed ENB in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:14.965895] [INFO ] [sig ] [1074/3534] Forecasting ENGN... [2025-12-31T20:21:14.965924] [INFO ] [sig ] Generating forecast for: ENGN [2025-12-31T20:21:14.965954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'. [2025-12-31T20:21:14.977038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENGN'. [2025-12-31T20:21:14.977557] [INFO ] [FORECASTER] Starting predict_future for ENGN [2025-12-31T20:21:14.978525] [DEBUG] [LOCAL ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt [2025-12-31T20:21:14.978599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:14.978633] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:14.978660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:14.978716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:15.035398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:15.036283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:15.036393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:15.036426] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:15.156492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:15.156668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:15.156710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:15.156739] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:15.160624] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-12-31T20:21:15.160907] [INFO ] [FORECASTER] Completed predict_future for ENGN [2025-12-31T20:21:15.161033] [INFO ] [sig ] ENGN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:15.307549] [INFO ] [LOCAL ] Saved forecast: ENGN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ENGN.txt [2025-12-31T20:21:15.307734] [INFO ] [sig ] [1074/3534] Completed ENGN in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:15.307775] [INFO ] [sig ] [1075/3534] Forecasting ENIC... [2025-12-31T20:21:15.307804] [INFO ] [sig ] Generating forecast for: ENIC [2025-12-31T20:21:15.307835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-12-31T20:21:15.320130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENIC'. [2025-12-31T20:21:15.320483] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-12-31T20:21:15.321318] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-12-31T20:21:15.321370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:15.321401] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:15.321427] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:15.321483] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:15.377495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:15.378397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:15.378483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:15.378516] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:15.503423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:15.503606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:15.503647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:15.503676] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:15.507455] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=2.70%) [2025-12-31T20:21:15.507766] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-12-31T20:21:15.507898] [INFO ] [sig ] ENIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:15.651895] [INFO ] [LOCAL ] Saved forecast: ENIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ENIC.txt [2025-12-31T20:21:15.652049] [INFO ] [sig ] [1075/3534] Completed ENIC in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:15.652088] [INFO ] [sig ] [1076/3534] Forecasting ENPH... [2025-12-31T20:21:15.652119] [INFO ] [sig ] Generating forecast for: ENPH [2025-12-31T20:21:15.652149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'. [2025-12-31T20:21:15.664354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENPH'. [2025-12-31T20:21:15.664770] [INFO ] [FORECASTER] Starting predict_future for ENPH [2025-12-31T20:21:15.665542] [DEBUG] [LOCAL ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt [2025-12-31T20:21:15.665616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:15.665648] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:15.665675] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:15.665732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:15.723778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:15.724671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:15.724758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:15.724791] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:15.843631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:15.843793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:15.843832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:15.843877] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:15.847210] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=95.90%) [2025-12-31T20:21:15.847481] [INFO ] [FORECASTER] Completed predict_future for ENPH [2025-12-31T20:21:15.847624] [INFO ] [sig ] ENPH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:15.988069] [INFO ] [LOCAL ] Saved forecast: ENPH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ENPH.txt [2025-12-31T20:21:15.988429] [INFO ] [sig ] [1076/3534] Completed ENPH in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:15.988471] [INFO ] [sig ] [1077/3534] Forecasting ENS... [2025-12-31T20:21:15.988500] [INFO ] [sig ] Generating forecast for: ENS [2025-12-31T20:21:15.988531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-12-31T20:21:16.000441] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENS'. [2025-12-31T20:21:16.000843] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-12-31T20:21:16.001653] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-12-31T20:21:16.001706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:16.001739] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:16.001766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:16.001824] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:16.059561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:16.060446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:16.060531] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:16.060564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:16.177415] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:16.177596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:16.177639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:16.177669] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:16.181396] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=45.21%) [2025-12-31T20:21:16.181721] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-12-31T20:21:16.181852] [INFO ] [sig ] ENS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:16.325463] [INFO ] [LOCAL ] Saved forecast: ENS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ENS.txt [2025-12-31T20:21:16.325632] [INFO ] [sig ] [1077/3534] Completed ENS in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:16.325674] [INFO ] [sig ] [1078/3534] Forecasting ENSG... [2025-12-31T20:21:16.325704] [INFO ] [sig ] Generating forecast for: ENSG [2025-12-31T20:21:16.325734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'. [2025-12-31T20:21:16.337213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENSG'. [2025-12-31T20:21:16.337602] [INFO ] [FORECASTER] Starting predict_future for ENSG [2025-12-31T20:21:16.338367] [DEBUG] [LOCAL ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt [2025-12-31T20:21:16.338419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:16.338452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:16.338479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:16.338537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:16.398357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:16.399229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:16.399326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:16.399374] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:16.521345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:16.521502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:16.521541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:16.521588] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:16.524922] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=71.64%) [2025-12-31T20:21:16.525386] [INFO ] [FORECASTER] Completed predict_future for ENSG [2025-12-31T20:21:16.525507] [INFO ] [sig ] ENSG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:16.666450] [INFO ] [LOCAL ] Saved forecast: ENSG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ENSG.txt [2025-12-31T20:21:16.666631] [INFO ] [sig ] [1078/3534] Completed ENSG in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:16.666672] [INFO ] [sig ] [1079/3534] Forecasting ENTA... [2025-12-31T20:21:16.666702] [INFO ] [sig ] Generating forecast for: ENTA [2025-12-31T20:21:16.666733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'. [2025-12-31T20:21:16.678638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTA'. [2025-12-31T20:21:16.678913] [INFO ] [FORECASTER] Starting predict_future for ENTA [2025-12-31T20:21:16.679715] [DEBUG] [LOCAL ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt [2025-12-31T20:21:16.679767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:16.679798] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:16.679824] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:16.679881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:16.743936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:16.744843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:16.744933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:16.744970] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:16.881999] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:16.882174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:16.882219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:16.882248] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:16.886220] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=36.76%) [2025-12-31T20:21:16.886744] [INFO ] [FORECASTER] Completed predict_future for ENTA [2025-12-31T20:21:16.886896] [INFO ] [sig ] ENTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:17.045819] [INFO ] [LOCAL ] Saved forecast: ENTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ENTA.txt [2025-12-31T20:21:17.045979] [INFO ] [sig ] [1079/3534] Completed ENTA in 0.4s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:17.046025] [INFO ] [sig ] [1080/3534] Forecasting ENTG... [2025-12-31T20:21:17.046063] [INFO ] [sig ] Generating forecast for: ENTG [2025-12-31T20:21:17.046104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'. [2025-12-31T20:21:17.058282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTG'. [2025-12-31T20:21:17.058668] [INFO ] [FORECASTER] Starting predict_future for ENTG [2025-12-31T20:21:17.059558] [DEBUG] [LOCAL ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt [2025-12-31T20:21:17.059640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:17.059684] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:17.059726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:17.059791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:17.119970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:17.120865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:17.120948] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:17.120980] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:17.244631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:17.244786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:17.244831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:17.244861] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:17.248195] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=94.67%) [2025-12-31T20:21:17.248474] [INFO ] [FORECASTER] Completed predict_future for ENTG [2025-12-31T20:21:17.248617] [INFO ] [sig ] ENTG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:17.390344] [INFO ] [LOCAL ] Saved forecast: ENTG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ENTG.txt [2025-12-31T20:21:17.390501] [INFO ] [sig ] [1080/3534] Completed ENTG in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:17.390541] [INFO ] [sig ] [1081/3534] Forecasting ENTX... [2025-12-31T20:21:17.390594] [INFO ] [sig ] Generating forecast for: ENTX [2025-12-31T20:21:17.390628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'. [2025-12-31T20:21:17.405226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENTX'. [2025-12-31T20:21:17.405699] [INFO ] [FORECASTER] Starting predict_future for ENTX [2025-12-31T20:21:17.406678] [DEBUG] [LOCAL ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt [2025-12-31T20:21:17.406740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:17.406809] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:17.406844] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:17.406928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:17.472035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:17.472995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:17.473079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:17.473111] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:17.588982] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:17.589147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:17.589186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:17.589215] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:17.592670] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=16.97%) [2025-12-31T20:21:17.592965] [INFO ] [FORECASTER] Completed predict_future for ENTX [2025-12-31T20:21:17.593093] [INFO ] [sig ] ENTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:17.735558] [INFO ] [LOCAL ] Saved forecast: ENTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ENTX.txt [2025-12-31T20:21:17.735745] [INFO ] [sig ] [1081/3534] Completed ENTX in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:17.735787] [INFO ] [sig ] [1082/3534] Forecasting ENVA... [2025-12-31T20:21:17.735816] [INFO ] [sig ] Generating forecast for: ENVA [2025-12-31T20:21:17.735847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-12-31T20:21:17.750733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVA'. [2025-12-31T20:21:17.751114] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-12-31T20:21:17.752132] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-12-31T20:21:17.752184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:17.752409] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:17.752436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:17.752497] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:17.811073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:17.811914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:17.811996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:17.812028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:17.932896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:17.933061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:17.933101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:17.933132] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:17.936617] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=93.90%) [2025-12-31T20:21:17.936911] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-12-31T20:21:17.937041] [INFO ] [sig ] ENVA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:18.082234] [INFO ] [LOCAL ] Saved forecast: ENVA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ENVA.txt [2025-12-31T20:21:18.082406] [INFO ] [sig ] [1082/3534] Completed ENVA in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:18.082448] [INFO ] [sig ] [1083/3534] Forecasting ENVB... [2025-12-31T20:21:18.082477] [INFO ] [sig ] Generating forecast for: ENVB [2025-12-31T20:21:18.082507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'. [2025-12-31T20:21:18.096967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVB'. [2025-12-31T20:21:18.097374] [INFO ] [FORECASTER] Starting predict_future for ENVB [2025-12-31T20:21:18.098235] [DEBUG] [LOCAL ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt [2025-12-31T20:21:18.098288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:18.098322] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:18.098348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:18.098406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:18.160923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:18.161824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:18.161908] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:18.161941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:18.280994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:18.281165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:18.281211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:18.281244] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:18.284605] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=14.70%) [2025-12-31T20:21:18.284880] [INFO ] [FORECASTER] Completed predict_future for ENVB [2025-12-31T20:21:18.285001] [INFO ] [sig ] ENVB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:18.428234] [INFO ] [LOCAL ] Saved forecast: ENVB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ENVB.txt [2025-12-31T20:21:18.428387] [INFO ] [sig ] [1083/3534] Completed ENVB in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:18.428430] [INFO ] [sig ] [1084/3534] Forecasting ENVX... [2025-12-31T20:21:18.428460] [INFO ] [sig ] Generating forecast for: ENVX [2025-12-31T20:21:18.428499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'. [2025-12-31T20:21:18.441862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ENVX'. [2025-12-31T20:21:18.442207] [INFO ] [FORECASTER] Starting predict_future for ENVX [2025-12-31T20:21:18.443031] [DEBUG] [LOCAL ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt [2025-12-31T20:21:18.443084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:18.443115] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:18.443141] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:18.443203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:18.502349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:18.503223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:18.503308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:18.503340] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:18.631195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:18.631355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:18.631396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:18.631472] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:18.634861] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-12-31T20:21:18.635137] [INFO ] [FORECASTER] Completed predict_future for ENVX [2025-12-31T20:21:18.635258] [INFO ] [sig ] ENVX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:18.776325] [INFO ] [LOCAL ] Saved forecast: ENVX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ENVX.txt [2025-12-31T20:21:18.776441] [INFO ] [sig ] [1084/3534] Completed ENVX in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:18.776481] [INFO ] [sig ] [1085/3534] Forecasting EOD... [2025-12-31T20:21:18.776510] [INFO ] [sig ] Generating forecast for: EOD [2025-12-31T20:21:18.776540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-12-31T20:21:18.787913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOD'. [2025-12-31T20:21:18.788212] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-12-31T20:21:18.789029] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-12-31T20:21:18.789087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:18.789126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:18.789158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:18.789229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:18.848742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:18.849880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:18.849965] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:18.849998] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:18.974751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:18.974890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:18.974928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:18.974957] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:18.978647] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=41.64%) [2025-12-31T20:21:18.978924] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-12-31T20:21:18.979048] [INFO ] [sig ] EOD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:19.121687] [INFO ] [LOCAL ] Saved forecast: EOD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EOD.txt [2025-12-31T20:21:19.121852] [INFO ] [sig ] [1085/3534] Completed EOD in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:19.121894] [INFO ] [sig ] [1086/3534] Forecasting EOG... [2025-12-31T20:21:19.121924] [INFO ] [sig ] Generating forecast for: EOG [2025-12-31T20:21:19.121954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-12-31T20:21:19.134438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOG'. [2025-12-31T20:21:19.134819] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-12-31T20:21:19.135615] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-12-31T20:21:19.135667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:19.135698] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:19.135724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:19.135781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:19.191871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:19.192491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:19.192567] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:19.192617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:19.313108] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:19.313243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:19.313282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:19.313311] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:19.316973] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=43.87%) [2025-12-31T20:21:19.317244] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-12-31T20:21:19.317557] [INFO ] [sig ] EOG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:19.456619] [INFO ] [LOCAL ] Saved forecast: EOG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EOG.txt [2025-12-31T20:21:19.456752] [INFO ] [sig ] [1086/3534] Completed EOG in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:19.456791] [INFO ] [sig ] [1087/3534] Forecasting EOI... [2025-12-31T20:21:19.456820] [INFO ] [sig ] Generating forecast for: EOI [2025-12-31T20:21:19.456851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-12-31T20:21:19.467863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOI'. [2025-12-31T20:21:19.468132] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-12-31T20:21:19.468901] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-12-31T20:21:19.468952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:19.468984] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:19.469011] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:19.469068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:19.525896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:19.526737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:19.526815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:19.526847] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:19.649226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:19.649539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:19.649596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:19.649626] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:19.652947] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=86.25%) [2025-12-31T20:21:19.653226] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-12-31T20:21:19.653355] [INFO ] [sig ] EOI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:19.791853] [INFO ] [LOCAL ] Saved forecast: EOI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EOI.txt [2025-12-31T20:21:19.791989] [INFO ] [sig ] [1087/3534] Completed EOI in 0.3s | 2.90 sym/s | Total: 6.2m | ETA: 14.1m [2025-12-31T20:21:19.792028] [INFO ] [sig ] [1088/3534] Forecasting EOLS... [2025-12-31T20:21:19.792059] [INFO ] [sig ] Generating forecast for: EOLS [2025-12-31T20:21:19.792089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'. [2025-12-31T20:21:19.803030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOLS'. [2025-12-31T20:21:19.803365] [INFO ] [FORECASTER] Starting predict_future for EOLS [2025-12-31T20:21:19.804218] [DEBUG] [LOCAL ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt [2025-12-31T20:21:19.804272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:19.804306] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:19.804334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:19.804394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:19.861867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:19.862628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:19.862708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:19.862740] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:19.982304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:19.982473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:19.982512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:19.982541] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:19.985956] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=26.73%) [2025-12-31T20:21:19.986234] [INFO ] [FORECASTER] Completed predict_future for EOLS [2025-12-31T20:21:19.986358] [INFO ] [sig ] EOLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:20.123322] [INFO ] [LOCAL ] Saved forecast: EOLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EOLS.txt [2025-12-31T20:21:20.123443] [INFO ] [sig ] [1088/3534] Completed EOLS in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.1m [2025-12-31T20:21:20.123482] [INFO ] [sig ] [1089/3534] Forecasting EOS... [2025-12-31T20:21:20.123512] [INFO ] [sig ] Generating forecast for: EOS [2025-12-31T20:21:20.123542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-12-31T20:21:20.135137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOS'. [2025-12-31T20:21:20.135468] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-12-31T20:21:20.136308] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-12-31T20:21:20.136362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:20.136395] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:20.136424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:20.136483] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:20.196405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:20.197415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:20.197714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:20.197748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:20.325165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:20.325321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:20.325361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:20.325391] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:20.328799] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=74.40%) [2025-12-31T20:21:20.329075] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-12-31T20:21:20.329196] [INFO ] [sig ] EOS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:20.466621] [INFO ] [LOCAL ] Saved forecast: EOS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EOS.txt [2025-12-31T20:21:20.466755] [INFO ] [sig ] [1089/3534] Completed EOS in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:20.466794] [INFO ] [sig ] [1090/3534] Forecasting EOSE... [2025-12-31T20:21:20.466823] [INFO ] [sig ] Generating forecast for: EOSE [2025-12-31T20:21:20.466853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'. [2025-12-31T20:21:20.477790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EOSE'. [2025-12-31T20:21:20.478151] [INFO ] [FORECASTER] Starting predict_future for EOSE [2025-12-31T20:21:20.479020] [DEBUG] [LOCAL ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt [2025-12-31T20:21:20.479075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:20.479108] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:20.479138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:20.479200] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:20.535319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:20.536055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:20.536133] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:20.536165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:20.652586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:20.652722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:20.652762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:20.652789] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:20.656277] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: UP (p=92.61%) [2025-12-31T20:21:20.656625] [INFO ] [FORECASTER] Completed predict_future for EOSE [2025-12-31T20:21:20.656763] [INFO ] [sig ] EOSE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:20.797954] [INFO ] [LOCAL ] Saved forecast: EOSE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EOSE.txt [2025-12-31T20:21:20.798102] [INFO ] [sig ] [1090/3534] Completed EOSE in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:20.798143] [INFO ] [sig ] [1091/3534] Forecasting EPAC... [2025-12-31T20:21:20.798177] [INFO ] [sig ] Generating forecast for: EPAC [2025-12-31T20:21:20.798207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-12-31T20:21:20.809176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPAC'. [2025-12-31T20:21:20.809508] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-12-31T20:21:20.810349] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-12-31T20:21:20.810403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:20.810436] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:20.810463] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:20.810527] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:20.866893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:20.867540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:20.867653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:20.867687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:20.984621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:20.984751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:20.984788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:20.984817] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:20.988052] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=2.21%) [2025-12-31T20:21:20.988322] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-12-31T20:21:20.988444] [INFO ] [sig ] EPAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:21.126135] [INFO ] [LOCAL ] Saved forecast: EPAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EPAC.txt [2025-12-31T20:21:21.126254] [INFO ] [sig ] [1091/3534] Completed EPAC in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:21.126292] [INFO ] [sig ] [1092/3534] Forecasting EPAM... [2025-12-31T20:21:21.126321] [INFO ] [sig ] Generating forecast for: EPAM [2025-12-31T20:21:21.126351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-12-31T20:21:21.137915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPAM'. [2025-12-31T20:21:21.138198] [INFO ] [FORECASTER] Starting predict_future for EPAM [2025-12-31T20:21:21.138971] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-12-31T20:21:21.139023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:21.139055] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:21.139082] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:21.139141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:21.195644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:21.196295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:21.196376] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:21.196412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:21.316318] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:21.316455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:21.316494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:21.316523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:21.319861] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=2.42%) [2025-12-31T20:21:21.320129] [INFO ] [FORECASTER] Completed predict_future for EPAM [2025-12-31T20:21:21.320275] [INFO ] [sig ] EPAM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:21.457675] [INFO ] [LOCAL ] Saved forecast: EPAM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EPAM.txt [2025-12-31T20:21:21.457794] [INFO ] [sig ] [1092/3534] Completed EPAM in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:21.457833] [INFO ] [sig ] [1093/3534] Forecasting EPC... [2025-12-31T20:21:21.457862] [INFO ] [sig ] Generating forecast for: EPC [2025-12-31T20:21:21.457893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-12-31T20:21:21.473076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPC'. [2025-12-31T20:21:21.473400] [INFO ] [FORECASTER] Starting predict_future for EPC [2025-12-31T20:21:21.474178] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-12-31T20:21:21.474261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:21.474295] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:21.474322] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:21.474379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:21.530767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:21.531369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:21.531446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:21.531478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:21.648835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:21.648976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:21.649016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:21.649044] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:21.652500] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=86.97%) [2025-12-31T20:21:21.652784] [INFO ] [FORECASTER] Completed predict_future for EPC [2025-12-31T20:21:21.652906] [INFO ] [sig ] EPC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:21.792134] [INFO ] [LOCAL ] Saved forecast: EPC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EPC.txt [2025-12-31T20:21:21.792261] [INFO ] [sig ] [1093/3534] Completed EPC in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:21.792299] [INFO ] [sig ] [1094/3534] Forecasting EPD... [2025-12-31T20:21:21.792329] [INFO ] [sig ] Generating forecast for: EPD [2025-12-31T20:21:21.792361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-12-31T20:21:21.804242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPD'. [2025-12-31T20:21:21.804536] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-12-31T20:21:21.805314] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-12-31T20:21:21.805551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:21.805606] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:21.805638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:21.805696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:21.862342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:21.862973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:21.863049] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:21.863080] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:21.981745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:21.981887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:21.981925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:21.981954] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:21.985220] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=1.51%) [2025-12-31T20:21:21.985486] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-12-31T20:21:21.985626] [INFO ] [sig ] EPD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:22.124556] [INFO ] [LOCAL ] Saved forecast: EPD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EPD.txt [2025-12-31T20:21:22.124722] [INFO ] [sig ] [1094/3534] Completed EPD in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:22.124762] [INFO ] [sig ] [1095/3534] Forecasting EPSN... [2025-12-31T20:21:22.124793] [INFO ] [sig ] Generating forecast for: EPSN [2025-12-31T20:21:22.124824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'. [2025-12-31T20:21:22.135766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EPSN'. [2025-12-31T20:21:22.136046] [INFO ] [FORECASTER] Starting predict_future for EPSN [2025-12-31T20:21:22.136825] [DEBUG] [LOCAL ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt [2025-12-31T20:21:22.136876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:22.136909] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:22.136936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:22.136994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:22.194673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:22.195441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:22.195524] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:22.195557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:22.321033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:22.321228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:22.321285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:22.321324] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:22.325049] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=17.98%) [2025-12-31T20:21:22.325335] [INFO ] [FORECASTER] Completed predict_future for EPSN [2025-12-31T20:21:22.325462] [INFO ] [sig ] EPSN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:22.473598] [INFO ] [LOCAL ] Saved forecast: EPSN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EPSN.txt [2025-12-31T20:21:22.473726] [INFO ] [sig ] [1095/3534] Completed EPSN in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:22.473773] [INFO ] [sig ] [1096/3534] Forecasting EQBK... [2025-12-31T20:21:22.473805] [INFO ] [sig ] Generating forecast for: EQBK [2025-12-31T20:21:22.473837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-12-31T20:21:22.485545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQBK'. [2025-12-31T20:21:22.485828] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-12-31T20:21:22.486589] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-12-31T20:21:22.486642] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:22.486674] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:22.486701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:22.486759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:22.547555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:22.548281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:22.548376] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:22.548412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:22.677107] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:22.677275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:22.677326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:22.677359] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:22.680840] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=84.28%) [2025-12-31T20:21:22.681117] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-12-31T20:21:22.681248] [INFO ] [sig ] EQBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:22.828144] [INFO ] [LOCAL ] Saved forecast: EQBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EQBK.txt [2025-12-31T20:21:22.828297] [INFO ] [sig ] [1096/3534] Completed EQBK in 0.4s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:22.828352] [INFO ] [sig ] [1097/3534] Forecasting EQH... [2025-12-31T20:21:22.828385] [INFO ] [sig ] Generating forecast for: EQH [2025-12-31T20:21:22.828415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-12-31T20:21:22.840357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQH'. [2025-12-31T20:21:22.840711] [INFO ] [FORECASTER] Starting predict_future for EQH [2025-12-31T20:21:22.841503] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-12-31T20:21:22.841554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:22.841613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:22.841641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:22.841700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:22.898626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:22.899233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:22.899337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:22.899371] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:23.018739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:23.018902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:23.018944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:23.018974] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:23.022552] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=17.35%) [2025-12-31T20:21:23.022868] [INFO ] [FORECASTER] Completed predict_future for EQH [2025-12-31T20:21:23.023001] [INFO ] [sig ] EQH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:23.165867] [INFO ] [LOCAL ] Saved forecast: EQH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EQH.txt [2025-12-31T20:21:23.165993] [INFO ] [sig ] [1097/3534] Completed EQH in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:23.166032] [INFO ] [sig ] [1098/3534] Forecasting EQIX... [2025-12-31T20:21:23.166061] [INFO ] [sig ] Generating forecast for: EQIX [2025-12-31T20:21:23.166091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'. [2025-12-31T20:21:23.177593] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EQIX'. [2025-12-31T20:21:23.177872] [INFO ] [FORECASTER] Starting predict_future for EQIX [2025-12-31T20:21:23.178657] [DEBUG] [LOCAL ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt [2025-12-31T20:21:23.178710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:23.178769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:23.178801] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:23.178863] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:23.237839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:23.238456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:23.238536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:23.238569] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:23.364056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:23.364186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:23.364226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:23.364254] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:23.367547] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=48.37%) [2025-12-31T20:21:23.367849] [INFO ] [FORECASTER] Completed predict_future for EQIX [2025-12-31T20:21:23.367969] [INFO ] [sig ] EQIX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:23.508806] [INFO ] [LOCAL ] Saved forecast: EQIX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EQIX.txt [2025-12-31T20:21:23.508926] [INFO ] [sig ] [1098/3534] Completed EQIX in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:23.508965] [INFO ] [sig ] [1099/3534] Forecasting ERAS... [2025-12-31T20:21:23.508993] [INFO ] [sig ] Generating forecast for: ERAS [2025-12-31T20:21:23.509021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'. [2025-12-31T20:21:23.519994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERAS'. [2025-12-31T20:21:23.520281] [INFO ] [FORECASTER] Starting predict_future for ERAS [2025-12-31T20:21:23.521096] [DEBUG] [LOCAL ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt [2025-12-31T20:21:23.521150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:23.521185] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:23.521220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:23.521293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:23.578155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:23.578787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:23.578867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:23.578899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:23.698044] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:23.698194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:23.698241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:23.698271] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:23.701810] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=14.56%) [2025-12-31T20:21:23.702093] [INFO ] [FORECASTER] Completed predict_future for ERAS [2025-12-31T20:21:23.702218] [INFO ] [sig ] ERAS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:23.844563] [INFO ] [LOCAL ] Saved forecast: ERAS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ERAS.txt [2025-12-31T20:21:23.844705] [INFO ] [sig ] [1099/3534] Completed ERAS in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:23.844744] [INFO ] [sig ] [1100/3534] Forecasting ERIC... [2025-12-31T20:21:23.844772] [INFO ] [sig ] Generating forecast for: ERIC [2025-12-31T20:21:23.844802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'. [2025-12-31T20:21:23.855747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIC'. [2025-12-31T20:21:23.856017] [INFO ] [FORECASTER] Starting predict_future for ERIC [2025-12-31T20:21:23.856786] [DEBUG] [LOCAL ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt [2025-12-31T20:21:23.856838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:23.856870] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:23.856897] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:23.856954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:23.912589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:23.913184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:23.913274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:23.913312] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:24.037884] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:24.038034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:24.038089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:24.038120] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:24.041526] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=83.86%) [2025-12-31T20:21:24.041814] [INFO ] [FORECASTER] Completed predict_future for ERIC [2025-12-31T20:21:24.041933] [INFO ] [sig ] ERIC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:24.183701] [INFO ] [LOCAL ] Saved forecast: ERIC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ERIC.txt [2025-12-31T20:21:24.183816] [INFO ] [sig ] [1100/3534] Completed ERIC in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:24.183854] [INFO ] [sig ] [1101/3534] Forecasting ERIE... [2025-12-31T20:21:24.183883] [INFO ] [sig ] Generating forecast for: ERIE [2025-12-31T20:21:24.183913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'. [2025-12-31T20:21:24.197045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERIE'. [2025-12-31T20:21:24.197334] [INFO ] [FORECASTER] Starting predict_future for ERIE [2025-12-31T20:21:24.198121] [DEBUG] [LOCAL ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt [2025-12-31T20:21:24.198174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:24.198205] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:24.198234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:24.198293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:24.254743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:24.255336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:24.255632] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:24.255684] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:24.372438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:24.372562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:24.372621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:24.372680] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:24.376170] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=69.95%) [2025-12-31T20:21:24.376454] [INFO ] [FORECASTER] Completed predict_future for ERIE [2025-12-31T20:21:24.376600] [INFO ] [sig ] ERIE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:24.522640] [INFO ] [LOCAL ] Saved forecast: ERIE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ERIE.txt [2025-12-31T20:21:24.522779] [INFO ] [sig ] [1101/3534] Completed ERIE in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:24.522822] [INFO ] [sig ] [1102/3534] Forecasting ERII... [2025-12-31T20:21:24.522853] [INFO ] [sig ] Generating forecast for: ERII [2025-12-31T20:21:24.522886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'. [2025-12-31T20:21:24.534424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERII'. [2025-12-31T20:21:24.534822] [INFO ] [FORECASTER] Starting predict_future for ERII [2025-12-31T20:21:24.535637] [DEBUG] [LOCAL ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt [2025-12-31T20:21:24.535691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:24.535723] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:24.535750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:24.535806] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:24.597322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:24.598235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:24.598323] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:24.598355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:24.719907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:24.720070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:24.720110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:24.720138] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:24.723545] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=43.25%) [2025-12-31T20:21:24.723832] [INFO ] [FORECASTER] Completed predict_future for ERII [2025-12-31T20:21:24.723957] [INFO ] [sig ] ERII: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:24.867905] [INFO ] [LOCAL ] Saved forecast: ERII 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ERII.txt [2025-12-31T20:21:24.868033] [INFO ] [sig ] [1102/3534] Completed ERII in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:24.868072] [INFO ] [sig ] [1103/3534] Forecasting ERNA... [2025-12-31T20:21:24.868102] [INFO ] [sig ] Generating forecast for: ERNA [2025-12-31T20:21:24.868132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'. [2025-12-31T20:21:24.879042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERNA'. [2025-12-31T20:21:24.879383] [INFO ] [FORECASTER] Starting predict_future for ERNA [2025-12-31T20:21:24.880180] [DEBUG] [LOCAL ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt [2025-12-31T20:21:24.880240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:24.880279] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:24.880312] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:24.880383] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:24.936931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:24.937758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:24.937840] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:24.937873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:25.056771] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:25.056932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:25.056971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:25.057000] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:25.060384] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=96.04%) [2025-12-31T20:21:25.060671] [INFO ] [FORECASTER] Completed predict_future for ERNA [2025-12-31T20:21:25.060792] [INFO ] [sig ] ERNA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:25.202363] [INFO ] [LOCAL ] Saved forecast: ERNA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ERNA.txt [2025-12-31T20:21:25.202525] [INFO ] [sig ] [1103/3534] Completed ERNA in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:25.202565] [INFO ] [sig ] [1104/3534] Forecasting ERO... [2025-12-31T20:21:25.202616] [INFO ] [sig ] Generating forecast for: ERO [2025-12-31T20:21:25.202649] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-12-31T20:21:25.214717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ERO'. [2025-12-31T20:21:25.215018] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-12-31T20:21:25.215785] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-12-31T20:21:25.215837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:25.215880] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:25.215908] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:25.215965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:25.271640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:25.272408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:25.272489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:25.272522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:25.391114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:25.391273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:25.391313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:25.391342] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:25.394694] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-12-31T20:21:25.394962] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-12-31T20:21:25.395081] [INFO ] [sig ] ERO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:25.536507] [INFO ] [LOCAL ] Saved forecast: ERO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ERO.txt [2025-12-31T20:21:25.536658] [INFO ] [sig ] [1104/3534] Completed ERO in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 14.0m [2025-12-31T20:21:25.536700] [INFO ] [sig ] [1105/3534] Forecasting ES... [2025-12-31T20:21:25.536729] [INFO ] [sig ] Generating forecast for: ES [2025-12-31T20:21:25.536759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-12-31T20:21:25.548172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ES'. [2025-12-31T20:21:25.548501] [INFO ] [FORECASTER] Starting predict_future for ES [2025-12-31T20:21:25.549490] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-12-31T20:21:25.549543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:25.549595] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:25.549627] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:25.549686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:25.607257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:25.608221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:25.608325] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:25.608358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:25.726454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:25.726631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:25.726676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:25.726709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:25.730118] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=76.52%) [2025-12-31T20:21:25.730405] [INFO ] [FORECASTER] Completed predict_future for ES [2025-12-31T20:21:25.730536] [INFO ] [sig ] ES: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:25.876091] [INFO ] [LOCAL ] Saved forecast: ES 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ES.txt [2025-12-31T20:21:25.876230] [INFO ] [sig ] [1105/3534] Completed ES in 0.3s | 2.90 sym/s | Total: 6.3m | ETA: 13.9m [2025-12-31T20:21:25.876276] [INFO ] [sig ] [1106/3534] Forecasting ESAB... [2025-12-31T20:21:25.876313] [INFO ] [sig ] Generating forecast for: ESAB [2025-12-31T20:21:25.876349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-12-31T20:21:25.887484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESAB'. [2025-12-31T20:21:25.887816] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-12-31T20:21:25.888646] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-12-31T20:21:25.888697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:25.888728] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:25.888755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:25.888812] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:25.945840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:25.946702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:25.946785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:25.946820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:26.068763] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:26.068918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:26.068960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:26.068990] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:26.072527] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=6.86%) [2025-12-31T20:21:26.072821] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-12-31T20:21:26.072944] [INFO ] [sig ] ESAB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:26.216646] [INFO ] [LOCAL ] Saved forecast: ESAB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESAB.txt [2025-12-31T20:21:26.216797] [INFO ] [sig ] [1106/3534] Completed ESAB in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:26.216836] [INFO ] [sig ] [1107/3534] Forecasting ESCA... [2025-12-31T20:21:26.216866] [INFO ] [sig ] Generating forecast for: ESCA [2025-12-31T20:21:26.216897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'. [2025-12-31T20:21:26.228717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESCA'. [2025-12-31T20:21:26.229087] [INFO ] [FORECASTER] Starting predict_future for ESCA [2025-12-31T20:21:26.229984] [DEBUG] [LOCAL ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt [2025-12-31T20:21:26.230039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:26.230072] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:26.230101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:26.230160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:26.288198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:26.288935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:26.289018] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:26.289051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:26.410742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:26.410900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:26.410939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:26.410966] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:26.414314] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=26.31%) [2025-12-31T20:21:26.414603] [INFO ] [FORECASTER] Completed predict_future for ESCA [2025-12-31T20:21:26.414730] [INFO ] [sig ] ESCA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:26.561338] [INFO ] [LOCAL ] Saved forecast: ESCA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESCA.txt [2025-12-31T20:21:26.561488] [INFO ] [sig ] [1107/3534] Completed ESCA in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:26.561540] [INFO ] [sig ] [1108/3534] Forecasting ESE... [2025-12-31T20:21:26.561593] [INFO ] [sig ] Generating forecast for: ESE [2025-12-31T20:21:26.561636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-12-31T20:21:26.573644] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESE'. [2025-12-31T20:21:26.573976] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-12-31T20:21:26.574779] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-12-31T20:21:26.574833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:26.574867] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:26.574895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:26.574954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:26.632179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:26.633023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:26.633135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:26.633168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:26.750093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:26.750247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:26.750286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:26.750315] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:26.753688] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=41.64%) [2025-12-31T20:21:26.753960] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-12-31T20:21:26.754083] [INFO ] [sig ] ESE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:26.899722] [INFO ] [LOCAL ] Saved forecast: ESE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESE.txt [2025-12-31T20:21:26.899876] [INFO ] [sig ] [1108/3534] Completed ESE in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:26.899919] [INFO ] [sig ] [1109/3534] Forecasting ESEA... [2025-12-31T20:21:26.899952] [INFO ] [sig ] Generating forecast for: ESEA [2025-12-31T20:21:26.899986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'. [2025-12-31T20:21:26.911786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESEA'. [2025-12-31T20:21:26.912179] [INFO ] [FORECASTER] Starting predict_future for ESEA [2025-12-31T20:21:26.912997] [DEBUG] [LOCAL ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt [2025-12-31T20:21:26.913051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:26.913083] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:26.913109] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:26.913168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:26.972056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:26.972946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:26.973028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:26.973063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:27.097298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:27.097460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:27.097501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:27.097531] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:27.101032] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=53.06%) [2025-12-31T20:21:27.101321] [INFO ] [FORECASTER] Completed predict_future for ESEA [2025-12-31T20:21:27.101450] [INFO ] [sig ] ESEA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:27.247671] [INFO ] [LOCAL ] Saved forecast: ESEA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ESEA.txt [2025-12-31T20:21:27.247806] [INFO ] [sig ] [1109/3534] Completed ESEA in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:27.247846] [INFO ] [sig ] [1110/3534] Forecasting ESGD... [2025-12-31T20:21:27.247875] [INFO ] [sig ] Generating forecast for: ESGD [2025-12-31T20:21:27.247906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'. [2025-12-31T20:21:27.259014] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGD'. [2025-12-31T20:21:27.259330] [INFO ] [FORECASTER] Starting predict_future for ESGD [2025-12-31T20:21:27.260103] [DEBUG] [LOCAL ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt [2025-12-31T20:21:27.260155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:27.260186] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:27.260214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:27.260271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:27.316862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:27.317490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:27.317569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:27.317620] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:27.438254] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:27.438412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:27.438451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:27.438478] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:27.441864] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=15.09%) [2025-12-31T20:21:27.442142] [INFO ] [FORECASTER] Completed predict_future for ESGD [2025-12-31T20:21:27.442267] [INFO ] [sig ] ESGD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:27.585817] [INFO ] [LOCAL ] Saved forecast: ESGD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESGD.txt [2025-12-31T20:21:27.585998] [INFO ] [sig ] [1110/3534] Completed ESGD in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:27.586046] [INFO ] [sig ] [1111/3534] Forecasting ESGE... [2025-12-31T20:21:27.586078] [INFO ] [sig ] Generating forecast for: ESGE [2025-12-31T20:21:27.586109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'. [2025-12-31T20:21:27.602157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESGE'. [2025-12-31T20:21:27.602863] [INFO ] [FORECASTER] Starting predict_future for ESGE [2025-12-31T20:21:27.604269] [DEBUG] [LOCAL ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt [2025-12-31T20:21:27.604345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:27.604399] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:27.604446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:27.604538] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:27.675973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:27.676912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:27.676999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:27.677033] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:27.804858] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:27.805016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:27.805059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:27.805106] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:27.808724] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=17.00%) [2025-12-31T20:21:27.809032] [INFO ] [FORECASTER] Completed predict_future for ESGE [2025-12-31T20:21:27.809166] [INFO ] [sig ] ESGE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:27.963919] [INFO ] [LOCAL ] Saved forecast: ESGE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESGE.txt [2025-12-31T20:21:27.964139] [INFO ] [sig ] [1111/3534] Completed ESGE in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:27.964187] [INFO ] [sig ] [1112/3534] Forecasting ESI... [2025-12-31T20:21:27.964216] [INFO ] [sig ] Generating forecast for: ESI [2025-12-31T20:21:27.964251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-12-31T20:21:27.980373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESI'. [2025-12-31T20:21:27.980932] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-12-31T20:21:27.982122] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-12-31T20:21:27.982194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:27.982247] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:27.982295] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:27.982385] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:28.073702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:28.074841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:28.074956] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:28.075003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:28.238214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:28.238407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:28.238472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:28.238524] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:28.243715] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=6.24%) [2025-12-31T20:21:28.244143] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-12-31T20:21:28.244325] [INFO ] [sig ] ESI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:28.440589] [INFO ] [LOCAL ] Saved forecast: ESI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESI.txt [2025-12-31T20:21:28.440768] [INFO ] [sig ] [1112/3534] Completed ESI in 0.5s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:28.440811] [INFO ] [sig ] [1113/3534] Forecasting ESOA... [2025-12-31T20:21:28.440841] [INFO ] [sig ] Generating forecast for: ESOA [2025-12-31T20:21:28.440874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'. [2025-12-31T20:21:28.454500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESOA'. [2025-12-31T20:21:28.454992] [INFO ] [FORECASTER] Starting predict_future for ESOA [2025-12-31T20:21:28.455991] [DEBUG] [LOCAL ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt [2025-12-31T20:21:28.456049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:28.456083] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:28.456115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:28.456197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:28.534061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:28.535308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:28.535463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:28.535518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:28.703050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:28.703219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:28.703262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:28.703291] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:28.706812] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=6.78%) [2025-12-31T20:21:28.707125] [INFO ] [FORECASTER] Completed predict_future for ESOA [2025-12-31T20:21:28.707262] [INFO ] [sig ] ESOA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:28.873451] [INFO ] [LOCAL ] Saved forecast: ESOA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESOA.txt [2025-12-31T20:21:28.873631] [INFO ] [sig ] [1113/3534] Completed ESOA in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:28.873677] [INFO ] [sig ] [1114/3534] Forecasting ESPO... [2025-12-31T20:21:28.873708] [INFO ] [sig ] Generating forecast for: ESPO [2025-12-31T20:21:28.873738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'. [2025-12-31T20:21:28.885991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESPO'. [2025-12-31T20:21:28.886406] [INFO ] [FORECASTER] Starting predict_future for ESPO [2025-12-31T20:21:28.887237] [DEBUG] [LOCAL ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt [2025-12-31T20:21:28.887291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:28.887324] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:28.887351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:28.887407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:28.944205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:28.945132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:28.945220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:28.945254] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:29.072902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:29.073060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:29.073100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:29.073131] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:29.076587] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=32.15%) [2025-12-31T20:21:29.076896] [INFO ] [FORECASTER] Completed predict_future for ESPO [2025-12-31T20:21:29.077027] [INFO ] [sig ] ESPO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:29.219335] [INFO ] [LOCAL ] Saved forecast: ESPO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESPO.txt [2025-12-31T20:21:29.219474] [INFO ] [sig ] [1114/3534] Completed ESPO in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:29.219514] [INFO ] [sig ] [1115/3534] Forecasting ESQ... [2025-12-31T20:21:29.219543] [INFO ] [sig ] Generating forecast for: ESQ [2025-12-31T20:21:29.219590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'. [2025-12-31T20:21:29.230733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESQ'. [2025-12-31T20:21:29.231017] [INFO ] [FORECASTER] Starting predict_future for ESQ [2025-12-31T20:21:29.231783] [DEBUG] [LOCAL ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt [2025-12-31T20:21:29.231835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:29.231891] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:29.231959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:29.232043] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:29.291081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:29.291944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:29.292028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:29.292063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:29.408213] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:29.408365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:29.408406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:29.408434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:29.411787] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-12-31T20:21:29.412057] [INFO ] [FORECASTER] Completed predict_future for ESQ [2025-12-31T20:21:29.412176] [INFO ] [sig ] ESQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:29.550957] [INFO ] [LOCAL ] Saved forecast: ESQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ESQ.txt [2025-12-31T20:21:29.551088] [INFO ] [sig ] [1115/3534] Completed ESQ in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:29.551128] [INFO ] [sig ] [1116/3534] Forecasting ESTA... [2025-12-31T20:21:29.551159] [INFO ] [sig ] Generating forecast for: ESTA [2025-12-31T20:21:29.551189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'. [2025-12-31T20:21:29.562331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTA'. [2025-12-31T20:21:29.562671] [INFO ] [FORECASTER] Starting predict_future for ESTA [2025-12-31T20:21:29.563444] [DEBUG] [LOCAL ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt [2025-12-31T20:21:29.563508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:29.563545] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:29.563598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:29.563665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:29.620019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:29.620792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:29.620873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:29.620909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:29.740029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:29.740192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:29.740233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:29.740262] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:29.743608] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=74.09%) [2025-12-31T20:21:29.743882] [INFO ] [FORECASTER] Completed predict_future for ESTA [2025-12-31T20:21:29.744002] [INFO ] [sig ] ESTA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:29.884116] [INFO ] [LOCAL ] Saved forecast: ESTA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ESTA.txt [2025-12-31T20:21:29.884270] [INFO ] [sig ] [1116/3534] Completed ESTA in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:29.884311] [INFO ] [sig ] [1117/3534] Forecasting ESTC... [2025-12-31T20:21:29.884342] [INFO ] [sig ] Generating forecast for: ESTC [2025-12-31T20:21:29.884372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-12-31T20:21:29.895626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ESTC'. [2025-12-31T20:21:29.895948] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-12-31T20:21:29.896761] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-12-31T20:21:29.896816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:29.896850] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:29.896879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:29.896939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:29.956181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:29.956869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:29.956949] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:29.956983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:30.082262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:30.082414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:30.082452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:30.082480] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:30.085845] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-12-31T20:21:30.086118] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-12-31T20:21:30.086239] [INFO ] [sig ] ESTC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:30.235131] [INFO ] [LOCAL ] Saved forecast: ESTC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ESTC.txt [2025-12-31T20:21:30.235264] [INFO ] [sig ] [1117/3534] Completed ESTC in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:30.235306] [INFO ] [sig ] [1118/3534] Forecasting ETB... [2025-12-31T20:21:30.235334] [INFO ] [sig ] Generating forecast for: ETB [2025-12-31T20:21:30.235365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-12-31T20:21:30.247305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETB'. [2025-12-31T20:21:30.247642] [INFO ] [FORECASTER] Starting predict_future for ETB [2025-12-31T20:21:30.248422] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-12-31T20:21:30.248477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:30.248511] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:30.248540] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:30.248617] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:30.308363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:30.309187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:30.309301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:30.309344] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:30.425407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:30.425563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:30.425623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:30.425682] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:30.429033] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: UP (p=76.93%) [2025-12-31T20:21:30.429320] [INFO ] [FORECASTER] Completed predict_future for ETB [2025-12-31T20:21:30.429443] [INFO ] [sig ] ETB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:30.575732] [INFO ] [LOCAL ] Saved forecast: ETB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ETB.txt [2025-12-31T20:21:30.575872] [INFO ] [sig ] [1118/3534] Completed ETB in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:30.575913] [INFO ] [sig ] [1119/3534] Forecasting ETD... [2025-12-31T20:21:30.575943] [INFO ] [sig ] Generating forecast for: ETD [2025-12-31T20:21:30.575980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-12-31T20:21:30.587885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETD'. [2025-12-31T20:21:30.588200] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-12-31T20:21:30.588997] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-12-31T20:21:30.589052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:30.589086] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:30.589113] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:30.589174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:30.648356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:30.649140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:30.649220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:30.649276] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:30.767198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:30.767360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:30.767406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:30.767442] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:30.770987] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=10.67%) [2025-12-31T20:21:30.771342] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-12-31T20:21:30.771487] [INFO ] [sig ] ETD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:30.918436] [INFO ] [LOCAL ] Saved forecast: ETD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ETD.txt [2025-12-31T20:21:30.918611] [INFO ] [sig ] [1119/3534] Completed ETD in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:30.918654] [INFO ] [sig ] [1120/3534] Forecasting ETG... [2025-12-31T20:21:30.918685] [INFO ] [sig ] Generating forecast for: ETG [2025-12-31T20:21:30.918715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-12-31T20:21:30.932744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETG'. [2025-12-31T20:21:30.933141] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-12-31T20:21:30.934082] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-12-31T20:21:30.934149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:30.934186] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:30.934217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:30.934288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:30.996400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:30.997480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:30.997779] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:30.997812] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:31.118675] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:31.118838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:31.118878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:31.118908] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:31.122382] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=47.99%) [2025-12-31T20:21:31.122696] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-12-31T20:21:31.122831] [INFO ] [sig ] ETG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:31.264110] [INFO ] [LOCAL ] Saved forecast: ETG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ETG.txt [2025-12-31T20:21:31.264266] [INFO ] [sig ] [1120/3534] Completed ETG in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:31.264307] [INFO ] [sig ] [1121/3534] Forecasting ETHA... [2025-12-31T20:21:31.264338] [INFO ] [sig ] Generating forecast for: ETHA [2025-12-31T20:21:31.264368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'. [2025-12-31T20:21:31.275511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETHA'. [2025-12-31T20:21:31.275841] [INFO ] [FORECASTER] Starting predict_future for ETHA [2025-12-31T20:21:31.276608] [DEBUG] [LOCAL ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt [2025-12-31T20:21:31.276660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:31.276692] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:31.276718] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:31.276775] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:31.335001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:31.335807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:31.335889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:31.335921] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:31.454843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:31.454984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:31.455023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:31.455051] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:31.458359] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=74.37%) [2025-12-31T20:21:31.458652] [INFO ] [FORECASTER] Completed predict_future for ETHA [2025-12-31T20:21:31.458775] [INFO ] [sig ] ETHA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:31.602324] [INFO ] [LOCAL ] Saved forecast: ETHA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ETHA.txt [2025-12-31T20:21:31.602466] [INFO ] [sig ] [1121/3534] Completed ETHA in 0.3s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:31.602506] [INFO ] [sig ] [1122/3534] Forecasting ETJ... [2025-12-31T20:21:31.602535] [INFO ] [sig ] Generating forecast for: ETJ [2025-12-31T20:21:31.602566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-12-31T20:21:31.614000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETJ'. [2025-12-31T20:21:31.614312] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-12-31T20:21:31.615097] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-12-31T20:21:31.615149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:31.615181] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:31.615208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:31.615271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:31.672570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:31.673283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:31.673362] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:31.673395] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:31.792744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:31.792929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:31.792976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:31.793008] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:31.797173] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=10.01%) [2025-12-31T20:21:31.797651] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-12-31T20:21:31.797826] [INFO ] [sig ] ETJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:31.959062] [INFO ] [LOCAL ] Saved forecast: ETJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ETJ.txt [2025-12-31T20:21:31.959281] [INFO ] [sig ] [1122/3534] Completed ETJ in 0.4s | 2.90 sym/s | Total: 6.4m | ETA: 13.9m [2025-12-31T20:21:31.959331] [INFO ] [sig ] [1123/3534] Forecasting ETN... [2025-12-31T20:21:31.959362] [INFO ] [sig ] Generating forecast for: ETN [2025-12-31T20:21:31.959392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-12-31T20:21:31.970508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETN'. [2025-12-31T20:21:31.970894] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-12-31T20:21:31.971700] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-12-31T20:21:31.971753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:31.971786] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:31.971812] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:31.971874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:32.027872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:32.028707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:32.028789] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:32.028821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:32.148673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:32.148828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:32.148868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:32.148897] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:32.152464] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=63.56%) [2025-12-31T20:21:32.152958] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-12-31T20:21:32.153083] [INFO ] [sig ] ETN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:32.294371] [INFO ] [LOCAL ] Saved forecast: ETN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ETN.txt [2025-12-31T20:21:32.294502] [INFO ] [sig ] [1123/3534] Completed ETN in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.9m [2025-12-31T20:21:32.294541] [INFO ] [sig ] [1124/3534] Forecasting ETO... [2025-12-31T20:21:32.294588] [INFO ] [sig ] Generating forecast for: ETO [2025-12-31T20:21:32.294623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-12-31T20:21:32.306371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETO'. [2025-12-31T20:21:32.306927] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-12-31T20:21:32.307725] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-12-31T20:21:32.307779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:32.307813] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:32.307842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:32.307901] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:32.365304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:32.366068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:32.366149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:32.366182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:32.484238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:32.484399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:32.484441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:32.484473] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:32.487810] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=36.27%) [2025-12-31T20:21:32.488086] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-12-31T20:21:32.488207] [INFO ] [sig ] ETO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:32.632528] [INFO ] [LOCAL ] Saved forecast: ETO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ETO.txt [2025-12-31T20:21:32.632701] [INFO ] [sig ] [1124/3534] Completed ETO in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:32.632743] [INFO ] [sig ] [1125/3534] Forecasting ETON... [2025-12-31T20:21:32.632772] [INFO ] [sig ] Generating forecast for: ETON [2025-12-31T20:21:32.632802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'. [2025-12-31T20:21:32.644686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETON'. [2025-12-31T20:21:32.645012] [INFO ] [FORECASTER] Starting predict_future for ETON [2025-12-31T20:21:32.645834] [DEBUG] [LOCAL ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt [2025-12-31T20:21:32.645888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:32.645920] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:32.645947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:32.646005] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:32.704884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:32.705798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:32.705941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:32.705987] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:32.830607] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:32.830771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:32.830812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:32.830841] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:32.834308] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=54.76%) [2025-12-31T20:21:32.834632] [INFO ] [FORECASTER] Completed predict_future for ETON [2025-12-31T20:21:32.834768] [INFO ] [sig ] ETON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:32.979626] [INFO ] [LOCAL ] Saved forecast: ETON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ETON.txt [2025-12-31T20:21:32.979813] [INFO ] [sig ] [1125/3534] Completed ETON in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:32.979857] [INFO ] [sig ] [1126/3534] Forecasting ETSY... [2025-12-31T20:21:32.979888] [INFO ] [sig ] Generating forecast for: ETSY [2025-12-31T20:21:32.979920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-12-31T20:21:32.992029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETSY'. [2025-12-31T20:21:32.992429] [INFO ] [FORECASTER] Starting predict_future for ETSY [2025-12-31T20:21:32.993256] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-12-31T20:21:32.993312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:32.993346] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:32.993374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:32.993438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:33.057058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:33.057994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:33.058079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:33.058113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:33.183477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:33.183652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:33.183692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:33.183721] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:33.187064] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=17.43%) [2025-12-31T20:21:33.187342] [INFO ] [FORECASTER] Completed predict_future for ETSY [2025-12-31T20:21:33.187468] [INFO ] [sig ] ETSY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:33.329487] [INFO ] [LOCAL ] Saved forecast: ETSY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ETSY.txt [2025-12-31T20:21:33.329652] [INFO ] [sig ] [1126/3534] Completed ETSY in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:33.329696] [INFO ] [sig ] [1127/3534] Forecasting ETY... [2025-12-31T20:21:33.329726] [INFO ] [sig ] Generating forecast for: ETY [2025-12-31T20:21:33.329756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-12-31T20:21:33.342875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ETY'. [2025-12-31T20:21:33.343221] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-12-31T20:21:33.344148] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-12-31T20:21:33.344208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:33.344246] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:33.344278] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:33.344355] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:33.402843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:33.403567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:33.403668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:33.403702] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:33.524111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:33.524268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:33.524309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:33.524339] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:33.528074] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=73.54%) [2025-12-31T20:21:33.528358] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-12-31T20:21:33.528481] [INFO ] [sig ] ETY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:33.674982] [INFO ] [LOCAL ] Saved forecast: ETY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ETY.txt [2025-12-31T20:21:33.675120] [INFO ] [sig ] [1127/3534] Completed ETY in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:33.675160] [INFO ] [sig ] [1128/3534] Forecasting EUFN... [2025-12-31T20:21:33.675190] [INFO ] [sig ] Generating forecast for: EUFN [2025-12-31T20:21:33.675219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'. [2025-12-31T20:21:33.686426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EUFN'. [2025-12-31T20:21:33.686745] [INFO ] [FORECASTER] Starting predict_future for EUFN [2025-12-31T20:21:33.687498] [DEBUG] [LOCAL ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt [2025-12-31T20:21:33.687560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:33.687614] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:33.687644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:33.687702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:33.750239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:33.751077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:33.751158] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:33.751192] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:33.871377] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:33.871543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:33.871630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:33.871664] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:33.875563] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=98.81%) [2025-12-31T20:21:33.875934] [INFO ] [FORECASTER] Completed predict_future for EUFN [2025-12-31T20:21:33.876075] [INFO ] [sig ] EUFN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:34.024863] [INFO ] [LOCAL ] Saved forecast: EUFN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EUFN.txt [2025-12-31T20:21:34.025056] [INFO ] [sig ] [1128/3534] Completed EUFN in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:34.025100] [INFO ] [sig ] [1129/3534] Forecasting EVAX... [2025-12-31T20:21:34.025131] [INFO ] [sig ] Generating forecast for: EVAX [2025-12-31T20:21:34.025162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'. [2025-12-31T20:21:34.037328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVAX'. [2025-12-31T20:21:34.037763] [INFO ] [FORECASTER] Starting predict_future for EVAX [2025-12-31T20:21:34.038603] [DEBUG] [LOCAL ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt [2025-12-31T20:21:34.038658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:34.038692] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:34.038721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:34.038779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:34.099788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:34.100658] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:34.100743] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:34.100777] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:34.227849] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:34.228024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:34.228071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:34.228107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:34.232251] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: UP (p=90.93%) [2025-12-31T20:21:34.232613] [INFO ] [FORECASTER] Completed predict_future for EVAX [2025-12-31T20:21:34.232770] [INFO ] [sig ] EVAX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:34.394404] [INFO ] [LOCAL ] Saved forecast: EVAX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EVAX.txt [2025-12-31T20:21:34.394822] [INFO ] [sig ] [1129/3534] Completed EVAX in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:34.394871] [INFO ] [sig ] [1130/3534] Forecasting EVC... [2025-12-31T20:21:34.394907] [INFO ] [sig ] Generating forecast for: EVC [2025-12-31T20:21:34.394945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-12-31T20:21:34.409967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVC'. [2025-12-31T20:21:34.410328] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-12-31T20:21:34.411152] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-12-31T20:21:34.411204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:34.411237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:34.411264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:34.411320] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:34.472177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:34.473063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:34.473143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:34.473176] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:34.606090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:34.606253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:34.606295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:34.606325] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:34.610255] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=49.75%) [2025-12-31T20:21:34.610570] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-12-31T20:21:34.610744] [INFO ] [sig ] EVC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:34.767248] [INFO ] [LOCAL ] Saved forecast: EVC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EVC.txt [2025-12-31T20:21:34.767417] [INFO ] [sig ] [1130/3534] Completed EVC in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:34.767464] [INFO ] [sig ] [1131/3534] Forecasting EVCM... [2025-12-31T20:21:34.767500] [INFO ] [sig ] Generating forecast for: EVCM [2025-12-31T20:21:34.767534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'. [2025-12-31T20:21:34.779553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVCM'. [2025-12-31T20:21:34.779895] [INFO ] [FORECASTER] Starting predict_future for EVCM [2025-12-31T20:21:34.780756] [DEBUG] [LOCAL ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt [2025-12-31T20:21:34.780812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:34.780845] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:34.780872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:34.780931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:34.841554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:34.842638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:34.842721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:34.842755] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:34.970887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:34.971048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:34.971090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:34.971120] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:34.974887] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=48.87%) [2025-12-31T20:21:34.975214] [INFO ] [FORECASTER] Completed predict_future for EVCM [2025-12-31T20:21:34.975350] [INFO ] [sig ] EVCM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:35.127239] [INFO ] [LOCAL ] Saved forecast: EVCM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EVCM.txt [2025-12-31T20:21:35.127396] [INFO ] [sig ] [1131/3534] Completed EVCM in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:35.127465] [INFO ] [sig ] [1132/3534] Forecasting EVEX... [2025-12-31T20:21:35.127497] [INFO ] [sig ] Generating forecast for: EVEX [2025-12-31T20:21:35.127528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-12-31T20:21:35.138786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVEX'. [2025-12-31T20:21:35.139140] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-12-31T20:21:35.140005] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-12-31T20:21:35.140058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:35.140114] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:35.140143] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:35.140202] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:35.200707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:35.201600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:35.201688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:35.201722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:35.331037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:35.331196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:35.331237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:35.331267] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:35.335019] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=50.00%) [2025-12-31T20:21:35.335313] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-12-31T20:21:35.335444] [INFO ] [sig ] EVEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:35.490084] [INFO ] [LOCAL ] Saved forecast: EVEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EVEX.txt [2025-12-31T20:21:35.490219] [INFO ] [sig ] [1132/3534] Completed EVEX in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:35.490261] [INFO ] [sig ] [1133/3534] Forecasting EVF... [2025-12-31T20:21:35.490291] [INFO ] [sig ] Generating forecast for: EVF [2025-12-31T20:21:35.490322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-12-31T20:21:35.502342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVF'. [2025-12-31T20:21:35.502656] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-12-31T20:21:35.503459] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-12-31T20:21:35.503513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:35.503547] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:35.503591] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:35.503653] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:35.568648] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:35.569455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:35.569537] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:35.569571] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:35.693101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:35.693261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:35.693303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:35.693332] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:35.697373] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=94.46%) [2025-12-31T20:21:35.697723] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-12-31T20:21:35.698040] [INFO ] [sig ] EVF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:35.845414] [INFO ] [LOCAL ] Saved forecast: EVF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EVF.txt [2025-12-31T20:21:35.845593] [INFO ] [sig ] [1133/3534] Completed EVF in 0.4s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:35.845644] [INFO ] [sig ] [1134/3534] Forecasting EVG... [2025-12-31T20:21:35.845675] [INFO ] [sig ] Generating forecast for: EVG [2025-12-31T20:21:35.845707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-12-31T20:21:35.858220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVG'. [2025-12-31T20:21:35.858508] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-12-31T20:21:35.859313] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-12-31T20:21:35.859365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:35.859398] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:35.859424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:35.859484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:35.917551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:35.918219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:35.918295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:35.918328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:36.030212] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:36.030362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:36.030401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:36.030430] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:36.033822] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=92.37%) [2025-12-31T20:21:36.034091] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-12-31T20:21:36.034211] [INFO ] [sig ] EVG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:36.178412] [INFO ] [LOCAL ] Saved forecast: EVG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EVG.txt [2025-12-31T20:21:36.178542] [INFO ] [sig ] [1134/3534] Completed EVG in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:36.178599] [INFO ] [sig ] [1135/3534] Forecasting EVGO... [2025-12-31T20:21:36.178631] [INFO ] [sig ] Generating forecast for: EVGO [2025-12-31T20:21:36.178662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'. [2025-12-31T20:21:36.190684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVGO'. [2025-12-31T20:21:36.191140] [INFO ] [FORECASTER] Starting predict_future for EVGO [2025-12-31T20:21:36.192122] [DEBUG] [LOCAL ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt [2025-12-31T20:21:36.192176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:36.192208] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:36.192234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:36.192292] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:36.256016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:36.256847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:36.256928] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:36.256960] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:36.378680] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:36.378827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:36.378904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:36.378961] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:36.382758] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=80.63%) [2025-12-31T20:21:36.383030] [INFO ] [FORECASTER] Completed predict_future for EVGO [2025-12-31T20:21:36.383153] [INFO ] [sig ] EVGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:36.524814] [INFO ] [LOCAL ] Saved forecast: EVGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EVGO.txt [2025-12-31T20:21:36.524941] [INFO ] [sig ] [1135/3534] Completed EVGO in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:36.524981] [INFO ] [sig ] [1136/3534] Forecasting EVH... [2025-12-31T20:21:36.525011] [INFO ] [sig ] Generating forecast for: EVH [2025-12-31T20:21:36.525042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-12-31T20:21:36.536114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVH'. [2025-12-31T20:21:36.536377] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-12-31T20:21:36.537145] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-12-31T20:21:36.537197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:36.537229] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:36.537256] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:36.537312] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:36.595171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:36.595790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:36.595866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:36.595897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:36.713363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:36.713503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:36.713542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:36.713592] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:36.717500] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=4.02%) [2025-12-31T20:21:36.717790] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-12-31T20:21:36.717913] [INFO ] [sig ] EVH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:36.859648] [INFO ] [LOCAL ] Saved forecast: EVH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EVH.txt [2025-12-31T20:21:36.859951] [INFO ] [sig ] [1136/3534] Completed EVH in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:36.859990] [INFO ] [sig ] [1137/3534] Forecasting EVN... [2025-12-31T20:21:36.860019] [INFO ] [sig ] Generating forecast for: EVN [2025-12-31T20:21:36.860049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-12-31T20:21:36.872617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVN'. [2025-12-31T20:21:36.872872] [INFO ] [FORECASTER] Starting predict_future for EVN [2025-12-31T20:21:36.873621] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-12-31T20:21:36.873672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:36.873703] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:36.873730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:36.873787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:36.933358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:36.934406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:36.934489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:36.934520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:37.050049] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:37.050191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:37.050231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:37.050260] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:37.054260] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=74.85%) [2025-12-31T20:21:37.054531] [INFO ] [FORECASTER] Completed predict_future for EVN [2025-12-31T20:21:37.054705] [INFO ] [sig ] EVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:37.197496] [INFO ] [LOCAL ] Saved forecast: EVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EVN.txt [2025-12-31T20:21:37.197634] [INFO ] [sig ] [1137/3534] Completed EVN in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:37.197675] [INFO ] [sig ] [1138/3534] Forecasting EVO... [2025-12-31T20:21:37.197704] [INFO ] [sig ] Generating forecast for: EVO [2025-12-31T20:21:37.197734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'. [2025-12-31T20:21:37.208789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVO'. [2025-12-31T20:21:37.209050] [INFO ] [FORECASTER] Starting predict_future for EVO [2025-12-31T20:21:37.209833] [DEBUG] [LOCAL ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt [2025-12-31T20:21:37.209885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:37.209916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:37.209942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:37.209998] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:37.269395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:37.270019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:37.270095] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:37.270127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:37.393327] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:37.393472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:37.393510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:37.393539] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:37.396858] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: DOWN (p=48.84%) [2025-12-31T20:21:37.397121] [INFO ] [FORECASTER] Completed predict_future for EVO [2025-12-31T20:21:37.397241] [INFO ] [sig ] EVO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:37.539601] [INFO ] [LOCAL ] Saved forecast: EVO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EVO.txt [2025-12-31T20:21:37.539730] [INFO ] [sig ] [1138/3534] Completed EVO in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:37.539770] [INFO ] [sig ] [1139/3534] Forecasting EVRG... [2025-12-31T20:21:37.539799] [INFO ] [sig ] Generating forecast for: EVRG [2025-12-31T20:21:37.539828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'. [2025-12-31T20:21:37.551181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVRG'. [2025-12-31T20:21:37.551442] [INFO ] [FORECASTER] Starting predict_future for EVRG [2025-12-31T20:21:37.552235] [DEBUG] [LOCAL ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt [2025-12-31T20:21:37.552287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:37.552329] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:37.552357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:37.552415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:37.609567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:37.610178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:37.610253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:37.610285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:37.733311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:37.733445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:37.733482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:37.733510] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:37.736743] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=16.65%) [2025-12-31T20:21:37.737005] [INFO ] [FORECASTER] Completed predict_future for EVRG [2025-12-31T20:21:37.737125] [INFO ] [sig ] EVRG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:37.877428] [INFO ] [LOCAL ] Saved forecast: EVRG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EVRG.txt [2025-12-31T20:21:37.877552] [INFO ] [sig ] [1139/3534] Completed EVRG in 0.3s | 2.90 sym/s | Total: 6.5m | ETA: 13.8m [2025-12-31T20:21:37.877608] [INFO ] [sig ] [1140/3534] Forecasting EVSD... [2025-12-31T20:21:37.877639] [INFO ] [sig ] Generating forecast for: EVSD [2025-12-31T20:21:37.877670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'. [2025-12-31T20:21:37.889419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVSD'. [2025-12-31T20:21:37.889705] [INFO ] [FORECASTER] Starting predict_future for EVSD [2025-12-31T20:21:37.890621] [DEBUG] [LOCAL ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt [2025-12-31T20:21:37.890673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:37.890704] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:37.890730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:37.890787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:37.948460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:37.949060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:37.949136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:37.949167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:38.070014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:38.070148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:38.070186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:38.070215] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:38.073631] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=69.17%) [2025-12-31T20:21:38.074086] [INFO ] [FORECASTER] Completed predict_future for EVSD [2025-12-31T20:21:38.074209] [INFO ] [sig ] EVSD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:38.213743] [INFO ] [LOCAL ] Saved forecast: EVSD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EVSD.txt [2025-12-31T20:21:38.213863] [INFO ] [sig ] [1140/3534] Completed EVSD in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m [2025-12-31T20:21:38.213901] [INFO ] [sig ] [1141/3534] Forecasting EVTC... [2025-12-31T20:21:38.213930] [INFO ] [sig ] Generating forecast for: EVTC [2025-12-31T20:21:38.213960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-12-31T20:21:38.225603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVTC'. [2025-12-31T20:21:38.225885] [INFO ] [FORECASTER] Starting predict_future for EVTC [2025-12-31T20:21:38.226642] [DEBUG] [LOCAL ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt [2025-12-31T20:21:38.226694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:38.226725] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:38.226752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:38.226813] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:38.283167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:38.283763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:38.283837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:38.283870] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:38.410467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:38.410627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:38.410675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:38.410709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:38.413990] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=48.24%) [2025-12-31T20:21:38.414254] [INFO ] [FORECASTER] Completed predict_future for EVTC [2025-12-31T20:21:38.414372] [INFO ] [sig ] EVTC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:38.558975] [INFO ] [LOCAL ] Saved forecast: EVTC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EVTC.txt [2025-12-31T20:21:38.559086] [INFO ] [sig ] [1141/3534] Completed EVTC in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.8m [2025-12-31T20:21:38.559125] [INFO ] [sig ] [1142/3534] Forecasting EVTL... [2025-12-31T20:21:38.559154] [INFO ] [sig ] Generating forecast for: EVTL [2025-12-31T20:21:38.559183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-12-31T20:21:38.570188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EVTL'. [2025-12-31T20:21:38.570434] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-12-31T20:21:38.571188] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-12-31T20:21:38.571240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:38.571272] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:38.571300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:38.571357] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:38.627856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:38.628455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:38.628552] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:38.628603] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:38.750817] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:38.750941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:38.750979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:38.751007] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:38.754789] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=42.83%) [2025-12-31T20:21:38.755049] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-12-31T20:21:38.755170] [INFO ] [sig ] EVTL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:38.898369] [INFO ] [LOCAL ] Saved forecast: EVTL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EVTL.txt [2025-12-31T20:21:38.898477] [INFO ] [sig ] [1142/3534] Completed EVTL in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:38.898514] [INFO ] [sig ] [1143/3534] Forecasting EWBC... [2025-12-31T20:21:38.898607] [INFO ] [sig ] Generating forecast for: EWBC [2025-12-31T20:21:38.898649] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'. [2025-12-31T20:21:38.910650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWBC'. [2025-12-31T20:21:38.910903] [INFO ] [FORECASTER] Starting predict_future for EWBC [2025-12-31T20:21:38.911651] [DEBUG] [LOCAL ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt [2025-12-31T20:21:38.911703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:38.911735] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:38.911762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:38.911819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:38.969367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:38.969997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:38.970071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:38.970103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:39.097371] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:39.097494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:39.097530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:39.097559] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:39.100821] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=35.44%) [2025-12-31T20:21:39.101079] [INFO ] [FORECASTER] Completed predict_future for EWBC [2025-12-31T20:21:39.101197] [INFO ] [sig ] EWBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:39.241145] [INFO ] [LOCAL ] Saved forecast: EWBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EWBC.txt [2025-12-31T20:21:39.241254] [INFO ] [sig ] [1143/3534] Completed EWBC in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:39.241292] [INFO ] [sig ] [1144/3534] Forecasting EWCZ... [2025-12-31T20:21:39.241322] [INFO ] [sig ] Generating forecast for: EWCZ [2025-12-31T20:21:39.241352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'. [2025-12-31T20:21:39.252630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'. [2025-12-31T20:21:39.253088] [INFO ] [FORECASTER] Starting predict_future for EWCZ [2025-12-31T20:21:39.254064] [DEBUG] [LOCAL ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt [2025-12-31T20:21:39.254115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:39.254146] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:39.254172] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:39.254229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:39.311267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:39.311867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:39.311942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:39.311974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:39.430839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:39.430966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:39.431004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:39.431032] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:39.434292] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=48.32%) [2025-12-31T20:21:39.434557] [INFO ] [FORECASTER] Completed predict_future for EWCZ [2025-12-31T20:21:39.434725] [INFO ] [sig ] EWCZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:39.571958] [INFO ] [LOCAL ] Saved forecast: EWCZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EWCZ.txt [2025-12-31T20:21:39.572069] [INFO ] [sig ] [1144/3534] Completed EWCZ in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:39.572107] [INFO ] [sig ] [1145/3534] Forecasting EWTX... [2025-12-31T20:21:39.572136] [INFO ] [sig ] Generating forecast for: EWTX [2025-12-31T20:21:39.572166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'. [2025-12-31T20:21:39.583594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWTX'. [2025-12-31T20:21:39.583845] [INFO ] [FORECASTER] Starting predict_future for EWTX [2025-12-31T20:21:39.584593] [DEBUG] [LOCAL ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt [2025-12-31T20:21:39.584644] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:39.584676] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:39.584702] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:39.584759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:39.640374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:39.640972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:39.641045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:39.641077] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:39.755349] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:39.755458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:39.755494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:39.755522] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:39.758669] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=56.21%) [2025-12-31T20:21:39.758927] [INFO ] [FORECASTER] Completed predict_future for EWTX [2025-12-31T20:21:39.759047] [INFO ] [sig ] EWTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:39.897714] [INFO ] [LOCAL ] Saved forecast: EWTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EWTX.txt [2025-12-31T20:21:39.897850] [INFO ] [sig ] [1145/3534] Completed EWTX in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:39.897889] [INFO ] [sig ] [1146/3534] Forecasting EWZS... [2025-12-31T20:21:39.897920] [INFO ] [sig ] Generating forecast for: EWZS [2025-12-31T20:21:39.897951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'. [2025-12-31T20:21:39.909088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EWZS'. [2025-12-31T20:21:39.909361] [INFO ] [FORECASTER] Starting predict_future for EWZS [2025-12-31T20:21:39.910117] [DEBUG] [LOCAL ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt [2025-12-31T20:21:39.910168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:39.910200] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:39.910227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:39.910284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:39.967749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:39.968546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:39.968640] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:39.968673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:40.089654] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:40.089782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:40.089819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:40.089865] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:40.093469] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-12-31T20:21:40.093752] [INFO ] [FORECASTER] Completed predict_future for EWZS [2025-12-31T20:21:40.093872] [INFO ] [sig ] EWZS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:40.232041] [INFO ] [LOCAL ] Saved forecast: EWZS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EWZS.txt [2025-12-31T20:21:40.232153] [INFO ] [sig ] [1146/3534] Completed EWZS in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:40.232191] [INFO ] [sig ] [1147/3534] Forecasting EXAS... [2025-12-31T20:21:40.232219] [INFO ] [sig ] Generating forecast for: EXAS [2025-12-31T20:21:40.232250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'. [2025-12-31T20:21:40.243782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXAS'. [2025-12-31T20:21:40.244030] [INFO ] [FORECASTER] Starting predict_future for EXAS [2025-12-31T20:21:40.244785] [DEBUG] [LOCAL ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt [2025-12-31T20:21:40.244837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:40.244869] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:40.244896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:40.244953] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:40.300706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:40.301286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:40.301360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:40.301391] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:40.423190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:40.423324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:40.423362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:40.423390] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:40.426643] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=74.08%) [2025-12-31T20:21:40.426908] [INFO ] [FORECASTER] Completed predict_future for EXAS [2025-12-31T20:21:40.427027] [INFO ] [sig ] EXAS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:40.564266] [INFO ] [LOCAL ] Saved forecast: EXAS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EXAS.txt [2025-12-31T20:21:40.564379] [INFO ] [sig ] [1147/3534] Completed EXAS in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:40.564417] [INFO ] [sig ] [1148/3534] Forecasting EXC... [2025-12-31T20:21:40.564445] [INFO ] [sig ] Generating forecast for: EXC [2025-12-31T20:21:40.564474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'. [2025-12-31T20:21:40.576904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXC'. [2025-12-31T20:21:40.577239] [INFO ] [FORECASTER] Starting predict_future for EXC [2025-12-31T20:21:40.578054] [DEBUG] [LOCAL ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt [2025-12-31T20:21:40.578109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:40.578141] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:40.578167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:40.578224] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:40.636850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:40.637494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:40.637596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:40.637645] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:40.763151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:40.763293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:40.763333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:40.763363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:40.766781] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=10.66%) [2025-12-31T20:21:40.767059] [INFO ] [FORECASTER] Completed predict_future for EXC [2025-12-31T20:21:40.767188] [INFO ] [sig ] EXC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:40.908718] [INFO ] [LOCAL ] Saved forecast: EXC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXC.txt [2025-12-31T20:21:40.909031] [INFO ] [sig ] [1148/3534] Completed EXC in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:40.909070] [INFO ] [sig ] [1149/3534] Forecasting EXEL... [2025-12-31T20:21:40.909098] [INFO ] [sig ] Generating forecast for: EXEL [2025-12-31T20:21:40.909130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'. [2025-12-31T20:21:40.921348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXEL'. [2025-12-31T20:21:40.921628] [INFO ] [FORECASTER] Starting predict_future for EXEL [2025-12-31T20:21:40.922402] [DEBUG] [LOCAL ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt [2025-12-31T20:21:40.922454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:40.922511] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:40.922539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:40.922613] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:40.980624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:40.981232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:40.981310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:40.981343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:41.098127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:41.098276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:41.098318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:41.098348] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:41.101892] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-12-31T20:21:41.102180] [INFO ] [FORECASTER] Completed predict_future for EXEL [2025-12-31T20:21:41.102306] [INFO ] [sig ] EXEL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:41.239559] [INFO ] [LOCAL ] Saved forecast: EXEL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXEL.txt [2025-12-31T20:21:41.239722] [INFO ] [sig ] [1149/3534] Completed EXEL in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:41.239770] [INFO ] [sig ] [1150/3534] Forecasting EXFY... [2025-12-31T20:21:41.239806] [INFO ] [sig ] Generating forecast for: EXFY [2025-12-31T20:21:41.239835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'. [2025-12-31T20:21:41.250987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXFY'. [2025-12-31T20:21:41.251253] [INFO ] [FORECASTER] Starting predict_future for EXFY [2025-12-31T20:21:41.252048] [DEBUG] [LOCAL ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt [2025-12-31T20:21:41.252100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:41.252132] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:41.252168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:41.252226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:41.307957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:41.308559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:41.308654] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:41.308686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:41.438290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:41.438451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:41.438497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:41.438535] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:41.442318] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: UP (p=90.98%) [2025-12-31T20:21:41.442645] [INFO ] [FORECASTER] Completed predict_future for EXFY [2025-12-31T20:21:41.442789] [INFO ] [sig ] EXFY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:41.589376] [INFO ] [LOCAL ] Saved forecast: EXFY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EXFY.txt [2025-12-31T20:21:41.589526] [INFO ] [sig ] [1150/3534] Completed EXFY in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:41.589566] [INFO ] [sig ] [1151/3534] Forecasting EXG... [2025-12-31T20:21:41.589615] [INFO ] [sig ] Generating forecast for: EXG [2025-12-31T20:21:41.589646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-12-31T20:21:41.601147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXG'. [2025-12-31T20:21:41.601419] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-12-31T20:21:41.602240] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-12-31T20:21:41.602292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:41.602324] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:41.602351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:41.602408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:41.660625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:41.661265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:41.661347] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:41.661379] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:41.782270] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:41.782420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:41.782458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:41.782487] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:41.785913] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=78.34%) [2025-12-31T20:21:41.786203] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-12-31T20:21:41.786330] [INFO ] [sig ] EXG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:41.926256] [INFO ] [LOCAL ] Saved forecast: EXG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EXG.txt [2025-12-31T20:21:41.926391] [INFO ] [sig ] [1151/3534] Completed EXG in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:41.926432] [INFO ] [sig ] [1152/3534] Forecasting EXK... [2025-12-31T20:21:41.926461] [INFO ] [sig ] Generating forecast for: EXK [2025-12-31T20:21:41.926492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-12-31T20:21:41.939077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXK'. [2025-12-31T20:21:41.939482] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-12-31T20:21:41.940300] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-12-31T20:21:41.940352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:41.940384] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:41.940410] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:41.940468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:41.997676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:41.998460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:41.998544] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:41.998595] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:42.116836] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:42.116995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:42.117036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:42.117099] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:42.121122] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=4.32%) [2025-12-31T20:21:42.121404] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-12-31T20:21:42.121535] [INFO ] [sig ] EXK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:42.260595] [INFO ] [LOCAL ] Saved forecast: EXK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXK.txt [2025-12-31T20:21:42.260753] [INFO ] [sig ] [1152/3534] Completed EXK in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:42.260815] [INFO ] [sig ] [1153/3534] Forecasting EXLS... [2025-12-31T20:21:42.260863] [INFO ] [sig ] Generating forecast for: EXLS [2025-12-31T20:21:42.260900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'. [2025-12-31T20:21:42.272303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXLS'. [2025-12-31T20:21:42.272603] [INFO ] [FORECASTER] Starting predict_future for EXLS [2025-12-31T20:21:42.273373] [DEBUG] [LOCAL ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt [2025-12-31T20:21:42.273426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:42.273460] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:42.273488] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:42.273548] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:42.331629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:42.332288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:42.332368] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:42.332403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:42.459235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:42.459423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:42.459466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:42.459494] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:42.463113] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=11.60%) [2025-12-31T20:21:42.463398] [INFO ] [FORECASTER] Completed predict_future for EXLS [2025-12-31T20:21:42.463547] [INFO ] [sig ] EXLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:42.606170] [INFO ] [LOCAL ] Saved forecast: EXLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXLS.txt [2025-12-31T20:21:42.606301] [INFO ] [sig ] [1153/3534] Completed EXLS in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:42.606340] [INFO ] [sig ] [1154/3534] Forecasting EXP... [2025-12-31T20:21:42.606369] [INFO ] [sig ] Generating forecast for: EXP [2025-12-31T20:21:42.606406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-12-31T20:21:42.617531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXP'. [2025-12-31T20:21:42.617828] [INFO ] [FORECASTER] Starting predict_future for EXP [2025-12-31T20:21:42.618591] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-12-31T20:21:42.618642] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:42.618674] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:42.618702] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:42.618760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:42.675270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:42.675949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:42.676026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:42.676058] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:42.790511] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:42.790682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:42.790733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:42.790765] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:42.794559] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=27.78%) [2025-12-31T20:21:42.794858] [INFO ] [FORECASTER] Completed predict_future for EXP [2025-12-31T20:21:42.794982] [INFO ] [sig ] EXP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:42.934363] [INFO ] [LOCAL ] Saved forecast: EXP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXP.txt [2025-12-31T20:21:42.934498] [INFO ] [sig ] [1154/3534] Completed EXP in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:42.934538] [INFO ] [sig ] [1155/3534] Forecasting EXPD... [2025-12-31T20:21:42.934568] [INFO ] [sig ] Generating forecast for: EXPD [2025-12-31T20:21:42.934619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-12-31T20:21:42.945912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPD'. [2025-12-31T20:21:42.946207] [INFO ] [FORECASTER] Starting predict_future for EXPD [2025-12-31T20:21:42.947003] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-12-31T20:21:42.947057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:42.947090] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:42.947117] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:42.947193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:43.006596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:43.007292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:43.007372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:43.007405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:43.125755] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:43.125918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:43.125958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:43.125989] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:43.129547] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=1.65%) [2025-12-31T20:21:43.129864] [INFO ] [FORECASTER] Completed predict_future for EXPD [2025-12-31T20:21:43.129995] [INFO ] [sig ] EXPD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:43.285105] [INFO ] [LOCAL ] Saved forecast: EXPD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXPD.txt [2025-12-31T20:21:43.285279] [INFO ] [sig ] [1155/3534] Completed EXPD in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:43.285319] [INFO ] [sig ] [1156/3534] Forecasting EXPE... [2025-12-31T20:21:43.285350] [INFO ] [sig ] Generating forecast for: EXPE [2025-12-31T20:21:43.285380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'. [2025-12-31T20:21:43.296841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPE'. [2025-12-31T20:21:43.297100] [INFO ] [FORECASTER] Starting predict_future for EXPE [2025-12-31T20:21:43.297867] [DEBUG] [LOCAL ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt [2025-12-31T20:21:43.297919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:43.297951] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:43.297978] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:43.298035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:43.370036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:43.370924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:43.371005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:43.371037] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:43.496021] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:43.496193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:43.496232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:43.496262] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:43.500141] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=1.29%) [2025-12-31T20:21:43.500415] [INFO ] [FORECASTER] Completed predict_future for EXPE [2025-12-31T20:21:43.500535] [INFO ] [sig ] EXPE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:43.641828] [INFO ] [LOCAL ] Saved forecast: EXPE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXPE.txt [2025-12-31T20:21:43.641944] [INFO ] [sig ] [1156/3534] Completed EXPE in 0.4s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:43.641983] [INFO ] [sig ] [1157/3534] Forecasting EXPI... [2025-12-31T20:21:43.642012] [INFO ] [sig ] Generating forecast for: EXPI [2025-12-31T20:21:43.642042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'. [2025-12-31T20:21:43.653519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPI'. [2025-12-31T20:21:43.653807] [INFO ] [FORECASTER] Starting predict_future for EXPI [2025-12-31T20:21:43.654546] [DEBUG] [LOCAL ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt [2025-12-31T20:21:43.654616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:43.654650] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:43.654677] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:43.654734] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:43.710923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:43.711525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:43.711617] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:43.711655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:43.829753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:43.829894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:43.829932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:43.829960] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:43.833234] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=17.15%) [2025-12-31T20:21:43.833499] [INFO ] [FORECASTER] Completed predict_future for EXPI [2025-12-31T20:21:43.833635] [INFO ] [sig ] EXPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:43.977884] [INFO ] [LOCAL ] Saved forecast: EXPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EXPI.txt [2025-12-31T20:21:43.978041] [INFO ] [sig ] [1157/3534] Completed EXPI in 0.3s | 2.90 sym/s | Total: 6.6m | ETA: 13.7m [2025-12-31T20:21:43.978082] [INFO ] [sig ] [1158/3534] Forecasting EXPO... [2025-12-31T20:21:43.978112] [INFO ] [sig ] Generating forecast for: EXPO [2025-12-31T20:21:43.978142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'. [2025-12-31T20:21:43.990635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EXPO'. [2025-12-31T20:21:43.991038] [INFO ] [FORECASTER] Starting predict_future for EXPO [2025-12-31T20:21:43.991878] [DEBUG] [LOCAL ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt [2025-12-31T20:21:43.991931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:43.992118] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:43.992147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:43.992206] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:44.056307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:44.057409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:44.057496] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:44.057529] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:44.175968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:44.176126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:44.176166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:44.176195] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:44.179562] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=63.44%) [2025-12-31T20:21:44.179866] [INFO ] [FORECASTER] Completed predict_future for EXPO [2025-12-31T20:21:44.179994] [INFO ] [sig ] EXPO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:44.324015] [INFO ] [LOCAL ] Saved forecast: EXPO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EXPO.txt [2025-12-31T20:21:44.324174] [INFO ] [sig ] [1158/3534] Completed EXPO in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.7m [2025-12-31T20:21:44.324214] [INFO ] [sig ] [1159/3534] Forecasting EYE... [2025-12-31T20:21:44.324242] [INFO ] [sig ] Generating forecast for: EYE [2025-12-31T20:21:44.324273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'. [2025-12-31T20:21:44.335345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EYE'. [2025-12-31T20:21:44.335687] [INFO ] [FORECASTER] Starting predict_future for EYE [2025-12-31T20:21:44.336477] [DEBUG] [LOCAL ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt [2025-12-31T20:21:44.336529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:44.336562] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:44.336613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:44.336675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:44.396317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:44.397167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:44.397311] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:44.397362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:44.514535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:44.514714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:44.514754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:44.514785] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:44.518301] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=96.26%) [2025-12-31T20:21:44.518622] [INFO ] [FORECASTER] Completed predict_future for EYE [2025-12-31T20:21:44.518764] [INFO ] [sig ] EYE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:44.666023] [INFO ] [LOCAL ] Saved forecast: EYE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/EYE.txt [2025-12-31T20:21:44.666169] [INFO ] [sig ] [1159/3534] Completed EYE in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:44.666209] [INFO ] [sig ] [1160/3534] Forecasting EZGO... [2025-12-31T20:21:44.666240] [INFO ] [sig ] Generating forecast for: EZGO [2025-12-31T20:21:44.666271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'. [2025-12-31T20:21:44.678659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'EZGO'. [2025-12-31T20:21:44.679045] [INFO ] [FORECASTER] Starting predict_future for EZGO [2025-12-31T20:21:44.679972] [DEBUG] [LOCAL ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt [2025-12-31T20:21:44.680027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:44.680060] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:44.680088] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:44.680150] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:44.739071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:44.739987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:44.740074] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:44.740107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:44.855234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:44.855394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:44.855446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:44.855478] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:44.859022] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=1.94%) [2025-12-31T20:21:44.859338] [INFO ] [FORECASTER] Completed predict_future for EZGO [2025-12-31T20:21:44.859470] [INFO ] [sig ] EZGO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:44.999116] [INFO ] [LOCAL ] Saved forecast: EZGO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/EZGO.txt [2025-12-31T20:21:44.999307] [INFO ] [sig ] [1160/3534] Completed EZGO in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:44.999352] [INFO ] [sig ] [1161/3534] Forecasting F... [2025-12-31T20:21:44.999384] [INFO ] [sig ] Generating forecast for: F [2025-12-31T20:21:44.999416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-12-31T20:21:45.011400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'F'. [2025-12-31T20:21:45.011778] [INFO ] [FORECASTER] Starting predict_future for F [2025-12-31T20:21:45.012637] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-12-31T20:21:45.012693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:45.012724] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:45.012750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:45.012807] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:45.071187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:45.072158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:45.072248] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:45.072282] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:45.190748] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:45.190903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:45.190943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:45.190973] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:45.194428] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=1.56%) [2025-12-31T20:21:45.194726] [INFO ] [FORECASTER] Completed predict_future for F [2025-12-31T20:21:45.194852] [INFO ] [sig ] F: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:45.334327] [INFO ] [LOCAL ] Saved forecast: F 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/F.txt [2025-12-31T20:21:45.334463] [INFO ] [sig ] [1161/3534] Completed F in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:45.334514] [INFO ] [sig ] [1162/3534] Forecasting FA... [2025-12-31T20:21:45.334546] [INFO ] [sig ] Generating forecast for: FA [2025-12-31T20:21:45.334594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'. [2025-12-31T20:21:45.346068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FA'. [2025-12-31T20:21:45.346393] [INFO ] [FORECASTER] Starting predict_future for FA [2025-12-31T20:21:45.347233] [DEBUG] [LOCAL ] No optimal features file found for FA: ./output/feature-sets/FA.txt [2025-12-31T20:21:45.347287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:45.347321] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:45.347349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:45.347408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:45.407488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:45.408370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:45.408456] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:45.408499] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:45.530675] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:45.530840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:45.530881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:45.530910] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:45.534424] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-12-31T20:21:45.534734] [INFO ] [FORECASTER] Completed predict_future for FA [2025-12-31T20:21:45.534869] [INFO ] [sig ] FA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:45.674494] [INFO ] [LOCAL ] Saved forecast: FA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FA.txt [2025-12-31T20:21:45.674685] [INFO ] [sig ] [1162/3534] Completed FA in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:45.674727] [INFO ] [sig ] [1163/3534] Forecasting FAF... [2025-12-31T20:21:45.674761] [INFO ] [sig ] Generating forecast for: FAF [2025-12-31T20:21:45.674794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-12-31T20:21:45.686176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FAF'. [2025-12-31T20:21:45.686518] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-12-31T20:21:45.687294] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-12-31T20:21:45.687359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:45.687392] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:45.687420] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:45.687478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:45.747219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:45.747934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:45.748013] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:45.748048] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:45.866360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:45.866515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:45.866556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:45.866606] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:45.870219] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-12-31T20:21:45.870501] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-12-31T20:21:45.870651] [INFO ] [sig ] FAF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:46.016475] [INFO ] [LOCAL ] Saved forecast: FAF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FAF.txt [2025-12-31T20:21:46.016636] [INFO ] [sig ] [1163/3534] Completed FAF in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:46.016679] [INFO ] [sig ] [1164/3534] Forecasting FALN... [2025-12-31T20:21:46.016710] [INFO ] [sig ] Generating forecast for: FALN [2025-12-31T20:21:46.016741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'. [2025-12-31T20:21:46.028064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FALN'. [2025-12-31T20:21:46.028467] [INFO ] [FORECASTER] Starting predict_future for FALN [2025-12-31T20:21:46.029377] [DEBUG] [LOCAL ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt [2025-12-31T20:21:46.029430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:46.029463] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:46.029491] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:46.029549] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:46.087859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:46.088707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:46.088791] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:46.088825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:46.206246] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:46.206404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:46.206445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:46.206474] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:46.210102] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=5.57%) [2025-12-31T20:21:46.210379] [INFO ] [FORECASTER] Completed predict_future for FALN [2025-12-31T20:21:46.210502] [INFO ] [sig ] FALN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:46.353779] [INFO ] [LOCAL ] Saved forecast: FALN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FALN.txt [2025-12-31T20:21:46.353946] [INFO ] [sig ] [1164/3534] Completed FALN in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:46.353987] [INFO ] [sig ] [1165/3534] Forecasting FANG... [2025-12-31T20:21:46.354017] [INFO ] [sig ] Generating forecast for: FANG [2025-12-31T20:21:46.354060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'. [2025-12-31T20:21:46.365871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FANG'. [2025-12-31T20:21:46.366230] [INFO ] [FORECASTER] Starting predict_future for FANG [2025-12-31T20:21:46.367082] [DEBUG] [LOCAL ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt [2025-12-31T20:21:46.367135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:46.367169] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:46.367196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:46.367254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:46.425658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:46.426547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:46.426653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:46.426687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:46.546144] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:46.546301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:46.546341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:46.546371] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:46.549963] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=36.94%) [2025-12-31T20:21:46.550245] [INFO ] [FORECASTER] Completed predict_future for FANG [2025-12-31T20:21:46.550371] [INFO ] [sig ] FANG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:46.694691] [INFO ] [LOCAL ] Saved forecast: FANG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FANG.txt [2025-12-31T20:21:46.694859] [INFO ] [sig ] [1165/3534] Completed FANG in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:46.694899] [INFO ] [sig ] [1166/3534] Forecasting FARM... [2025-12-31T20:21:46.694930] [INFO ] [sig ] Generating forecast for: FARM [2025-12-31T20:21:46.694960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'. [2025-12-31T20:21:46.706921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FARM'. [2025-12-31T20:21:46.707332] [INFO ] [FORECASTER] Starting predict_future for FARM [2025-12-31T20:21:46.708172] [DEBUG] [LOCAL ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt [2025-12-31T20:21:46.708226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:46.708295] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:46.708334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:46.708418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:46.768480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:46.769396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:46.769483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:46.769517] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:46.890565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:46.890743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:46.890789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:46.890818] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:46.894472] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=27.83%) [2025-12-31T20:21:46.894793] [INFO ] [FORECASTER] Completed predict_future for FARM [2025-12-31T20:21:46.894926] [INFO ] [sig ] FARM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:47.042212] [INFO ] [LOCAL ] Saved forecast: FARM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FARM.txt [2025-12-31T20:21:47.042385] [INFO ] [sig ] [1166/3534] Completed FARM in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:47.042433] [INFO ] [sig ] [1167/3534] Forecasting FBIN... [2025-12-31T20:21:47.042466] [INFO ] [sig ] Generating forecast for: FBIN [2025-12-31T20:21:47.042496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-12-31T20:21:47.054364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIN'. [2025-12-31T20:21:47.054772] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-12-31T20:21:47.055617] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-12-31T20:21:47.055680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:47.055718] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:47.055755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:47.055826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:47.115637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:47.116534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:47.116639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:47.116675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:47.243952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:47.244133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:47.244178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:47.244207] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:47.247920] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=12.07%) [2025-12-31T20:21:47.248216] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-12-31T20:21:47.248348] [INFO ] [sig ] FBIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:47.393091] [INFO ] [LOCAL ] Saved forecast: FBIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FBIN.txt [2025-12-31T20:21:47.393249] [INFO ] [sig ] [1167/3534] Completed FBIN in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:47.393289] [INFO ] [sig ] [1168/3534] Forecasting FBIO... [2025-12-31T20:21:47.393319] [INFO ] [sig ] Generating forecast for: FBIO [2025-12-31T20:21:47.393349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'. [2025-12-31T20:21:47.404784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIO'. [2025-12-31T20:21:47.405112] [INFO ] [FORECASTER] Starting predict_future for FBIO [2025-12-31T20:21:47.405896] [DEBUG] [LOCAL ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt [2025-12-31T20:21:47.405947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:47.405980] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:47.406007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:47.406066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:47.464904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:47.465725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:47.465811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:47.465845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:47.588478] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:47.588655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:47.588699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:47.588729] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:47.592254] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=34.33%) [2025-12-31T20:21:47.592537] [INFO ] [FORECASTER] Completed predict_future for FBIO [2025-12-31T20:21:47.592699] [INFO ] [sig ] FBIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:47.735563] [INFO ] [LOCAL ] Saved forecast: FBIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FBIO.txt [2025-12-31T20:21:47.735731] [INFO ] [sig ] [1168/3534] Completed FBIO in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:47.735772] [INFO ] [sig ] [1169/3534] Forecasting FBIZ... [2025-12-31T20:21:47.735805] [INFO ] [sig ] Generating forecast for: FBIZ [2025-12-31T20:21:47.735836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'. [2025-12-31T20:21:47.746809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'. [2025-12-31T20:21:47.747158] [INFO ] [FORECASTER] Starting predict_future for FBIZ [2025-12-31T20:21:47.747981] [DEBUG] [LOCAL ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt [2025-12-31T20:21:47.748043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:47.748082] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:47.748110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:47.748168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:47.810565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:47.811370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:47.811458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:47.811493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:47.940629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:47.940790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:47.940832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:47.940895] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:47.944384] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=67.58%) [2025-12-31T20:21:47.944690] [INFO ] [FORECASTER] Completed predict_future for FBIZ [2025-12-31T20:21:47.944820] [INFO ] [sig ] FBIZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:48.086871] [INFO ] [LOCAL ] Saved forecast: FBIZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FBIZ.txt [2025-12-31T20:21:48.087016] [INFO ] [sig ] [1169/3534] Completed FBIZ in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:48.087055] [INFO ] [sig ] [1170/3534] Forecasting FBK... [2025-12-31T20:21:48.087085] [INFO ] [sig ] Generating forecast for: FBK [2025-12-31T20:21:48.087116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-12-31T20:21:48.099552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBK'. [2025-12-31T20:21:48.100010] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-12-31T20:21:48.100892] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-12-31T20:21:48.100948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:48.100983] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:48.101012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:48.101072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:48.167150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:48.168196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:48.168294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:48.168328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:48.310764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:48.310935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:48.310994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:48.311024] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:48.314710] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=22.55%) [2025-12-31T20:21:48.315100] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-12-31T20:21:48.315245] [INFO ] [sig ] FBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:48.475972] [INFO ] [LOCAL ] Saved forecast: FBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FBK.txt [2025-12-31T20:21:48.476193] [INFO ] [sig ] [1170/3534] Completed FBK in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:48.476253] [INFO ] [sig ] [1171/3534] Forecasting FBL... [2025-12-31T20:21:48.476299] [INFO ] [sig ] Generating forecast for: FBL [2025-12-31T20:21:48.476345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'. [2025-12-31T20:21:48.488897] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBL'. [2025-12-31T20:21:48.489396] [INFO ] [FORECASTER] Starting predict_future for FBL [2025-12-31T20:21:48.490406] [DEBUG] [LOCAL ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt [2025-12-31T20:21:48.490466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:48.490500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:48.490528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:48.490615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:48.557551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:48.558735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:48.558844] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:48.558894] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:48.701529] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:48.701718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:48.701776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:48.701818] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:48.705432] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=58.13%) [2025-12-31T20:21:48.705791] [INFO ] [FORECASTER] Completed predict_future for FBL [2025-12-31T20:21:48.705932] [INFO ] [sig ] FBL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:48.879590] [INFO ] [LOCAL ] Saved forecast: FBL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FBL.txt [2025-12-31T20:21:48.879747] [INFO ] [sig ] [1171/3534] Completed FBL in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:48.879787] [INFO ] [sig ] [1172/3534] Forecasting FBNC... [2025-12-31T20:21:48.879817] [INFO ] [sig ] Generating forecast for: FBNC [2025-12-31T20:21:48.879849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'. [2025-12-31T20:21:48.890663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBNC'. [2025-12-31T20:21:48.890959] [INFO ] [FORECASTER] Starting predict_future for FBNC [2025-12-31T20:21:48.891744] [DEBUG] [LOCAL ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt [2025-12-31T20:21:48.891797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:48.891828] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:48.891854] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:48.891911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:48.953272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:48.954173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:48.954260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:48.954294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:49.073383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:49.073543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:49.073603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:49.073637] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:49.077109] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=80.05%) [2025-12-31T20:21:49.077436] [INFO ] [FORECASTER] Completed predict_future for FBNC [2025-12-31T20:21:49.077593] [INFO ] [sig ] FBNC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:49.221064] [INFO ] [LOCAL ] Saved forecast: FBNC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FBNC.txt [2025-12-31T20:21:49.221228] [INFO ] [sig ] [1172/3534] Completed FBNC in 0.3s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:49.221270] [INFO ] [sig ] [1173/3534] Forecasting FBP... [2025-12-31T20:21:49.221304] [INFO ] [sig ] Generating forecast for: FBP [2025-12-31T20:21:49.221335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-12-31T20:21:49.232474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FBP'. [2025-12-31T20:21:49.232848] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-12-31T20:21:49.233652] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-12-31T20:21:49.233704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:49.233737] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:49.233764] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:49.233822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:49.292157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:49.293028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:49.293114] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:49.293149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:49.414811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:49.414975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:49.415016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:49.415044] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:49.418504] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=32.04%) [2025-12-31T20:21:49.418825] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-12-31T20:21:49.418985] [INFO ] [sig ] FBP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:49.573201] [INFO ] [LOCAL ] Saved forecast: FBP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FBP.txt [2025-12-31T20:21:49.573360] [INFO ] [sig ] [1173/3534] Completed FBP in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:49.573400] [INFO ] [sig ] [1174/3534] Forecasting FC... [2025-12-31T20:21:49.573431] [INFO ] [sig ] Generating forecast for: FC [2025-12-31T20:21:49.573461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-12-31T20:21:49.584876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FC'. [2025-12-31T20:21:49.585252] [INFO ] [FORECASTER] Starting predict_future for FC [2025-12-31T20:21:49.586077] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-12-31T20:21:49.586131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:49.586175] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:49.586203] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:49.586261] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:49.648540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:49.649467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:49.649558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:49.649613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:49.775887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:49.776050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:49.776091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:49.776122] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:49.779854] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-12-31T20:21:49.780262] [INFO ] [FORECASTER] Completed predict_future for FC [2025-12-31T20:21:49.780417] [INFO ] [sig ] FC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:49.924210] [INFO ] [LOCAL ] Saved forecast: FC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FC.txt [2025-12-31T20:21:49.924350] [INFO ] [sig ] [1174/3534] Completed FC in 0.4s | 2.90 sym/s | Total: 6.7m | ETA: 13.6m [2025-12-31T20:21:49.924390] [INFO ] [sig ] [1175/3534] Forecasting FCAL... [2025-12-31T20:21:49.924418] [INFO ] [sig ] Generating forecast for: FCAL [2025-12-31T20:21:49.924448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'. [2025-12-31T20:21:49.935750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCAL'. [2025-12-31T20:21:49.936072] [INFO ] [FORECASTER] Starting predict_future for FCAL [2025-12-31T20:21:49.936907] [DEBUG] [LOCAL ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt [2025-12-31T20:21:49.936961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:49.936994] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:49.937022] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:49.937081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:49.995136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:49.995827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:49.995909] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:49.995942] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:50.105750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:50.105911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:50.105950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:50.105979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:50.109469] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=36.04%) [2025-12-31T20:21:50.109807] [INFO ] [FORECASTER] Completed predict_future for FCAL [2025-12-31T20:21:50.109941] [INFO ] [sig ] FCAL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:50.259229] [INFO ] [LOCAL ] Saved forecast: FCAL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FCAL.txt [2025-12-31T20:21:50.259379] [INFO ] [sig ] [1175/3534] Completed FCAL in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m [2025-12-31T20:21:50.259420] [INFO ] [sig ] [1176/3534] Forecasting FCBC... [2025-12-31T20:21:50.259448] [INFO ] [sig ] Generating forecast for: FCBC [2025-12-31T20:21:50.259478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'. [2025-12-31T20:21:50.270203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCBC'. [2025-12-31T20:21:50.270498] [INFO ] [FORECASTER] Starting predict_future for FCBC [2025-12-31T20:21:50.271490] [DEBUG] [LOCAL ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt [2025-12-31T20:21:50.271544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:50.271595] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:50.271626] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:50.271685] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:50.332283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:50.333065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:50.333174] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:50.333208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:50.452650] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:50.452809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:50.452851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:50.452884] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:50.456196] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=29.34%) [2025-12-31T20:21:50.456462] [INFO ] [FORECASTER] Completed predict_future for FCBC [2025-12-31T20:21:50.456599] [INFO ] [sig ] FCBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:50.601967] [INFO ] [LOCAL ] Saved forecast: FCBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FCBC.txt [2025-12-31T20:21:50.602100] [INFO ] [sig ] [1176/3534] Completed FCBC in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.6m [2025-12-31T20:21:50.602141] [INFO ] [sig ] [1177/3534] Forecasting FCCO... [2025-12-31T20:21:50.602169] [INFO ] [sig ] Generating forecast for: FCCO [2025-12-31T20:21:50.602199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'. [2025-12-31T20:21:50.613114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCCO'. [2025-12-31T20:21:50.613419] [INFO ] [FORECASTER] Starting predict_future for FCCO [2025-12-31T20:21:50.614192] [DEBUG] [LOCAL ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt [2025-12-31T20:21:50.614243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:50.614275] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:50.614301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:50.614358] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:50.671917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:50.672656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:50.672735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:50.672768] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:50.794378] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:50.794531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:50.794588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:50.794620] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:50.797949] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: UP (p=76.77%) [2025-12-31T20:21:50.798219] [INFO ] [FORECASTER] Completed predict_future for FCCO [2025-12-31T20:21:50.798338] [INFO ] [sig ] FCCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:50.937825] [INFO ] [LOCAL ] Saved forecast: FCCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FCCO.txt [2025-12-31T20:21:50.937965] [INFO ] [sig ] [1177/3534] Completed FCCO in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:50.938006] [INFO ] [sig ] [1178/3534] Forecasting FCEL... [2025-12-31T20:21:50.938041] [INFO ] [sig ] Generating forecast for: FCEL [2025-12-31T20:21:50.938072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'. [2025-12-31T20:21:50.948836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCEL'. [2025-12-31T20:21:50.949126] [INFO ] [FORECASTER] Starting predict_future for FCEL [2025-12-31T20:21:50.949949] [DEBUG] [LOCAL ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt [2025-12-31T20:21:50.950001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:50.950033] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:50.950059] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:50.950116] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:51.009597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:51.010693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:51.010776] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:51.010808] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:51.126134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:51.126292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:51.126331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:51.126359] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:51.129723] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=66.53%) [2025-12-31T20:21:51.130001] [INFO ] [FORECASTER] Completed predict_future for FCEL [2025-12-31T20:21:51.130123] [INFO ] [sig ] FCEL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:51.330037] [INFO ] [LOCAL ] Saved forecast: FCEL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FCEL.txt [2025-12-31T20:21:51.330200] [INFO ] [sig ] [1178/3534] Completed FCEL in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:51.330241] [INFO ] [sig ] [1179/3534] Forecasting FCF... [2025-12-31T20:21:51.330272] [INFO ] [sig ] Generating forecast for: FCF [2025-12-31T20:21:51.330303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-12-31T20:21:51.342431] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCF'. [2025-12-31T20:21:51.342880] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-12-31T20:21:51.343753] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-12-31T20:21:51.343807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:51.343842] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:51.343870] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:51.343928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:51.405457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:51.406383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:51.406472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:51.406505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:51.535874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:51.536038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:51.536080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:51.536111] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:51.539678] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=5.23%) [2025-12-31T20:21:51.540014] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-12-31T20:21:51.540155] [INFO ] [sig ] FCF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:51.685529] [INFO ] [LOCAL ] Saved forecast: FCF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FCF.txt [2025-12-31T20:21:51.685726] [INFO ] [sig ] [1179/3534] Completed FCF in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:51.685770] [INFO ] [sig ] [1180/3534] Forecasting FCFS... [2025-12-31T20:21:51.685800] [INFO ] [sig ] Generating forecast for: FCFS [2025-12-31T20:21:51.685830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'. [2025-12-31T20:21:51.697167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCFS'. [2025-12-31T20:21:51.697517] [INFO ] [FORECASTER] Starting predict_future for FCFS [2025-12-31T20:21:51.698289] [DEBUG] [LOCAL ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt [2025-12-31T20:21:51.698340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:51.698372] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:51.698398] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:51.698455] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:51.756818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:51.757675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:51.757756] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:51.757789] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:51.878810] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:51.878964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:51.879003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:51.879032] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:51.882443] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=6.95%) [2025-12-31T20:21:51.882741] [INFO ] [FORECASTER] Completed predict_future for FCFS [2025-12-31T20:21:51.882867] [INFO ] [sig ] FCFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:52.024218] [INFO ] [LOCAL ] Saved forecast: FCFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FCFS.txt [2025-12-31T20:21:52.024368] [INFO ] [sig ] [1180/3534] Completed FCFS in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:52.024413] [INFO ] [sig ] [1181/3534] Forecasting FCN... [2025-12-31T20:21:52.024445] [INFO ] [sig ] Generating forecast for: FCN [2025-12-31T20:21:52.024477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-12-31T20:21:52.036035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCN'. [2025-12-31T20:21:52.036330] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-12-31T20:21:52.037113] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-12-31T20:21:52.037166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:52.037200] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:52.037228] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:52.037288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:52.095168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:52.095923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:52.096007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:52.096041] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:52.216514] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:52.216680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:52.216723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:52.216772] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:52.220231] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=6.41%) [2025-12-31T20:21:52.220512] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-12-31T20:21:52.220653] [INFO ] [sig ] FCN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:52.363185] [INFO ] [LOCAL ] Saved forecast: FCN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FCN.txt [2025-12-31T20:21:52.363342] [INFO ] [sig ] [1181/3534] Completed FCN in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:52.363380] [INFO ] [sig ] [1182/3534] Forecasting FCNCA... [2025-12-31T20:21:52.363412] [INFO ] [sig ] Generating forecast for: FCNCA [2025-12-31T20:21:52.363442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'. [2025-12-31T20:21:52.375761] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'. [2025-12-31T20:21:52.376054] [INFO ] [FORECASTER] Starting predict_future for FCNCA [2025-12-31T20:21:52.376824] [DEBUG] [LOCAL ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt [2025-12-31T20:21:52.376875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:52.376911] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:52.376940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:52.376997] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:52.433729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:52.434459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:52.434540] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:52.434589] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:52.548773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:52.548934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:52.548974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:52.549004] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:52.552940] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=65.14%) [2025-12-31T20:21:52.553405] [INFO ] [FORECASTER] Completed predict_future for FCNCA [2025-12-31T20:21:52.553526] [INFO ] [sig ] FCNCA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:52.691874] [INFO ] [LOCAL ] Saved forecast: FCNCA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FCNCA.txt [2025-12-31T20:21:52.692009] [INFO ] [sig ] [1182/3534] Completed FCNCA in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:52.692048] [INFO ] [sig ] [1183/3534] Forecasting FCNCO... [2025-12-31T20:21:52.692076] [INFO ] [sig ] Generating forecast for: FCNCO [2025-12-31T20:21:52.692107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'. [2025-12-31T20:21:52.702296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'. [2025-12-31T20:21:52.702631] [INFO ] [FORECASTER] Starting predict_future for FCNCO [2025-12-31T20:21:52.703399] [DEBUG] [LOCAL ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt [2025-12-31T20:21:52.703451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:52.703507] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:52.703536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:52.703614] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:52.759996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:52.760779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:52.760858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:52.760905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:52.861541] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:52.861703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:52.861744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:52.861772] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:52.865428] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: DOWN (p=19.47%) [2025-12-31T20:21:52.865713] [INFO ] [FORECASTER] Completed predict_future for FCNCO [2025-12-31T20:21:52.865834] [INFO ] [sig ] FCNCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:53.005975] [INFO ] [LOCAL ] Saved forecast: FCNCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FCNCO.txt [2025-12-31T20:21:53.006113] [INFO ] [sig ] [1183/3534] Completed FCNCO in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:53.006152] [INFO ] [sig ] [1184/3534] Forecasting FCNCP... [2025-12-31T20:21:53.006182] [INFO ] [sig ] Generating forecast for: FCNCP [2025-12-31T20:21:53.006212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'. [2025-12-31T20:21:53.017091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'. [2025-12-31T20:21:53.017375] [INFO ] [FORECASTER] Starting predict_future for FCNCP [2025-12-31T20:21:53.018146] [DEBUG] [LOCAL ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt [2025-12-31T20:21:53.018197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:53.018229] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:53.018256] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:53.018313] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:53.075356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:53.076078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:53.076159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:53.076191] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:53.185831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:53.185985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:53.186026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:53.186053] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:53.189758] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=16.62%) [2025-12-31T20:21:53.190029] [INFO ] [FORECASTER] Completed predict_future for FCNCP [2025-12-31T20:21:53.190325] [INFO ] [sig ] FCNCP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:53.332272] [INFO ] [LOCAL ] Saved forecast: FCNCP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FCNCP.txt [2025-12-31T20:21:53.332433] [INFO ] [sig ] [1184/3534] Completed FCNCP in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:53.332474] [INFO ] [sig ] [1185/3534] Forecasting FCTE... [2025-12-31T20:21:53.332503] [INFO ] [sig ] Generating forecast for: FCTE [2025-12-31T20:21:53.332535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'. [2025-12-31T20:21:53.343862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCTE'. [2025-12-31T20:21:53.344218] [INFO ] [FORECASTER] Starting predict_future for FCTE [2025-12-31T20:21:53.344999] [DEBUG] [LOCAL ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt [2025-12-31T20:21:53.345051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:53.345084] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:53.345138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:53.345199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:53.404526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:53.405414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:53.405499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:53.405532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:53.532995] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:53.533148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:53.533187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:53.533216] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:53.536649] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=86.22%) [2025-12-31T20:21:53.536927] [INFO ] [FORECASTER] Completed predict_future for FCTE [2025-12-31T20:21:53.537049] [INFO ] [sig ] FCTE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:53.679214] [INFO ] [LOCAL ] Saved forecast: FCTE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FCTE.txt [2025-12-31T20:21:53.679399] [INFO ] [sig ] [1185/3534] Completed FCTE in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:53.679440] [INFO ] [sig ] [1186/3534] Forecasting FCX... [2025-12-31T20:21:53.679471] [INFO ] [sig ] Generating forecast for: FCX [2025-12-31T20:21:53.679504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-12-31T20:21:53.691920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FCX'. [2025-12-31T20:21:53.692307] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-12-31T20:21:53.693170] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-12-31T20:21:53.693223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:53.693256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:53.693283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:53.693342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:53.753296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:53.754233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:53.754325] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:53.754359] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:53.883966] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:53.884129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:53.884168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:53.884233] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:53.888829] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=55.05%) [2025-12-31T20:21:53.889220] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-12-31T20:21:53.889419] [INFO ] [sig ] FCX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:54.030143] [INFO ] [LOCAL ] Saved forecast: FCX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FCX.txt [2025-12-31T20:21:54.030285] [INFO ] [sig ] [1186/3534] Completed FCX in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:54.030324] [INFO ] [sig ] [1187/3534] Forecasting FDBC... [2025-12-31T20:21:54.030354] [INFO ] [sig ] Generating forecast for: FDBC [2025-12-31T20:21:54.030385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'. [2025-12-31T20:21:54.040986] [DEBUG] [REMOTE ] Successfully parsed 299 rows of historical data for symbol 'FDBC'. [2025-12-31T20:21:54.041297] [INFO ] [FORECASTER] Starting predict_future for FDBC [2025-12-31T20:21:54.042075] [DEBUG] [LOCAL ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt [2025-12-31T20:21:54.042128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:54.042333] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:54.042360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:54.042417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:54.099606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:54.100303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:54.100382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:54.100414] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:54.192655] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:54.192804] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:21:54.192844] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:54.192880] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:54.196169] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=86.01%) [2025-12-31T20:21:54.196433] [INFO ] [FORECASTER] Completed predict_future for FDBC [2025-12-31T20:21:54.196555] [INFO ] [sig ] FDBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:54.341421] [INFO ] [LOCAL ] Saved forecast: FDBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FDBC.txt [2025-12-31T20:21:54.341605] [INFO ] [sig ] [1187/3534] Completed FDBC in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:54.341649] [INFO ] [sig ] [1188/3534] Forecasting FDIF... [2025-12-31T20:21:54.341680] [INFO ] [sig ] Generating forecast for: FDIF [2025-12-31T20:21:54.341712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'. [2025-12-31T20:21:54.352350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIF'. [2025-12-31T20:21:54.352773] [INFO ] [FORECASTER] Starting predict_future for FDIF [2025-12-31T20:21:54.353600] [DEBUG] [LOCAL ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt [2025-12-31T20:21:54.353652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:54.353702] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:54.353752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:54.353820] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:54.410392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:54.411249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:54.411332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:54.411364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:54.517961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:54.518119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:54.518162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:54.518193] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:54.521777] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=47.33%) [2025-12-31T20:21:54.522072] [INFO ] [FORECASTER] Completed predict_future for FDIF [2025-12-31T20:21:54.522200] [INFO ] [sig ] FDIF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:54.663132] [INFO ] [LOCAL ] Saved forecast: FDIF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FDIF.txt [2025-12-31T20:21:54.663315] [INFO ] [sig ] [1188/3534] Completed FDIF in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:54.663359] [INFO ] [sig ] [1189/3534] Forecasting FDIG... [2025-12-31T20:21:54.663390] [INFO ] [sig ] Generating forecast for: FDIG [2025-12-31T20:21:54.663453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'. [2025-12-31T20:21:54.674686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDIG'. [2025-12-31T20:21:54.675038] [INFO ] [FORECASTER] Starting predict_future for FDIG [2025-12-31T20:21:54.675873] [DEBUG] [LOCAL ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt [2025-12-31T20:21:54.675927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:54.675963] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:54.675993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:54.676053] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:54.734361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:54.735212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:54.735295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:54.735328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:54.853261] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:54.853423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:54.853462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:54.853491] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:54.856834] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=71.43%) [2025-12-31T20:21:54.857115] [INFO ] [FORECASTER] Completed predict_future for FDIG [2025-12-31T20:21:54.857236] [INFO ] [sig ] FDIG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:55.038323] [INFO ] [LOCAL ] Saved forecast: FDIG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FDIG.txt [2025-12-31T20:21:55.038559] [INFO ] [sig ] [1189/3534] Completed FDIG in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:55.038650] [INFO ] [sig ] [1190/3534] Forecasting FDP... [2025-12-31T20:21:55.038705] [INFO ] [sig ] Generating forecast for: FDP [2025-12-31T20:21:55.038757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-12-31T20:21:55.052812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDP'. [2025-12-31T20:21:55.053209] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-12-31T20:21:55.054041] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-12-31T20:21:55.054096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:55.054129] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:55.054156] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:55.054215] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:55.111742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:55.112636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:55.112722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:55.112756] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:55.237592] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:55.237760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:55.237803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:55.237834] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:55.241358] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=9.89%) [2025-12-31T20:21:55.241653] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-12-31T20:21:55.241778] [INFO ] [sig ] FDP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:55.387810] [INFO ] [LOCAL ] Saved forecast: FDP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FDP.txt [2025-12-31T20:21:55.388009] [INFO ] [sig ] [1190/3534] Completed FDP in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:55.388065] [INFO ] [sig ] [1191/3534] Forecasting FDS... [2025-12-31T20:21:55.388107] [INFO ] [sig ] Generating forecast for: FDS [2025-12-31T20:21:55.388147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-12-31T20:21:55.405071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDS'. [2025-12-31T20:21:55.405392] [INFO ] [FORECASTER] Starting predict_future for FDS [2025-12-31T20:21:55.406201] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-12-31T20:21:55.406255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:55.406288] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:55.406316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:55.406376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:55.465613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:55.466429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:55.466513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:55.466547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:55.584758] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:55.584912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:55.584952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:55.584981] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:55.588312] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=62.53%) [2025-12-31T20:21:55.588597] [INFO ] [FORECASTER] Completed predict_future for FDS [2025-12-31T20:21:55.588718] [INFO ] [sig ] FDS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:55.726966] [INFO ] [LOCAL ] Saved forecast: FDS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FDS.txt [2025-12-31T20:21:55.727091] [INFO ] [sig ] [1191/3534] Completed FDS in 0.3s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:55.727131] [INFO ] [sig ] [1192/3534] Forecasting FDTX... [2025-12-31T20:21:55.727161] [INFO ] [sig ] Generating forecast for: FDTX [2025-12-31T20:21:55.727190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'. [2025-12-31T20:21:55.743465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDTX'. [2025-12-31T20:21:55.743923] [INFO ] [FORECASTER] Starting predict_future for FDTX [2025-12-31T20:21:55.744960] [DEBUG] [LOCAL ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt [2025-12-31T20:21:55.745012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:55.745044] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:55.745071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:55.745130] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:55.807031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:55.807974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:55.808061] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:55.808095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:55.951652] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:55.951828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:55.951871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:55.951900] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:55.955545] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=98.57%) [2025-12-31T20:21:55.955895] [INFO ] [FORECASTER] Completed predict_future for FDTX [2025-12-31T20:21:55.956038] [INFO ] [sig ] FDTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:56.104355] [INFO ] [LOCAL ] Saved forecast: FDTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FDTX.txt [2025-12-31T20:21:56.104505] [INFO ] [sig ] [1192/3534] Completed FDTX in 0.4s | 2.90 sym/s | Total: 6.8m | ETA: 13.5m [2025-12-31T20:21:56.104547] [INFO ] [sig ] [1193/3534] Forecasting FDUS... [2025-12-31T20:21:56.104594] [INFO ] [sig ] Generating forecast for: FDUS [2025-12-31T20:21:56.104627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'. [2025-12-31T20:21:56.117226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDUS'. [2025-12-31T20:21:56.117604] [INFO ] [FORECASTER] Starting predict_future for FDUS [2025-12-31T20:21:56.118540] [DEBUG] [LOCAL ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt [2025-12-31T20:21:56.118610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:56.118643] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:56.118670] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:56.118728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:56.177348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:56.178093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:56.178205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:56.178241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:56.300928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:56.301090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:56.301131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:56.301161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:56.305008] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=50.42%) [2025-12-31T20:21:56.305286] [INFO ] [FORECASTER] Completed predict_future for FDUS [2025-12-31T20:21:56.305413] [INFO ] [sig ] FDUS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:56.464620] [INFO ] [LOCAL ] Saved forecast: FDUS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FDUS.txt [2025-12-31T20:21:56.464777] [INFO ] [sig ] [1193/3534] Completed FDUS in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.5m [2025-12-31T20:21:56.464818] [INFO ] [sig ] [1194/3534] Forecasting FDX... [2025-12-31T20:21:56.464849] [INFO ] [sig ] Generating forecast for: FDX [2025-12-31T20:21:56.464880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-12-31T20:21:56.476163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FDX'. [2025-12-31T20:21:56.476429] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-12-31T20:21:56.477211] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-12-31T20:21:56.477264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:56.477296] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:56.477322] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:56.477379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:56.535136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:56.535792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:56.535872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:56.535906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:56.664007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:56.664162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:56.664202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:56.664232] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:56.667672] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=79.82%) [2025-12-31T20:21:56.667951] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-12-31T20:21:56.668082] [INFO ] [sig ] FDX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:56.831364] [INFO ] [LOCAL ] Saved forecast: FDX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FDX.txt [2025-12-31T20:21:56.831515] [INFO ] [sig ] [1194/3534] Completed FDX in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:56.831557] [INFO ] [sig ] [1195/3534] Forecasting FE... [2025-12-31T20:21:56.831615] [INFO ] [sig ] Generating forecast for: FE [2025-12-31T20:21:56.831647] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-12-31T20:21:56.843707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FE'. [2025-12-31T20:21:56.844073] [INFO ] [FORECASTER] Starting predict_future for FE [2025-12-31T20:21:56.844918] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-12-31T20:21:56.844972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:56.845007] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:56.845036] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:56.845094] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:56.903999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:56.904783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:56.904864] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:56.904896] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:57.033065] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:57.033228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:57.033270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:57.033299] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:57.036743] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=3.47%) [2025-12-31T20:21:57.037039] [INFO ] [FORECASTER] Completed predict_future for FE [2025-12-31T20:21:57.037172] [INFO ] [sig ] FE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:57.183152] [INFO ] [LOCAL ] Saved forecast: FE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FE.txt [2025-12-31T20:21:57.183298] [INFO ] [sig ] [1195/3534] Completed FE in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:57.183341] [INFO ] [sig ] [1196/3534] Forecasting FEIM... [2025-12-31T20:21:57.183372] [INFO ] [sig ] Generating forecast for: FEIM [2025-12-31T20:21:57.183403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'. [2025-12-31T20:21:57.194778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEIM'. [2025-12-31T20:21:57.195050] [INFO ] [FORECASTER] Starting predict_future for FEIM [2025-12-31T20:21:57.195820] [DEBUG] [LOCAL ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt [2025-12-31T20:21:57.195872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:57.195904] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:57.195931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:57.195988] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:57.255365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:57.256110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:57.256192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:57.256225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:57.374687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:57.374839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:57.374882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:57.374912] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:57.378251] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=40.61%) [2025-12-31T20:21:57.378519] [INFO ] [FORECASTER] Completed predict_future for FEIM [2025-12-31T20:21:57.378660] [INFO ] [sig ] FEIM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:57.523177] [INFO ] [LOCAL ] Saved forecast: FEIM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FEIM.txt [2025-12-31T20:21:57.523342] [INFO ] [sig ] [1196/3534] Completed FEIM in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:57.523384] [INFO ] [sig ] [1197/3534] Forecasting FELE... [2025-12-31T20:21:57.523415] [INFO ] [sig ] Generating forecast for: FELE [2025-12-31T20:21:57.523446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'. [2025-12-31T20:21:57.535032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FELE'. [2025-12-31T20:21:57.535377] [INFO ] [FORECASTER] Starting predict_future for FELE [2025-12-31T20:21:57.536208] [DEBUG] [LOCAL ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt [2025-12-31T20:21:57.536261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:57.536294] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:57.536320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:57.536378] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:57.600339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:57.601122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:57.601207] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:57.601241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:57.726859] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:57.727017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:57.727057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:57.727087] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:57.730855] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=26.04%) [2025-12-31T20:21:57.731163] [INFO ] [FORECASTER] Completed predict_future for FELE [2025-12-31T20:21:57.731298] [INFO ] [sig ] FELE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:57.871421] [INFO ] [LOCAL ] Saved forecast: FELE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FELE.txt [2025-12-31T20:21:57.871557] [INFO ] [sig ] [1197/3534] Completed FELE in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:57.871645] [INFO ] [sig ] [1198/3534] Forecasting FEM... [2025-12-31T20:21:57.871678] [INFO ] [sig ] Generating forecast for: FEM [2025-12-31T20:21:57.871709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'. [2025-12-31T20:21:57.885941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEM'. [2025-12-31T20:21:57.886418] [INFO ] [FORECASTER] Starting predict_future for FEM [2025-12-31T20:21:57.887356] [DEBUG] [LOCAL ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt [2025-12-31T20:21:57.887439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:57.887490] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:57.887526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:57.887604] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:57.948190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:57.949124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:57.949214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:57.949263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:58.076634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:58.076796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:58.076837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:58.076867] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:58.080358] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=95.57%) [2025-12-31T20:21:58.080655] [INFO ] [FORECASTER] Completed predict_future for FEM [2025-12-31T20:21:58.080784] [INFO ] [sig ] FEM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:58.228762] [INFO ] [LOCAL ] Saved forecast: FEM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FEM.txt [2025-12-31T20:21:58.228927] [INFO ] [sig ] [1198/3534] Completed FEM in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:58.228973] [INFO ] [sig ] [1199/3534] Forecasting FEMB... [2025-12-31T20:21:58.229010] [INFO ] [sig ] Generating forecast for: FEMB [2025-12-31T20:21:58.229048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'. [2025-12-31T20:21:58.241973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEMB'. [2025-12-31T20:21:58.242449] [INFO ] [FORECASTER] Starting predict_future for FEMB [2025-12-31T20:21:58.243364] [DEBUG] [LOCAL ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt [2025-12-31T20:21:58.243419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:58.243452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:58.243479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:58.243537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:58.303381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:58.304326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:58.304416] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:58.304450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:58.430569] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:58.430754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:58.430795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:58.430825] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:58.434223] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: DOWN (p=32.32%) [2025-12-31T20:21:58.434497] [INFO ] [FORECASTER] Completed predict_future for FEMB [2025-12-31T20:21:58.434640] [INFO ] [sig ] FEMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:58.576608] [INFO ] [LOCAL ] Saved forecast: FEMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FEMB.txt [2025-12-31T20:21:58.576766] [INFO ] [sig ] [1199/3534] Completed FEMB in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:58.576807] [INFO ] [sig ] [1200/3534] Forecasting FEMS... [2025-12-31T20:21:58.576837] [INFO ] [sig ] Generating forecast for: FEMS [2025-12-31T20:21:58.576868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'. [2025-12-31T20:21:58.587840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEMS'. [2025-12-31T20:21:58.588227] [INFO ] [FORECASTER] Starting predict_future for FEMS [2025-12-31T20:21:58.589099] [DEBUG] [LOCAL ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt [2025-12-31T20:21:58.589155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:58.589220] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:58.589277] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:58.589363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:58.650505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:58.651413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:58.651507] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:58.651541] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:58.775820] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:58.775973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:58.776015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:58.776045] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:58.779551] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=66.88%) [2025-12-31T20:21:58.779850] [INFO ] [FORECASTER] Completed predict_future for FEMS [2025-12-31T20:21:58.779976] [INFO ] [sig ] FEMS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:58.924418] [INFO ] [LOCAL ] Saved forecast: FEMS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FEMS.txt [2025-12-31T20:21:58.924593] [INFO ] [sig ] [1200/3534] Completed FEMS in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:58.924636] [INFO ] [sig ] [1201/3534] Forecasting FEP... [2025-12-31T20:21:58.924668] [INFO ] [sig ] Generating forecast for: FEP [2025-12-31T20:21:58.924698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'. [2025-12-31T20:21:58.936154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEP'. [2025-12-31T20:21:58.936507] [INFO ] [FORECASTER] Starting predict_future for FEP [2025-12-31T20:21:58.937310] [DEBUG] [LOCAL ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt [2025-12-31T20:21:58.937365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:58.937398] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:58.937426] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:58.937484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:58.996566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:58.997419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:58.997500] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:58.997533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:59.126797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:59.126958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:59.127000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:59.127029] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:59.130464] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=91.45%) [2025-12-31T20:21:59.130763] [INFO ] [FORECASTER] Completed predict_future for FEP [2025-12-31T20:21:59.130888] [INFO ] [sig ] FEP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:59.275249] [INFO ] [LOCAL ] Saved forecast: FEP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FEP.txt [2025-12-31T20:21:59.275403] [INFO ] [sig ] [1201/3534] Completed FEP in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:59.275452] [INFO ] [sig ] [1202/3534] Forecasting FEPI... [2025-12-31T20:21:59.275483] [INFO ] [sig ] Generating forecast for: FEPI [2025-12-31T20:21:59.275513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'. [2025-12-31T20:21:59.286785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEPI'. [2025-12-31T20:21:59.287111] [INFO ] [FORECASTER] Starting predict_future for FEPI [2025-12-31T20:21:59.287934] [DEBUG] [LOCAL ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt [2025-12-31T20:21:59.287988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:59.288023] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:59.288051] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:59.288108] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:59.347469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:59.348383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:59.348471] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:59.348504] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:59.470256] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:59.470400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:59.470440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:59.470468] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:59.473884] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=43.87%) [2025-12-31T20:21:59.474160] [INFO ] [FORECASTER] Completed predict_future for FEPI [2025-12-31T20:21:59.474281] [INFO ] [sig ] FEPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:21:59.616017] [INFO ] [LOCAL ] Saved forecast: FEPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FEPI.txt [2025-12-31T20:21:59.616162] [INFO ] [sig ] [1202/3534] Completed FEPI in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:59.616204] [INFO ] [sig ] [1203/3534] Forecasting FERG... [2025-12-31T20:21:59.616233] [INFO ] [sig ] Generating forecast for: FERG [2025-12-31T20:21:59.616263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-12-31T20:21:59.627290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FERG'. [2025-12-31T20:21:59.627606] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-12-31T20:21:59.628400] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-12-31T20:21:59.628452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:59.628485] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:59.628510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:59.628586] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:21:59.686050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:21:59.686760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:21:59.686841] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:21:59.686875] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:21:59.810225] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:21:59.810365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:21:59.810405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:21:59.810464] [INFO ] [FORECASTER] Training complete [2025-12-31T20:21:59.813833] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=67.93%) [2025-12-31T20:21:59.814120] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-12-31T20:21:59.814243] [INFO ] [sig ] FERG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:21:59.960643] [INFO ] [LOCAL ] Saved forecast: FERG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FERG.txt [2025-12-31T20:21:59.960821] [INFO ] [sig ] [1203/3534] Completed FERG in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:21:59.960867] [INFO ] [sig ] [1204/3534] Forecasting FEX... [2025-12-31T20:21:59.960899] [INFO ] [sig ] Generating forecast for: FEX [2025-12-31T20:21:59.960932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'. [2025-12-31T20:21:59.978188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FEX'. [2025-12-31T20:21:59.978545] [INFO ] [FORECASTER] Starting predict_future for FEX [2025-12-31T20:21:59.979491] [DEBUG] [LOCAL ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt [2025-12-31T20:21:59.979547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:21:59.979599] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:21:59.979631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:21:59.979701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:00.043959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:00.044852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:00.044935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:00.044969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:00.159703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:00.159854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:00.159896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:00.159926] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:00.163262] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: UP (p=75.55%) [2025-12-31T20:22:00.163528] [INFO ] [FORECASTER] Completed predict_future for FEX [2025-12-31T20:22:00.163665] [INFO ] [sig ] FEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:00.304128] [INFO ] [LOCAL ] Saved forecast: FEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FEX.txt [2025-12-31T20:22:00.304239] [INFO ] [sig ] [1204/3534] Completed FEX in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:22:00.304277] [INFO ] [sig ] [1205/3534] Forecasting FF... [2025-12-31T20:22:00.304307] [INFO ] [sig ] Generating forecast for: FF [2025-12-31T20:22:00.304337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-12-31T20:22:00.317183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FF'. [2025-12-31T20:22:00.317646] [INFO ] [FORECASTER] Starting predict_future for FF [2025-12-31T20:22:00.318543] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-12-31T20:22:00.318618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:00.318666] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:00.318726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:00.318801] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:00.377425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:00.378444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:00.378534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:00.378567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:00.504215] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:00.504387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:00.504448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:00.504479] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:00.507897] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=69.45%) [2025-12-31T20:22:00.508176] [INFO ] [FORECASTER] Completed predict_future for FF [2025-12-31T20:22:00.508299] [INFO ] [sig ] FF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:00.657229] [INFO ] [LOCAL ] Saved forecast: FF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FF.txt [2025-12-31T20:22:00.657387] [INFO ] [sig ] [1205/3534] Completed FF in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:22:00.657428] [INFO ] [sig ] [1206/3534] Forecasting FFA... [2025-12-31T20:22:00.657458] [INFO ] [sig ] Generating forecast for: FFA [2025-12-31T20:22:00.657491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-12-31T20:22:00.670472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFA'. [2025-12-31T20:22:00.670854] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-12-31T20:22:00.671721] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-12-31T20:22:00.671774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:00.671808] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:00.671835] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:00.671893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:00.737027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:00.737969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:00.738063] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:00.738105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:00.859519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:00.859699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:00.859742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:00.859771] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:00.863132] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=97.07%) [2025-12-31T20:22:00.863408] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-12-31T20:22:00.863530] [INFO ] [sig ] FFA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:01.003191] [INFO ] [LOCAL ] Saved forecast: FFA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FFA.txt [2025-12-31T20:22:01.003342] [INFO ] [sig ] [1206/3534] Completed FFA in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:22:01.003384] [INFO ] [sig ] [1207/3534] Forecasting FFBC... [2025-12-31T20:22:01.003414] [INFO ] [sig ] Generating forecast for: FFBC [2025-12-31T20:22:01.003444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'. [2025-12-31T20:22:01.014992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFBC'. [2025-12-31T20:22:01.015364] [INFO ] [FORECASTER] Starting predict_future for FFBC [2025-12-31T20:22:01.016174] [DEBUG] [LOCAL ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt [2025-12-31T20:22:01.016227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:01.016259] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:01.016286] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:01.016344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:01.073873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:01.074677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:01.074777] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:01.074810] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:01.197498] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:01.197675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:01.197717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:01.197747] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:01.202200] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=98.16%) [2025-12-31T20:22:01.202499] [INFO ] [FORECASTER] Completed predict_future for FFBC [2025-12-31T20:22:01.202651] [INFO ] [sig ] FFBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:01.348872] [INFO ] [LOCAL ] Saved forecast: FFBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FFBC.txt [2025-12-31T20:22:01.349012] [INFO ] [sig ] [1207/3534] Completed FFBC in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:22:01.349052] [INFO ] [sig ] [1208/3534] Forecasting FFC... [2025-12-31T20:22:01.349087] [INFO ] [sig ] Generating forecast for: FFC [2025-12-31T20:22:01.349124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-12-31T20:22:01.362233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFC'. [2025-12-31T20:22:01.362634] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-12-31T20:22:01.363439] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-12-31T20:22:01.363492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:01.363524] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:01.363550] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:01.363627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:01.425029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:01.425995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:01.426095] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:01.426133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:01.561617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:01.561781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:01.561822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:01.561853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:01.565438] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=88.81%) [2025-12-31T20:22:01.565820] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-12-31T20:22:01.565964] [INFO ] [sig ] FFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:01.726299] [INFO ] [LOCAL ] Saved forecast: FFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FFC.txt [2025-12-31T20:22:01.726462] [INFO ] [sig ] [1208/3534] Completed FFC in 0.4s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:22:01.726502] [INFO ] [sig ] [1209/3534] Forecasting FFIC... [2025-12-31T20:22:01.726535] [INFO ] [sig ] Generating forecast for: FFIC [2025-12-31T20:22:01.726566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'. [2025-12-31T20:22:01.738826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIC'. [2025-12-31T20:22:01.739212] [INFO ] [FORECASTER] Starting predict_future for FFIC [2025-12-31T20:22:01.740051] [DEBUG] [LOCAL ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt [2025-12-31T20:22:01.740115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:01.740169] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:01.740203] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:01.740269] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:01.798328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:01.799552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:01.799652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:01.799703] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:01.918943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:01.919104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:01.919143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:01.919170] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:01.922731] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=36.10%) [2025-12-31T20:22:01.923017] [INFO ] [FORECASTER] Completed predict_future for FFIC [2025-12-31T20:22:01.923150] [INFO ] [sig ] FFIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:02.072111] [INFO ] [LOCAL ] Saved forecast: FFIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FFIC.txt [2025-12-31T20:22:02.072254] [INFO ] [sig ] [1209/3534] Completed FFIC in 0.3s | 2.90 sym/s | Total: 6.9m | ETA: 13.4m [2025-12-31T20:22:02.072296] [INFO ] [sig ] [1210/3534] Forecasting FFIN... [2025-12-31T20:22:02.072326] [INFO ] [sig ] Generating forecast for: FFIN [2025-12-31T20:22:02.072357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'. [2025-12-31T20:22:02.084702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFIN'. [2025-12-31T20:22:02.085040] [INFO ] [FORECASTER] Starting predict_future for FFIN [2025-12-31T20:22:02.085824] [DEBUG] [LOCAL ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt [2025-12-31T20:22:02.085875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:02.085906] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:02.085932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:02.085989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:02.142299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:02.143118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:02.143230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:02.143263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:02.261956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:02.262118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:02.262158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:02.262187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:02.265896] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=8.44%) [2025-12-31T20:22:02.266171] [INFO ] [FORECASTER] Completed predict_future for FFIN [2025-12-31T20:22:02.266296] [INFO ] [sig ] FFIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:02.407490] [INFO ] [LOCAL ] Saved forecast: FFIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FFIN.txt [2025-12-31T20:22:02.407650] [INFO ] [sig ] [1210/3534] Completed FFIN in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m [2025-12-31T20:22:02.407695] [INFO ] [sig ] [1211/3534] Forecasting FFWM... [2025-12-31T20:22:02.407725] [INFO ] [sig ] Generating forecast for: FFWM [2025-12-31T20:22:02.407756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-12-31T20:22:02.424702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FFWM'. [2025-12-31T20:22:02.425068] [INFO ] [FORECASTER] Starting predict_future for FFWM [2025-12-31T20:22:02.425881] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-12-31T20:22:02.425934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:02.425965] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:02.425992] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:02.426051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:02.484335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:02.485173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:02.485255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:02.485287] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:02.604093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:02.604261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:02.604302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:02.604331] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:02.607714] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=69.12%) [2025-12-31T20:22:02.607994] [INFO ] [FORECASTER] Completed predict_future for FFWM [2025-12-31T20:22:02.608125] [INFO ] [sig ] FFWM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:02.755344] [INFO ] [LOCAL ] Saved forecast: FFWM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FFWM.txt [2025-12-31T20:22:02.755511] [INFO ] [sig ] [1211/3534] Completed FFWM in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.4m [2025-12-31T20:22:02.755551] [INFO ] [sig ] [1212/3534] Forecasting FG... [2025-12-31T20:22:02.755601] [INFO ] [sig ] Generating forecast for: FG [2025-12-31T20:22:02.755633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-12-31T20:22:02.768514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FG'. [2025-12-31T20:22:02.768887] [INFO ] [FORECASTER] Starting predict_future for FG [2025-12-31T20:22:02.769704] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-12-31T20:22:02.769756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:02.769787] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:02.769813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:02.769871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:02.826831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:02.827590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:02.827673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:02.827705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:02.949754] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:02.949921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:02.949961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:02.949988] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:02.953793] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=83.53%) [2025-12-31T20:22:02.954074] [INFO ] [FORECASTER] Completed predict_future for FG [2025-12-31T20:22:02.954197] [INFO ] [sig ] FG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:03.093729] [INFO ] [LOCAL ] Saved forecast: FG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FG.txt [2025-12-31T20:22:03.093885] [INFO ] [sig ] [1212/3534] Completed FG in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:03.093926] [INFO ] [sig ] [1213/3534] Forecasting FGEN... [2025-12-31T20:22:03.093961] [INFO ] [sig ] Generating forecast for: FGEN [2025-12-31T20:22:03.093993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'. [2025-12-31T20:22:03.105285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FGEN'. [2025-12-31T20:22:03.105641] [INFO ] [FORECASTER] Starting predict_future for FGEN [2025-12-31T20:22:03.106410] [DEBUG] [LOCAL ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt [2025-12-31T20:22:03.106461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:03.106493] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:03.106519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:03.106597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:03.163887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:03.164674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:03.164757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:03.164790] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:03.289831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:03.289991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:03.290032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:03.290065] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:03.294194] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: UP (p=93.78%) [2025-12-31T20:22:03.294725] [INFO ] [FORECASTER] Completed predict_future for FGEN [2025-12-31T20:22:03.294861] [INFO ] [sig ] FGEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:03.449391] [INFO ] [LOCAL ] Saved forecast: FGEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FGEN.txt [2025-12-31T20:22:03.449558] [INFO ] [sig ] [1213/3534] Completed FGEN in 0.4s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:03.449622] [INFO ] [sig ] [1214/3534] Forecasting FHB... [2025-12-31T20:22:03.449654] [INFO ] [sig ] Generating forecast for: FHB [2025-12-31T20:22:03.449687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'. [2025-12-31T20:22:03.462771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHB'. [2025-12-31T20:22:03.463104] [INFO ] [FORECASTER] Starting predict_future for FHB [2025-12-31T20:22:03.464128] [DEBUG] [LOCAL ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt [2025-12-31T20:22:03.464183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:03.464216] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:03.464244] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:03.464319] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:03.529696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:03.530566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:03.530669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:03.530703] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:03.658857] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:03.659040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:03.659090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:03.659120] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:03.663101] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=17.14%) [2025-12-31T20:22:03.663383] [INFO ] [FORECASTER] Completed predict_future for FHB [2025-12-31T20:22:03.663516] [INFO ] [sig ] FHB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:03.817986] [INFO ] [LOCAL ] Saved forecast: FHB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FHB.txt [2025-12-31T20:22:03.818135] [INFO ] [sig ] [1214/3534] Completed FHB in 0.4s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:03.818180] [INFO ] [sig ] [1215/3534] Forecasting FHI... [2025-12-31T20:22:03.818211] [INFO ] [sig ] Generating forecast for: FHI [2025-12-31T20:22:03.818243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-12-31T20:22:03.830505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHI'. [2025-12-31T20:22:03.830912] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-12-31T20:22:03.831754] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-12-31T20:22:03.831807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:03.831839] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:03.831867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:03.831924] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:03.892009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:03.892911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:03.892999] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:03.893035] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:04.015502] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:04.015737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:04.015787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:04.015819] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:04.019694] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=92.14%) [2025-12-31T20:22:04.020015] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-12-31T20:22:04.020155] [INFO ] [sig ] FHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:04.173227] [INFO ] [LOCAL ] Saved forecast: FHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FHI.txt [2025-12-31T20:22:04.173392] [INFO ] [sig ] [1215/3534] Completed FHI in 0.4s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:04.173440] [INFO ] [sig ] [1216/3534] Forecasting FHN... [2025-12-31T20:22:04.173480] [INFO ] [sig ] Generating forecast for: FHN [2025-12-31T20:22:04.173513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-12-31T20:22:04.186201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHN'. [2025-12-31T20:22:04.186768] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-12-31T20:22:04.187537] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-12-31T20:22:04.187606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:04.187641] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:04.187668] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:04.187725] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:04.244984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:04.245840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:04.245925] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:04.245958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:04.371093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:04.371252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:04.371293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:04.371342] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:04.374976] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=90.09%) [2025-12-31T20:22:04.375263] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-12-31T20:22:04.375608] [INFO ] [sig ] FHN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:04.519404] [INFO ] [LOCAL ] Saved forecast: FHN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FHN.txt [2025-12-31T20:22:04.519556] [INFO ] [sig ] [1216/3534] Completed FHN in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:04.519616] [INFO ] [sig ] [1217/3534] Forecasting FHTX... [2025-12-31T20:22:04.519647] [INFO ] [sig ] Generating forecast for: FHTX [2025-12-31T20:22:04.519679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'. [2025-12-31T20:22:04.531166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FHTX'. [2025-12-31T20:22:04.531502] [INFO ] [FORECASTER] Starting predict_future for FHTX [2025-12-31T20:22:04.532268] [DEBUG] [LOCAL ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt [2025-12-31T20:22:04.532320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:04.532375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:04.532404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:04.532461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:04.589918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:04.590689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:04.590770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:04.590803] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:04.710610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:04.710768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:04.710808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:04.710836] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:04.714199] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-12-31T20:22:04.714477] [INFO ] [FORECASTER] Completed predict_future for FHTX [2025-12-31T20:22:04.714815] [INFO ] [sig ] FHTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:04.852451] [INFO ] [LOCAL ] Saved forecast: FHTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FHTX.txt [2025-12-31T20:22:04.852617] [INFO ] [sig ] [1217/3534] Completed FHTX in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:04.852661] [INFO ] [sig ] [1218/3534] Forecasting FIBK... [2025-12-31T20:22:04.852693] [INFO ] [sig ] Generating forecast for: FIBK [2025-12-31T20:22:04.852724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'. [2025-12-31T20:22:04.864693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIBK'. [2025-12-31T20:22:04.865025] [INFO ] [FORECASTER] Starting predict_future for FIBK [2025-12-31T20:22:04.865983] [DEBUG] [LOCAL ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt [2025-12-31T20:22:04.866034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:04.866065] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:04.866092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:04.866150] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:04.922773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:04.923474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:04.923558] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:04.923611] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:05.042701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:05.042863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:05.042903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:05.042932] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:05.046652] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=28.84%) [2025-12-31T20:22:05.046930] [INFO ] [FORECASTER] Completed predict_future for FIBK [2025-12-31T20:22:05.047052] [INFO ] [sig ] FIBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:05.188025] [INFO ] [LOCAL ] Saved forecast: FIBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FIBK.txt [2025-12-31T20:22:05.188159] [INFO ] [sig ] [1218/3534] Completed FIBK in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:05.188200] [INFO ] [sig ] [1219/3534] Forecasting FICO... [2025-12-31T20:22:05.188229] [INFO ] [sig ] Generating forecast for: FICO [2025-12-31T20:22:05.188260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-12-31T20:22:05.200646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICO'. [2025-12-31T20:22:05.200974] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-12-31T20:22:05.201793] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-12-31T20:22:05.201845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:05.201876] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:05.201902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:05.201958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:05.260443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:05.261175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:05.261270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:05.261308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:05.382916] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:05.383074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:05.383113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:05.383141] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:05.386688] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-12-31T20:22:05.386959] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-12-31T20:22:05.387082] [INFO ] [sig ] FICO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:05.525563] [INFO ] [LOCAL ] Saved forecast: FICO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FICO.txt [2025-12-31T20:22:05.525721] [INFO ] [sig ] [1219/3534] Completed FICO in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:05.525760] [INFO ] [sig ] [1220/3534] Forecasting FICS... [2025-12-31T20:22:05.525790] [INFO ] [sig ] Generating forecast for: FICS [2025-12-31T20:22:05.525821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'. [2025-12-31T20:22:05.537524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FICS'. [2025-12-31T20:22:05.537857] [INFO ] [FORECASTER] Starting predict_future for FICS [2025-12-31T20:22:05.538646] [DEBUG] [LOCAL ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt [2025-12-31T20:22:05.538698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:05.538729] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:05.538755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:05.538824] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:05.594925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:05.595622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:05.595702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:05.595734] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:05.719063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:05.719227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:05.719279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:05.719343] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:05.722889] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=3.54%) [2025-12-31T20:22:05.723168] [INFO ] [FORECASTER] Completed predict_future for FICS [2025-12-31T20:22:05.723292] [INFO ] [sig ] FICS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:05.866170] [INFO ] [LOCAL ] Saved forecast: FICS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FICS.txt [2025-12-31T20:22:05.866333] [INFO ] [sig ] [1220/3534] Completed FICS in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:05.866374] [INFO ] [sig ] [1221/3534] Forecasting FID... [2025-12-31T20:22:05.866403] [INFO ] [sig ] Generating forecast for: FID [2025-12-31T20:22:05.866435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'. [2025-12-31T20:22:05.878415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FID'. [2025-12-31T20:22:05.878781] [INFO ] [FORECASTER] Starting predict_future for FID [2025-12-31T20:22:05.879555] [DEBUG] [LOCAL ] No optimal features file found for FID: ./output/feature-sets/FID.txt [2025-12-31T20:22:05.879625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:05.879658] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:05.879685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:05.879742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:05.939097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:05.940004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:05.940091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:05.940123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:06.057609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:06.057778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:06.057818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:06.057847] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:06.061279] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=83.05%) [2025-12-31T20:22:06.061766] [INFO ] [FORECASTER] Completed predict_future for FID [2025-12-31T20:22:06.061896] [INFO ] [sig ] FID: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:06.199799] [INFO ] [LOCAL ] Saved forecast: FID 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FID.txt [2025-12-31T20:22:06.199950] [INFO ] [sig ] [1221/3534] Completed FID in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:06.199990] [INFO ] [sig ] [1222/3534] Forecasting FIGS... [2025-12-31T20:22:06.200020] [INFO ] [sig ] Generating forecast for: FIGS [2025-12-31T20:22:06.200050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-12-31T20:22:06.211885] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIGS'. [2025-12-31T20:22:06.212195] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-12-31T20:22:06.213169] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-12-31T20:22:06.213232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:06.213265] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:06.213291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:06.213349] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:06.274062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:06.275134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:06.275220] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:06.275254] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:06.397732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:06.397893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:06.397933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:06.397963] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:06.401391] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=40.18%) [2025-12-31T20:22:06.401683] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-12-31T20:22:06.401807] [INFO ] [sig ] FIGS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:06.539721] [INFO ] [LOCAL ] Saved forecast: FIGS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FIGS.txt [2025-12-31T20:22:06.539876] [INFO ] [sig ] [1222/3534] Completed FIGS in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:06.539915] [INFO ] [sig ] [1223/3534] Forecasting FIHL... [2025-12-31T20:22:06.539944] [INFO ] [sig ] Generating forecast for: FIHL [2025-12-31T20:22:06.539975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-12-31T20:22:06.551873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIHL'. [2025-12-31T20:22:06.552197] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-12-31T20:22:06.552974] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-12-31T20:22:06.553026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:06.553058] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:06.553084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:06.553141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:06.609450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:06.610219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:06.610302] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:06.610333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:06.740914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:06.741084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:06.741135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:06.741165] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:06.745213] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=56.29%) [2025-12-31T20:22:06.745535] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-12-31T20:22:06.745711] [INFO ] [sig ] FIHL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:06.899787] [INFO ] [LOCAL ] Saved forecast: FIHL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FIHL.txt [2025-12-31T20:22:06.899949] [INFO ] [sig ] [1223/3534] Completed FIHL in 0.4s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:06.900002] [INFO ] [sig ] [1224/3534] Forecasting FINS... [2025-12-31T20:22:06.900036] [INFO ] [sig ] Generating forecast for: FINS [2025-12-31T20:22:06.900067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-12-31T20:22:06.911949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINS'. [2025-12-31T20:22:06.912280] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-12-31T20:22:06.913336] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-12-31T20:22:06.913405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:06.913446] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:06.913477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:06.913535] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:06.978805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:06.979712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:06.979799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:06.979833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:07.115269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:07.115431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:07.115472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:07.115503] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:07.119442] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=4.28%) [2025-12-31T20:22:07.119750] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-12-31T20:22:07.119880] [INFO ] [sig ] FINS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:07.265145] [INFO ] [LOCAL ] Saved forecast: FINS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FINS.txt [2025-12-31T20:22:07.265294] [INFO ] [sig ] [1224/3534] Completed FINS in 0.4s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:07.265336] [INFO ] [sig ] [1225/3534] Forecasting FINX... [2025-12-31T20:22:07.265364] [INFO ] [sig ] Generating forecast for: FINX [2025-12-31T20:22:07.265394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'. [2025-12-31T20:22:07.277427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FINX'. [2025-12-31T20:22:07.277781] [INFO ] [FORECASTER] Starting predict_future for FINX [2025-12-31T20:22:07.278542] [DEBUG] [LOCAL ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt [2025-12-31T20:22:07.278612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:07.278645] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:07.278673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:07.278730] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:07.334962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:07.335741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:07.335823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:07.335856] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:07.455406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:07.455564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:07.455622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:07.455652] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:07.458997] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=83.56%) [2025-12-31T20:22:07.459390] [INFO ] [FORECASTER] Completed predict_future for FINX [2025-12-31T20:22:07.459539] [INFO ] [sig ] FINX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:07.600815] [INFO ] [LOCAL ] Saved forecast: FINX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FINX.txt [2025-12-31T20:22:07.600962] [INFO ] [sig ] [1225/3534] Completed FINX in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:07.601003] [INFO ] [sig ] [1226/3534] Forecasting FIP... [2025-12-31T20:22:07.601034] [INFO ] [sig ] Generating forecast for: FIP [2025-12-31T20:22:07.601065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'. [2025-12-31T20:22:07.612891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIP'. [2025-12-31T20:22:07.613221] [INFO ] [FORECASTER] Starting predict_future for FIP [2025-12-31T20:22:07.614015] [DEBUG] [LOCAL ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt [2025-12-31T20:22:07.614066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:07.614098] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:07.614124] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:07.614181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:07.671762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:07.672566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:07.672664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:07.672696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:07.794075] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:07.794240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:07.794281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:07.794309] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:07.797662] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=54.78%) [2025-12-31T20:22:07.797930] [INFO ] [FORECASTER] Completed predict_future for FIP [2025-12-31T20:22:07.798054] [INFO ] [sig ] FIP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:07.937087] [INFO ] [LOCAL ] Saved forecast: FIP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FIP.txt [2025-12-31T20:22:07.937239] [INFO ] [sig ] [1226/3534] Completed FIP in 0.3s | 2.90 sym/s | Total: 7.0m | ETA: 13.3m [2025-12-31T20:22:07.937281] [INFO ] [sig ] [1227/3534] Forecasting FIS... [2025-12-31T20:22:07.937310] [INFO ] [sig ] Generating forecast for: FIS [2025-12-31T20:22:07.937340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-12-31T20:22:07.949664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIS'. [2025-12-31T20:22:07.950004] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-12-31T20:22:07.950978] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-12-31T20:22:07.951029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:07.951060] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:07.951087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:07.951145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:08.006955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:08.007696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:08.007802] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:08.007836] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:08.134769] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:08.134929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:08.134985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:08.135017] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:08.138999] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=1.05%) [2025-12-31T20:22:08.139334] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-12-31T20:22:08.139472] [INFO ] [sig ] FIS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:08.290947] [INFO ] [LOCAL ] Saved forecast: FIS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FIS.txt [2025-12-31T20:22:08.291086] [INFO ] [sig ] [1227/3534] Completed FIS in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.3m [2025-12-31T20:22:08.291126] [INFO ] [sig ] [1228/3534] Forecasting FISI... [2025-12-31T20:22:08.291156] [INFO ] [sig ] Generating forecast for: FISI [2025-12-31T20:22:08.291187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'. [2025-12-31T20:22:08.303368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FISI'. [2025-12-31T20:22:08.303764] [INFO ] [FORECASTER] Starting predict_future for FISI [2025-12-31T20:22:08.304545] [DEBUG] [LOCAL ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt [2025-12-31T20:22:08.304621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:08.304656] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:08.304685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:08.304745] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:08.365911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:08.366953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:08.367046] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:08.367082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:08.499446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:08.499620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:08.499664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:08.499695] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:08.503194] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=0.99%) [2025-12-31T20:22:08.503530] [INFO ] [FORECASTER] Completed predict_future for FISI [2025-12-31T20:22:08.503696] [INFO ] [sig ] FISI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:08.647444] [INFO ] [LOCAL ] Saved forecast: FISI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FISI.txt [2025-12-31T20:22:08.647598] [INFO ] [sig ] [1228/3534] Completed FISI in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.3m [2025-12-31T20:22:08.647641] [INFO ] [sig ] [1229/3534] Forecasting FITB... [2025-12-31T20:22:08.647671] [INFO ] [sig ] Generating forecast for: FITB [2025-12-31T20:22:08.647701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'. [2025-12-31T20:22:08.659231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITB'. [2025-12-31T20:22:08.659544] [INFO ] [FORECASTER] Starting predict_future for FITB [2025-12-31T20:22:08.660318] [DEBUG] [LOCAL ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt [2025-12-31T20:22:08.660370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:08.660402] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:08.660429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:08.660486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:08.717273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:08.717904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:08.717981] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:08.718013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:08.838018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:08.838176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:08.838214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:08.838241] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:08.841651] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=1.00%) [2025-12-31T20:22:08.841937] [INFO ] [FORECASTER] Completed predict_future for FITB [2025-12-31T20:22:08.842063] [INFO ] [sig ] FITB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:08.988966] [INFO ] [LOCAL ] Saved forecast: FITB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FITB.txt [2025-12-31T20:22:08.989094] [INFO ] [sig ] [1229/3534] Completed FITB in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:08.989134] [INFO ] [sig ] [1230/3534] Forecasting FITBI... [2025-12-31T20:22:08.989162] [INFO ] [sig ] Generating forecast for: FITBI [2025-12-31T20:22:08.989192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'. [2025-12-31T20:22:09.001126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBI'. [2025-12-31T20:22:09.001420] [INFO ] [FORECASTER] Starting predict_future for FITBI [2025-12-31T20:22:09.002392] [DEBUG] [LOCAL ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt [2025-12-31T20:22:09.002444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:09.002477] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:09.002505] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:09.002563] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:09.063472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:09.064275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:09.064364] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:09.064397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:09.187616] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:09.187772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:09.187812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:09.187843] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:09.191429] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=3.27%) [2025-12-31T20:22:09.191919] [INFO ] [FORECASTER] Completed predict_future for FITBI [2025-12-31T20:22:09.192045] [INFO ] [sig ] FITBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:09.338026] [INFO ] [LOCAL ] Saved forecast: FITBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FITBI.txt [2025-12-31T20:22:09.338187] [INFO ] [sig ] [1230/3534] Completed FITBI in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:09.338227] [INFO ] [sig ] [1231/3534] Forecasting FITBO... [2025-12-31T20:22:09.338257] [INFO ] [sig ] Generating forecast for: FITBO [2025-12-31T20:22:09.338288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'. [2025-12-31T20:22:09.350336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FITBO'. [2025-12-31T20:22:09.350852] [INFO ] [FORECASTER] Starting predict_future for FITBO [2025-12-31T20:22:09.351654] [DEBUG] [LOCAL ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt [2025-12-31T20:22:09.351706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:09.351738] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:09.351765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:09.351823] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:09.414861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:09.416116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:09.416212] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:09.416245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:09.543482] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:09.543661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:09.543701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:09.543731] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:09.547291] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=98.55%) [2025-12-31T20:22:09.547768] [INFO ] [FORECASTER] Completed predict_future for FITBO [2025-12-31T20:22:09.547903] [INFO ] [sig ] FITBO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:09.690889] [INFO ] [LOCAL ] Saved forecast: FITBO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FITBO.txt [2025-12-31T20:22:09.691032] [INFO ] [sig ] [1231/3534] Completed FITBO in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:09.691074] [INFO ] [sig ] [1232/3534] Forecasting FIVE... [2025-12-31T20:22:09.691104] [INFO ] [sig ] Generating forecast for: FIVE [2025-12-31T20:22:09.691142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'. [2025-12-31T20:22:09.702843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVE'. [2025-12-31T20:22:09.703168] [INFO ] [FORECASTER] Starting predict_future for FIVE [2025-12-31T20:22:09.704161] [DEBUG] [LOCAL ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt [2025-12-31T20:22:09.704213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:09.704245] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:09.704271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:09.704333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:09.761503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:09.762222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:09.762301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:09.762338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:09.887915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:09.888075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:09.888114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:09.888144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:09.891773] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=81.20%) [2025-12-31T20:22:09.892048] [INFO ] [FORECASTER] Completed predict_future for FIVE [2025-12-31T20:22:09.892170] [INFO ] [sig ] FIVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:10.033818] [INFO ] [LOCAL ] Saved forecast: FIVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FIVE.txt [2025-12-31T20:22:10.033983] [INFO ] [sig ] [1232/3534] Completed FIVE in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:10.034022] [INFO ] [sig ] [1233/3534] Forecasting FIVN... [2025-12-31T20:22:10.034053] [INFO ] [sig ] Generating forecast for: FIVN [2025-12-31T20:22:10.034083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'. [2025-12-31T20:22:10.045918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIVN'. [2025-12-31T20:22:10.046297] [INFO ] [FORECASTER] Starting predict_future for FIVN [2025-12-31T20:22:10.047104] [DEBUG] [LOCAL ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt [2025-12-31T20:22:10.047171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:10.047204] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:10.047231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:10.047290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:10.106514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:10.107324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:10.107409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:10.107444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:10.234694] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:10.234859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:10.234903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:10.234934] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:10.239058] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=84.66%) [2025-12-31T20:22:10.239362] [INFO ] [FORECASTER] Completed predict_future for FIVN [2025-12-31T20:22:10.239493] [INFO ] [sig ] FIVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:10.395066] [INFO ] [LOCAL ] Saved forecast: FIVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FIVN.txt [2025-12-31T20:22:10.395235] [INFO ] [sig ] [1233/3534] Completed FIVN in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:10.395281] [INFO ] [sig ] [1234/3534] Forecasting FIX... [2025-12-31T20:22:10.395312] [INFO ] [sig ] Generating forecast for: FIX [2025-12-31T20:22:10.395345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-12-31T20:22:10.408498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIX'. [2025-12-31T20:22:10.408955] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-12-31T20:22:10.409885] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-12-31T20:22:10.409963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:10.409998] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:10.410026] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:10.410086] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:10.473086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:10.473954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:10.474039] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:10.474074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:10.605614] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:10.605777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:10.605819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:10.605849] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:10.609478] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=10.35%) [2025-12-31T20:22:10.609778] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-12-31T20:22:10.609909] [INFO ] [sig ] FIX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:10.763100] [INFO ] [LOCAL ] Saved forecast: FIX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FIX.txt [2025-12-31T20:22:10.763269] [INFO ] [sig ] [1234/3534] Completed FIX in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:10.763315] [INFO ] [sig ] [1235/3534] Forecasting FIXD... [2025-12-31T20:22:10.763363] [INFO ] [sig ] Generating forecast for: FIXD [2025-12-31T20:22:10.763416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'. [2025-12-31T20:22:10.775500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIXD'. [2025-12-31T20:22:10.775904] [INFO ] [FORECASTER] Starting predict_future for FIXD [2025-12-31T20:22:10.776869] [DEBUG] [LOCAL ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt [2025-12-31T20:22:10.776923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:10.776957] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:10.776984] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:10.777055] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:10.840029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:10.841161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:10.841272] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:10.841327] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:10.968658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:10.968827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:10.968869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:10.968899] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:10.972733] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=88.68%) [2025-12-31T20:22:10.973061] [INFO ] [FORECASTER] Completed predict_future for FIXD [2025-12-31T20:22:10.973201] [INFO ] [sig ] FIXD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:11.119683] [INFO ] [LOCAL ] Saved forecast: FIXD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FIXD.txt [2025-12-31T20:22:11.119845] [INFO ] [sig ] [1235/3534] Completed FIXD in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:11.119887] [INFO ] [sig ] [1236/3534] Forecasting FIZZ... [2025-12-31T20:22:11.119916] [INFO ] [sig ] Generating forecast for: FIZZ [2025-12-31T20:22:11.119945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'. [2025-12-31T20:22:11.132513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'. [2025-12-31T20:22:11.132830] [INFO ] [FORECASTER] Starting predict_future for FIZZ [2025-12-31T20:22:11.133614] [DEBUG] [LOCAL ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt [2025-12-31T20:22:11.133666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:11.133698] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:11.133725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:11.133781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:11.193000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:11.193901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:11.193986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:11.194019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:11.315641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:11.315795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:11.315834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:11.315863] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:11.319213] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=90.75%) [2025-12-31T20:22:11.319527] [INFO ] [FORECASTER] Completed predict_future for FIZZ [2025-12-31T20:22:11.319668] [INFO ] [sig ] FIZZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:11.463380] [INFO ] [LOCAL ] Saved forecast: FIZZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FIZZ.txt [2025-12-31T20:22:11.463532] [INFO ] [sig ] [1236/3534] Completed FIZZ in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:11.463596] [INFO ] [sig ] [1237/3534] Forecasting FJP... [2025-12-31T20:22:11.463631] [INFO ] [sig ] Generating forecast for: FJP [2025-12-31T20:22:11.463663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'. [2025-12-31T20:22:11.474815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FJP'. [2025-12-31T20:22:11.475182] [INFO ] [FORECASTER] Starting predict_future for FJP [2025-12-31T20:22:11.476045] [DEBUG] [LOCAL ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt [2025-12-31T20:22:11.476099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:11.476131] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:11.476159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:11.476218] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:11.535088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:11.535955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:11.536038] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:11.536072] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:11.654819] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:11.654975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:11.655053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:11.655085] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:11.658606] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=95.50%) [2025-12-31T20:22:11.658893] [INFO ] [FORECASTER] Completed predict_future for FJP [2025-12-31T20:22:11.659021] [INFO ] [sig ] FJP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:11.805046] [INFO ] [LOCAL ] Saved forecast: FJP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FJP.txt [2025-12-31T20:22:11.805179] [INFO ] [sig ] [1237/3534] Completed FJP in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:11.805218] [INFO ] [sig ] [1238/3534] Forecasting FLEX... [2025-12-31T20:22:11.805247] [INFO ] [sig ] Generating forecast for: FLEX [2025-12-31T20:22:11.805278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'. [2025-12-31T20:22:11.816437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLEX'. [2025-12-31T20:22:11.816740] [INFO ] [FORECASTER] Starting predict_future for FLEX [2025-12-31T20:22:11.817490] [DEBUG] [LOCAL ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt [2025-12-31T20:22:11.817541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:11.817590] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:11.817620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:11.817677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:11.873725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:11.874528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:11.874629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:11.874664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:11.998149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:11.998309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:11.998348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:11.998377] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:12.001762] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=3.47%) [2025-12-31T20:22:12.002053] [INFO ] [FORECASTER] Completed predict_future for FLEX [2025-12-31T20:22:12.002200] [INFO ] [sig ] FLEX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:12.146739] [INFO ] [LOCAL ] Saved forecast: FLEX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLEX.txt [2025-12-31T20:22:12.146894] [INFO ] [sig ] [1238/3534] Completed FLEX in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:12.146934] [INFO ] [sig ] [1239/3534] Forecasting FLGC... [2025-12-31T20:22:12.146963] [INFO ] [sig ] Generating forecast for: FLGC [2025-12-31T20:22:12.146995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'. [2025-12-31T20:22:12.157945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLGC'. [2025-12-31T20:22:12.158222] [INFO ] [FORECASTER] Starting predict_future for FLGC [2025-12-31T20:22:12.158989] [DEBUG] [LOCAL ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt [2025-12-31T20:22:12.159041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:12.159072] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:12.159099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:12.159157] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:12.216910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:12.217676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:12.217760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:12.217792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:12.334033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:12.334191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:12.334234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:12.334264] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:12.337817] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-12-31T20:22:12.338134] [INFO ] [FORECASTER] Completed predict_future for FLGC [2025-12-31T20:22:12.338270] [INFO ] [sig ] FLGC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:12.497637] [INFO ] [LOCAL ] Saved forecast: FLGC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLGC.txt [2025-12-31T20:22:12.497795] [INFO ] [sig ] [1239/3534] Completed FLGC in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:12.497837] [INFO ] [sig ] [1240/3534] Forecasting FLL... [2025-12-31T20:22:12.497871] [INFO ] [sig ] Generating forecast for: FLL [2025-12-31T20:22:12.497904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'. [2025-12-31T20:22:12.516785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLL'. [2025-12-31T20:22:12.517352] [INFO ] [FORECASTER] Starting predict_future for FLL [2025-12-31T20:22:12.518326] [DEBUG] [LOCAL ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt [2025-12-31T20:22:12.518387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:12.518420] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:12.518447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:12.518512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:12.579802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:12.581030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:12.581132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:12.581167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:12.700687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:12.700839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:12.700922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:12.700953] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:12.704273] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=12.64%) [2025-12-31T20:22:12.704559] [INFO ] [FORECASTER] Completed predict_future for FLL [2025-12-31T20:22:12.704697] [INFO ] [sig ] FLL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:12.845116] [INFO ] [LOCAL ] Saved forecast: FLL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLL.txt [2025-12-31T20:22:12.845250] [INFO ] [sig ] [1240/3534] Completed FLL in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:12.845290] [INFO ] [sig ] [1241/3534] Forecasting FLNC... [2025-12-31T20:22:12.845320] [INFO ] [sig ] Generating forecast for: FLNC [2025-12-31T20:22:12.845381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'. [2025-12-31T20:22:12.857984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNC'. [2025-12-31T20:22:12.858264] [INFO ] [FORECASTER] Starting predict_future for FLNC [2025-12-31T20:22:12.859043] [DEBUG] [LOCAL ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt [2025-12-31T20:22:12.859095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:12.859127] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:12.859161] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:12.859218] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:12.915347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:12.916033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:12.916110] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:12.916142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:13.039839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:13.039985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:13.040025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:13.040054] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:13.043642] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=96.25%) [2025-12-31T20:22:13.043911] [INFO ] [FORECASTER] Completed predict_future for FLNC [2025-12-31T20:22:13.044032] [INFO ] [sig ] FLNC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:13.185378] [INFO ] [LOCAL ] Saved forecast: FLNC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FLNC.txt [2025-12-31T20:22:13.185531] [INFO ] [sig ] [1241/3534] Completed FLNC in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:13.185590] [INFO ] [sig ] [1242/3534] Forecasting FLNG... [2025-12-31T20:22:13.185625] [INFO ] [sig ] Generating forecast for: FLNG [2025-12-31T20:22:13.185656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-12-31T20:22:13.197636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLNG'. [2025-12-31T20:22:13.198029] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-12-31T20:22:13.198894] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-12-31T20:22:13.198946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:13.198979] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:13.199005] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:13.199062] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:13.256018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:13.256958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:13.257037] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:13.257069] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:13.399599] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:13.399753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:13.399794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:13.399825] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:13.403236] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=22.92%) [2025-12-31T20:22:13.403524] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-12-31T20:22:13.403673] [INFO ] [sig ] FLNG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:13.545330] [INFO ] [LOCAL ] Saved forecast: FLNG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLNG.txt [2025-12-31T20:22:13.545466] [INFO ] [sig ] [1242/3534] Completed FLNG in 0.4s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:13.545506] [INFO ] [sig ] [1243/3534] Forecasting FLO... [2025-12-31T20:22:13.545535] [INFO ] [sig ] Generating forecast for: FLO [2025-12-31T20:22:13.545567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-12-31T20:22:13.558250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLO'. [2025-12-31T20:22:13.558522] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-12-31T20:22:13.559313] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-12-31T20:22:13.559366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:13.559398] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:13.559425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:13.559487] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:13.617382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:13.618097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:13.618178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:13.618211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:13.736827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:13.736984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:13.737024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:13.737053] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:13.740428] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-12-31T20:22:13.740732] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-12-31T20:22:13.740859] [INFO ] [sig ] FLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:13.883217] [INFO ] [LOCAL ] Saved forecast: FLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLO.txt [2025-12-31T20:22:13.883372] [INFO ] [sig ] [1243/3534] Completed FLO in 0.3s | 2.90 sym/s | Total: 7.1m | ETA: 13.2m [2025-12-31T20:22:13.883417] [INFO ] [sig ] [1244/3534] Forecasting FLS... [2025-12-31T20:22:13.883448] [INFO ] [sig ] Generating forecast for: FLS [2025-12-31T20:22:13.883478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-12-31T20:22:13.895437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLS'. [2025-12-31T20:22:13.895808] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-12-31T20:22:13.896564] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-12-31T20:22:13.896639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:13.896681] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:13.896709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:13.896766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:13.953180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:13.954069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:13.954152] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:13.954187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:14.075372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:14.075528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:14.075584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:14.075618] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:14.078948] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=3.64%) [2025-12-31T20:22:14.079219] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-12-31T20:22:14.079367] [INFO ] [sig ] FLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:14.217994] [INFO ] [LOCAL ] Saved forecast: FLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLS.txt [2025-12-31T20:22:14.218153] [INFO ] [sig ] [1244/3534] Completed FLS in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.2m [2025-12-31T20:22:14.218194] [INFO ] [sig ] [1245/3534] Forecasting FLUX... [2025-12-31T20:22:14.218224] [INFO ] [sig ] Generating forecast for: FLUX [2025-12-31T20:22:14.218257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'. [2025-12-31T20:22:14.230198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLUX'. [2025-12-31T20:22:14.230557] [INFO ] [FORECASTER] Starting predict_future for FLUX [2025-12-31T20:22:14.231332] [DEBUG] [LOCAL ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt [2025-12-31T20:22:14.231392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:14.231432] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:14.231465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:14.231535] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:14.289194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:14.290098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:14.290184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:14.290218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:14.408311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:14.408479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:14.408529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:14.408566] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:14.412045] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=25.70%) [2025-12-31T20:22:14.412320] [INFO ] [FORECASTER] Completed predict_future for FLUX [2025-12-31T20:22:14.412446] [INFO ] [sig ] FLUX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:14.563763] [INFO ] [LOCAL ] Saved forecast: FLUX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLUX.txt [2025-12-31T20:22:14.563919] [INFO ] [sig ] [1245/3534] Completed FLUX in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.2m [2025-12-31T20:22:14.563961] [INFO ] [sig ] [1246/3534] Forecasting FLWS... [2025-12-31T20:22:14.563993] [INFO ] [sig ] Generating forecast for: FLWS [2025-12-31T20:22:14.564026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'. [2025-12-31T20:22:14.575103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLWS'. [2025-12-31T20:22:14.575411] [INFO ] [FORECASTER] Starting predict_future for FLWS [2025-12-31T20:22:14.576212] [DEBUG] [LOCAL ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt [2025-12-31T20:22:14.576265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:14.576296] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:14.576323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:14.576380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:14.633235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:14.634110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:14.634188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:14.634219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:14.753127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:14.753277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:14.753318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:14.753347] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:14.756703] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=22.66%) [2025-12-31T20:22:14.756969] [INFO ] [FORECASTER] Completed predict_future for FLWS [2025-12-31T20:22:14.757092] [INFO ] [sig ] FLWS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:14.896239] [INFO ] [LOCAL ] Saved forecast: FLWS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLWS.txt [2025-12-31T20:22:14.896377] [INFO ] [sig ] [1246/3534] Completed FLWS in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.2m [2025-12-31T20:22:14.896416] [INFO ] [sig ] [1247/3534] Forecasting FLXS... [2025-12-31T20:22:14.896446] [INFO ] [sig ] Generating forecast for: FLXS [2025-12-31T20:22:14.896476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'. [2025-12-31T20:22:14.907510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLXS'. [2025-12-31T20:22:14.907825] [INFO ] [FORECASTER] Starting predict_future for FLXS [2025-12-31T20:22:14.908603] [DEBUG] [LOCAL ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt [2025-12-31T20:22:14.908843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:14.908874] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:14.908900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:14.908956] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:14.966447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:14.967162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:14.967240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:14.967272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:15.085206] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:15.085356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:15.085394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:15.085423] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:15.088769] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=60.38%) [2025-12-31T20:22:15.089041] [INFO ] [FORECASTER] Completed predict_future for FLXS [2025-12-31T20:22:15.089196] [INFO ] [sig ] FLXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:15.230365] [INFO ] [LOCAL ] Saved forecast: FLXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FLXS.txt [2025-12-31T20:22:15.230516] [INFO ] [sig ] [1247/3534] Completed FLXS in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:15.230557] [INFO ] [sig ] [1248/3534] Forecasting FLYE... [2025-12-31T20:22:15.230614] [INFO ] [sig ] Generating forecast for: FLYE [2025-12-31T20:22:15.230648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'. [2025-12-31T20:22:15.243364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FLYE'. [2025-12-31T20:22:15.243803] [INFO ] [FORECASTER] Starting predict_future for FLYE [2025-12-31T20:22:15.244620] [DEBUG] [LOCAL ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt [2025-12-31T20:22:15.244671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:15.244703] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:15.244729] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:15.244787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:15.308483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:15.309418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:15.309508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:15.309543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:15.431763] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:15.431927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:15.431969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:15.431999] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:15.435601] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=15.30%) [2025-12-31T20:22:15.435906] [INFO ] [FORECASTER] Completed predict_future for FLYE [2025-12-31T20:22:15.436036] [INFO ] [sig ] FLYE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:15.588628] [INFO ] [LOCAL ] Saved forecast: FLYE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FLYE.txt [2025-12-31T20:22:15.588804] [INFO ] [sig ] [1248/3534] Completed FLYE in 0.4s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:15.588848] [INFO ] [sig ] [1249/3534] Forecasting FMAO... [2025-12-31T20:22:15.588878] [INFO ] [sig ] Generating forecast for: FMAO [2025-12-31T20:22:15.588907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'. [2025-12-31T20:22:15.603982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMAO'. [2025-12-31T20:22:15.604494] [INFO ] [FORECASTER] Starting predict_future for FMAO [2025-12-31T20:22:15.605797] [DEBUG] [LOCAL ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt [2025-12-31T20:22:15.605876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:15.605926] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:15.605967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:15.606047] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:15.681776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:15.683021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:15.683137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:15.683194] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:15.818522] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:15.818726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:15.818773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:15.818807] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:15.823224] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=51.03%) [2025-12-31T20:22:15.823658] [INFO ] [FORECASTER] Completed predict_future for FMAO [2025-12-31T20:22:15.823819] [INFO ] [sig ] FMAO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:15.992655] [INFO ] [LOCAL ] Saved forecast: FMAO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FMAO.txt [2025-12-31T20:22:15.992832] [INFO ] [sig ] [1249/3534] Completed FMAO in 0.4s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:15.992877] [INFO ] [sig ] [1250/3534] Forecasting FMB... [2025-12-31T20:22:15.992908] [INFO ] [sig ] Generating forecast for: FMB [2025-12-31T20:22:15.992939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'. [2025-12-31T20:22:16.009511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMB'. [2025-12-31T20:22:16.010203] [INFO ] [FORECASTER] Starting predict_future for FMB [2025-12-31T20:22:16.011501] [DEBUG] [LOCAL ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt [2025-12-31T20:22:16.011570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:16.011662] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:16.011701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:16.011782] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:16.103393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:16.104701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:16.104827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:16.104883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:16.275962] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:16.276209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:16.276291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:16.276336] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:16.282404] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=60.05%) [2025-12-31T20:22:16.282979] [INFO ] [FORECASTER] Completed predict_future for FMB [2025-12-31T20:22:16.283195] [INFO ] [sig ] FMB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:16.484510] [INFO ] [LOCAL ] Saved forecast: FMB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FMB.txt [2025-12-31T20:22:16.484759] [INFO ] [sig ] [1250/3534] Completed FMB in 0.5s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:16.484830] [INFO ] [sig ] [1251/3534] Forecasting FMBH... [2025-12-31T20:22:16.484883] [INFO ] [sig ] Generating forecast for: FMBH [2025-12-31T20:22:16.484936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'. [2025-12-31T20:22:16.500830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMBH'. [2025-12-31T20:22:16.501242] [INFO ] [FORECASTER] Starting predict_future for FMBH [2025-12-31T20:22:16.502190] [DEBUG] [LOCAL ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt [2025-12-31T20:22:16.502245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:16.502280] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:16.502308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:16.502369] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:16.582697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:16.584005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:16.584145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:16.584205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:16.732481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:16.732667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:16.732710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:16.732757] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:16.736294] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=39.14%) [2025-12-31T20:22:16.736602] [INFO ] [FORECASTER] Completed predict_future for FMBH [2025-12-31T20:22:16.736737] [INFO ] [sig ] FMBH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:16.886965] [INFO ] [LOCAL ] Saved forecast: FMBH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FMBH.txt [2025-12-31T20:22:16.887132] [INFO ] [sig ] [1251/3534] Completed FMBH in 0.4s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:16.887176] [INFO ] [sig ] [1252/3534] Forecasting FMC... [2025-12-31T20:22:16.887207] [INFO ] [sig ] Generating forecast for: FMC [2025-12-31T20:22:16.887238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-12-31T20:22:16.900947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMC'. [2025-12-31T20:22:16.901384] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-12-31T20:22:16.902289] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-12-31T20:22:16.902344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:16.902380] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:16.902409] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:16.902469] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:16.959935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:16.960880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:16.960972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:16.961005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:17.090702] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:17.090862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:17.090902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:17.090934] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:17.095150] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=38.56%) [2025-12-31T20:22:17.095496] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-12-31T20:22:17.095657] [INFO ] [sig ] FMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:17.244900] [INFO ] [LOCAL ] Saved forecast: FMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FMC.txt [2025-12-31T20:22:17.245068] [INFO ] [sig ] [1252/3534] Completed FMC in 0.4s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:17.245109] [INFO ] [sig ] [1253/3534] Forecasting FMHI... [2025-12-31T20:22:17.245141] [INFO ] [sig ] Generating forecast for: FMHI [2025-12-31T20:22:17.245171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'. [2025-12-31T20:22:17.256921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMHI'. [2025-12-31T20:22:17.257291] [INFO ] [FORECASTER] Starting predict_future for FMHI [2025-12-31T20:22:17.258167] [DEBUG] [LOCAL ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt [2025-12-31T20:22:17.258231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:17.258264] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:17.258291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:17.258349] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:17.316595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:17.317486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:17.317590] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:17.317643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:17.440466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:17.440658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:17.440699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:17.440728] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:17.444358] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=89.14%) [2025-12-31T20:22:17.444696] [INFO ] [FORECASTER] Completed predict_future for FMHI [2025-12-31T20:22:17.444830] [INFO ] [sig ] FMHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:17.590070] [INFO ] [LOCAL ] Saved forecast: FMHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FMHI.txt [2025-12-31T20:22:17.590237] [INFO ] [sig ] [1253/3534] Completed FMHI in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:17.590278] [INFO ] [sig ] [1254/3534] Forecasting FMN... [2025-12-31T20:22:17.590311] [INFO ] [sig ] Generating forecast for: FMN [2025-12-31T20:22:17.590341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-12-31T20:22:17.601708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMN'. [2025-12-31T20:22:17.602024] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-12-31T20:22:17.602855] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-12-31T20:22:17.602907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:17.602940] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:17.602966] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:17.603025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:17.661208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:17.662104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:17.662191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:17.662224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:17.781689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:17.781894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:17.781934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:17.781961] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:17.785559] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=13.50%) [2025-12-31T20:22:17.785887] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-12-31T20:22:17.786138] [INFO ] [sig ] FMN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:17.939616] [INFO ] [LOCAL ] Saved forecast: FMN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FMN.txt [2025-12-31T20:22:17.939821] [INFO ] [sig ] [1254/3534] Completed FMN in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:17.939874] [INFO ] [sig ] [1255/3534] Forecasting FMNB... [2025-12-31T20:22:17.939911] [INFO ] [sig ] Generating forecast for: FMNB [2025-12-31T20:22:17.939950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'. [2025-12-31T20:22:17.953714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMNB'. [2025-12-31T20:22:17.954143] [INFO ] [FORECASTER] Starting predict_future for FMNB [2025-12-31T20:22:17.954988] [DEBUG] [LOCAL ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt [2025-12-31T20:22:17.955042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:17.955074] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:17.955116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:17.955176] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:18.014018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:18.014936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:18.015019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:18.015052] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:18.125402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:18.125564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:18.125624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:18.125654] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:18.128987] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=8.66%) [2025-12-31T20:22:18.129276] [INFO ] [FORECASTER] Completed predict_future for FMNB [2025-12-31T20:22:18.129399] [INFO ] [sig ] FMNB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:18.269625] [INFO ] [LOCAL ] Saved forecast: FMNB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FMNB.txt [2025-12-31T20:22:18.269781] [INFO ] [sig ] [1255/3534] Completed FMNB in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:18.269821] [INFO ] [sig ] [1256/3534] Forecasting FMS... [2025-12-31T20:22:18.269852] [INFO ] [sig ] Generating forecast for: FMS [2025-12-31T20:22:18.269883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-12-31T20:22:18.281214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMS'. [2025-12-31T20:22:18.281546] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-12-31T20:22:18.282326] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-12-31T20:22:18.282377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:18.282408] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:18.282435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:18.282492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:18.339402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:18.340274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:18.340354] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:18.340386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:18.460192] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:18.460352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:18.460392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:18.460420] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:18.463849] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=5.22%) [2025-12-31T20:22:18.464119] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-12-31T20:22:18.464238] [INFO ] [sig ] FMS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:18.604160] [INFO ] [LOCAL ] Saved forecast: FMS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FMS.txt [2025-12-31T20:22:18.604316] [INFO ] [sig ] [1256/3534] Completed FMS in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:18.604358] [INFO ] [sig ] [1257/3534] Forecasting FMX... [2025-12-31T20:22:18.604387] [INFO ] [sig ] Generating forecast for: FMX [2025-12-31T20:22:18.604417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-12-31T20:22:18.615944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FMX'. [2025-12-31T20:22:18.616252] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-12-31T20:22:18.617051] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-12-31T20:22:18.617104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:18.617136] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:18.617162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:18.617227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:18.687563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:18.688497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:18.688616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:18.688655] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:18.812391] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:18.812556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:18.812620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:18.812651] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:18.816144] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=43.34%) [2025-12-31T20:22:18.816430] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-12-31T20:22:18.816558] [INFO ] [sig ] FMX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:18.958899] [INFO ] [LOCAL ] Saved forecast: FMX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FMX.txt [2025-12-31T20:22:18.959055] [INFO ] [sig ] [1257/3534] Completed FMX in 0.4s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:18.959126] [INFO ] [sig ] [1258/3534] Forecasting FN... [2025-12-31T20:22:18.959157] [INFO ] [sig ] Generating forecast for: FN [2025-12-31T20:22:18.959187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-12-31T20:22:18.970598] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FN'. [2025-12-31T20:22:18.970981] [INFO ] [FORECASTER] Starting predict_future for FN [2025-12-31T20:22:18.971864] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-12-31T20:22:18.971919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:18.971953] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:18.971982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:18.972041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:19.030067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:19.030981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:19.031072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:19.031107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:19.151785] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:19.151954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:19.151994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:19.152024] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:19.155450] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=46.93%) [2025-12-31T20:22:19.155763] [INFO ] [FORECASTER] Completed predict_future for FN [2025-12-31T20:22:19.155889] [INFO ] [sig ] FN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:19.295308] [INFO ] [LOCAL ] Saved forecast: FN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FN.txt [2025-12-31T20:22:19.295475] [INFO ] [sig ] [1258/3534] Completed FN in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:19.295515] [INFO ] [sig ] [1259/3534] Forecasting FNB... [2025-12-31T20:22:19.295548] [INFO ] [sig ] Generating forecast for: FNB [2025-12-31T20:22:19.295606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-12-31T20:22:19.306972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNB'. [2025-12-31T20:22:19.307288] [INFO ] [FORECASTER] Starting predict_future for FNB [2025-12-31T20:22:19.308142] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-12-31T20:22:19.308196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:19.308229] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:19.308257] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:19.308315] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:19.365290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:19.366249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:19.366344] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:19.366377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:19.488174] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:19.488331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:19.488372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:19.488400] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:19.492061] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=86.86%) [2025-12-31T20:22:19.492355] [INFO ] [FORECASTER] Completed predict_future for FNB [2025-12-31T20:22:19.492486] [INFO ] [sig ] FNB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:19.632565] [INFO ] [LOCAL ] Saved forecast: FNB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FNB.txt [2025-12-31T20:22:19.632744] [INFO ] [sig ] [1259/3534] Completed FNB in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:19.632786] [INFO ] [sig ] [1260/3534] Forecasting FND... [2025-12-31T20:22:19.632816] [INFO ] [sig ] Generating forecast for: FND [2025-12-31T20:22:19.632846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-12-31T20:22:19.644464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FND'. [2025-12-31T20:22:19.644850] [INFO ] [FORECASTER] Starting predict_future for FND [2025-12-31T20:22:19.645675] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-12-31T20:22:19.645730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:19.645763] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:19.645792] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:19.645852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:19.705145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:19.706032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:19.706118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:19.706151] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:19.826854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:19.827013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:19.827053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:19.827082] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:19.830662] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=85.38%) [2025-12-31T20:22:19.830977] [INFO ] [FORECASTER] Completed predict_future for FND [2025-12-31T20:22:19.831111] [INFO ] [sig ] FND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:19.978737] [INFO ] [LOCAL ] Saved forecast: FND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FND.txt [2025-12-31T20:22:19.978907] [INFO ] [sig ] [1260/3534] Completed FND in 0.3s | 2.90 sym/s | Total: 7.2m | ETA: 13.1m [2025-12-31T20:22:19.978949] [INFO ] [sig ] [1261/3534] Forecasting FNF... [2025-12-31T20:22:19.978978] [INFO ] [sig ] Generating forecast for: FNF [2025-12-31T20:22:19.979009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-12-31T20:22:19.990704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNF'. [2025-12-31T20:22:19.991078] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-12-31T20:22:19.991992] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-12-31T20:22:19.992047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:19.992080] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:19.992107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:19.992197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:20.055669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:20.056703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:20.056794] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:20.056828] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:20.181200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:20.181358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:20.181398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:20.181426] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:20.185425] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=27.68%) [2025-12-31T20:22:20.185923] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-12-31T20:22:20.186081] [INFO ] [sig ] FNF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:20.332230] [INFO ] [LOCAL ] Saved forecast: FNF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FNF.txt [2025-12-31T20:22:20.332394] [INFO ] [sig ] [1261/3534] Completed FNF in 0.4s | 2.90 sym/s | Total: 7.3m | ETA: 13.1m [2025-12-31T20:22:20.332456] [INFO ] [sig ] [1262/3534] Forecasting FNKO... [2025-12-31T20:22:20.332488] [INFO ] [sig ] Generating forecast for: FNKO [2025-12-31T20:22:20.332519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'. [2025-12-31T20:22:20.344637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNKO'. [2025-12-31T20:22:20.344982] [INFO ] [FORECASTER] Starting predict_future for FNKO [2025-12-31T20:22:20.345798] [DEBUG] [LOCAL ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt [2025-12-31T20:22:20.345850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:20.345882] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:20.345909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:20.345966] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:20.409156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:20.410099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:20.410190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:20.410223] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:20.534151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:20.534311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:20.534350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:20.534381] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:20.538234] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=95.34%) [2025-12-31T20:22:20.538535] [INFO ] [FORECASTER] Completed predict_future for FNKO [2025-12-31T20:22:20.538679] [INFO ] [sig ] FNKO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:20.683169] [INFO ] [LOCAL ] Saved forecast: FNKO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FNKO.txt [2025-12-31T20:22:20.683334] [INFO ] [sig ] [1262/3534] Completed FNKO in 0.4s | 2.90 sym/s | Total: 7.3m | ETA: 13.1m [2025-12-31T20:22:20.683375] [INFO ] [sig ] [1263/3534] Forecasting FNLC... [2025-12-31T20:22:20.683405] [INFO ] [sig ] Generating forecast for: FNLC [2025-12-31T20:22:20.683434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'. [2025-12-31T20:22:20.694321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNLC'. [2025-12-31T20:22:20.694714] [INFO ] [FORECASTER] Starting predict_future for FNLC [2025-12-31T20:22:20.695496] [DEBUG] [LOCAL ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt [2025-12-31T20:22:20.695548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:20.695603] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:20.695635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:20.695693] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:20.752674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:20.753596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:20.753680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:20.753713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:20.859910] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:20.860068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:20.860109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:20.860138] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:20.863461] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=14.21%) [2025-12-31T20:22:20.863766] [INFO ] [FORECASTER] Completed predict_future for FNLC [2025-12-31T20:22:20.863892] [INFO ] [sig ] FNLC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:21.008891] [INFO ] [LOCAL ] Saved forecast: FNLC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FNLC.txt [2025-12-31T20:22:21.009080] [INFO ] [sig ] [1263/3534] Completed FNLC in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.1m [2025-12-31T20:22:21.009125] [INFO ] [sig ] [1264/3534] Forecasting FNX... [2025-12-31T20:22:21.009155] [INFO ] [sig ] Generating forecast for: FNX [2025-12-31T20:22:21.009185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'. [2025-12-31T20:22:21.021779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNX'. [2025-12-31T20:22:21.022152] [INFO ] [FORECASTER] Starting predict_future for FNX [2025-12-31T20:22:21.022975] [DEBUG] [LOCAL ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt [2025-12-31T20:22:21.023028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:21.023060] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:21.023086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:21.023144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:21.080396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:21.081296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:21.081380] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:21.081413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:21.198876] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:21.199034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:21.199074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:21.199101] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:21.202366] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=46.86%) [2025-12-31T20:22:21.202691] [INFO ] [FORECASTER] Completed predict_future for FNX [2025-12-31T20:22:21.202814] [INFO ] [sig ] FNX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:21.342779] [INFO ] [LOCAL ] Saved forecast: FNX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FNX.txt [2025-12-31T20:22:21.342937] [INFO ] [sig ] [1264/3534] Completed FNX in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.1m [2025-12-31T20:22:21.342978] [INFO ] [sig ] [1265/3534] Forecasting FNY... [2025-12-31T20:22:21.343007] [INFO ] [sig ] Generating forecast for: FNY [2025-12-31T20:22:21.343038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'. [2025-12-31T20:22:21.354267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FNY'. [2025-12-31T20:22:21.354554] [INFO ] [FORECASTER] Starting predict_future for FNY [2025-12-31T20:22:21.355325] [DEBUG] [LOCAL ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt [2025-12-31T20:22:21.355377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:21.355409] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:21.355436] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:21.355493] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:21.412114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:21.412729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:21.412804] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:21.412836] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:21.518045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:21.518190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:21.518229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:21.518258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:21.521724] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=98.08%) [2025-12-31T20:22:21.522001] [INFO ] [FORECASTER] Completed predict_future for FNY [2025-12-31T20:22:21.522130] [INFO ] [sig ] FNY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:21.661946] [INFO ] [LOCAL ] Saved forecast: FNY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FNY.txt [2025-12-31T20:22:21.662062] [INFO ] [sig ] [1265/3534] Completed FNY in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.1m [2025-12-31T20:22:21.662101] [INFO ] [sig ] [1266/3534] Forecasting FOA... [2025-12-31T20:22:21.662130] [INFO ] [sig ] Generating forecast for: FOA [2025-12-31T20:22:21.662159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-12-31T20:22:21.673089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOA'. [2025-12-31T20:22:21.673352] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-12-31T20:22:21.674113] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-12-31T20:22:21.674163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:21.674195] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:21.674221] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:21.674277] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:21.735570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:21.736474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:21.736600] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:21.736647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:21.864781] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:21.864932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:21.864973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:21.865003] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:21.868405] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=27.64%) [2025-12-31T20:22:21.868706] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-12-31T20:22:21.868844] [INFO ] [sig ] FOA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:22.010650] [INFO ] [LOCAL ] Saved forecast: FOA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FOA.txt [2025-12-31T20:22:22.010800] [INFO ] [sig ] [1266/3534] Completed FOA in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:22.010838] [INFO ] [sig ] [1267/3534] Forecasting FOF... [2025-12-31T20:22:22.010869] [INFO ] [sig ] Generating forecast for: FOF [2025-12-31T20:22:22.010899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-12-31T20:22:22.024996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOF'. [2025-12-31T20:22:22.025618] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-12-31T20:22:22.026712] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-12-31T20:22:22.026767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:22.026800] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:22.026828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:22.026886] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:22.086975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:22.087965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:22.088057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:22.088091] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:22.205604] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:22.205784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:22.205827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:22.205855] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:22.209691] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=89.47%) [2025-12-31T20:22:22.210051] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-12-31T20:22:22.210214] [INFO ] [sig ] FOF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:22.355764] [INFO ] [LOCAL ] Saved forecast: FOF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FOF.txt [2025-12-31T20:22:22.355905] [INFO ] [sig ] [1267/3534] Completed FOF in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:22.355945] [INFO ] [sig ] [1268/3534] Forecasting FOLD... [2025-12-31T20:22:22.355976] [INFO ] [sig ] Generating forecast for: FOLD [2025-12-31T20:22:22.356006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'. [2025-12-31T20:22:22.367898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOLD'. [2025-12-31T20:22:22.368287] [INFO ] [FORECASTER] Starting predict_future for FOLD [2025-12-31T20:22:22.369135] [DEBUG] [LOCAL ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt [2025-12-31T20:22:22.369194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:22.369282] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:22.369324] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:22.369393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:22.430268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:22.431167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:22.431258] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:22.431291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:22.554184] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:22.554340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:22.554380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:22.554409] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:22.557788] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: UP (p=80.82%) [2025-12-31T20:22:22.558053] [INFO ] [FORECASTER] Completed predict_future for FOLD [2025-12-31T20:22:22.558172] [INFO ] [sig ] FOLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:22.705078] [INFO ] [LOCAL ] Saved forecast: FOLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FOLD.txt [2025-12-31T20:22:22.705247] [INFO ] [sig ] [1268/3534] Completed FOLD in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:22.705288] [INFO ] [sig ] [1269/3534] Forecasting FORM... [2025-12-31T20:22:22.705321] [INFO ] [sig ] Generating forecast for: FORM [2025-12-31T20:22:22.705353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'. [2025-12-31T20:22:22.717206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FORM'. [2025-12-31T20:22:22.717505] [INFO ] [FORECASTER] Starting predict_future for FORM [2025-12-31T20:22:22.718302] [DEBUG] [LOCAL ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt [2025-12-31T20:22:22.718357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:22.718390] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:22.718417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:22.718475] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:22.776793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:22.777556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:22.777660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:22.777695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:22.898738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:22.898911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:22.898951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:22.898980] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:22.905668] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=5.65%) [2025-12-31T20:22:22.905975] [INFO ] [FORECASTER] Completed predict_future for FORM [2025-12-31T20:22:22.906101] [INFO ] [sig ] FORM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:23.050373] [INFO ] [LOCAL ] Saved forecast: FORM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FORM.txt [2025-12-31T20:22:23.050514] [INFO ] [sig ] [1269/3534] Completed FORM in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:23.050555] [INFO ] [sig ] [1270/3534] Forecasting FOSL... [2025-12-31T20:22:23.050604] [INFO ] [sig ] Generating forecast for: FOSL [2025-12-31T20:22:23.050636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'. [2025-12-31T20:22:23.062767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOSL'. [2025-12-31T20:22:23.063083] [INFO ] [FORECASTER] Starting predict_future for FOSL [2025-12-31T20:22:23.063901] [DEBUG] [LOCAL ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt [2025-12-31T20:22:23.063954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:23.063988] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:23.064016] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:23.064076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:23.122022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:23.122816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:23.122897] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:23.122929] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:23.244088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:23.244251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:23.244290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:23.244319] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:23.247675] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=6.09%) [2025-12-31T20:22:23.247942] [INFO ] [FORECASTER] Completed predict_future for FOSL [2025-12-31T20:22:23.248074] [INFO ] [sig ] FOSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:23.392387] [INFO ] [LOCAL ] Saved forecast: FOSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FOSL.txt [2025-12-31T20:22:23.392554] [INFO ] [sig ] [1270/3534] Completed FOSL in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:23.392615] [INFO ] [sig ] [1271/3534] Forecasting FOX... [2025-12-31T20:22:23.392648] [INFO ] [sig ] Generating forecast for: FOX [2025-12-31T20:22:23.392682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'. [2025-12-31T20:22:23.404044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOX'. [2025-12-31T20:22:23.404321] [INFO ] [FORECASTER] Starting predict_future for FOX [2025-12-31T20:22:23.405109] [DEBUG] [LOCAL ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt [2025-12-31T20:22:23.405161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:23.405193] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:23.405220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:23.405278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:23.464383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:23.465285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:23.465363] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:23.465395] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:23.589389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:23.589556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:23.589627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:23.589664] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:23.593037] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=51.17%) [2025-12-31T20:22:23.593304] [INFO ] [FORECASTER] Completed predict_future for FOX [2025-12-31T20:22:23.593424] [INFO ] [sig ] FOX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:23.738771] [INFO ] [LOCAL ] Saved forecast: FOX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FOX.txt [2025-12-31T20:22:23.738924] [INFO ] [sig ] [1271/3534] Completed FOX in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:23.738980] [INFO ] [sig ] [1272/3534] Forecasting FOXA... [2025-12-31T20:22:23.739013] [INFO ] [sig ] Generating forecast for: FOXA [2025-12-31T20:22:23.739044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'. [2025-12-31T20:22:23.750924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXA'. [2025-12-31T20:22:23.751251] [INFO ] [FORECASTER] Starting predict_future for FOXA [2025-12-31T20:22:23.752070] [DEBUG] [LOCAL ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt [2025-12-31T20:22:23.752122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:23.752154] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:23.752181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:23.752239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:23.812018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:23.812718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:23.812796] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:23.812828] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:23.933288] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:23.933453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:23.933494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:23.933524] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:23.937232] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=15.70%) [2025-12-31T20:22:23.937499] [INFO ] [FORECASTER] Completed predict_future for FOXA [2025-12-31T20:22:23.937637] [INFO ] [sig ] FOXA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:24.080115] [INFO ] [LOCAL ] Saved forecast: FOXA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FOXA.txt [2025-12-31T20:22:24.080251] [INFO ] [sig ] [1272/3534] Completed FOXA in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:24.080290] [INFO ] [sig ] [1273/3534] Forecasting FOXF... [2025-12-31T20:22:24.080319] [INFO ] [sig ] Generating forecast for: FOXF [2025-12-31T20:22:24.080348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'. [2025-12-31T20:22:24.094166] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FOXF'. [2025-12-31T20:22:24.094529] [INFO ] [FORECASTER] Starting predict_future for FOXF [2025-12-31T20:22:24.095323] [DEBUG] [LOCAL ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt [2025-12-31T20:22:24.095376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:24.095408] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:24.095434] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:24.095491] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:24.157607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:24.158621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:24.158716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:24.158751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:24.284665] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:24.285023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:24.285064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:24.285093] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:24.289357] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=66.73%) [2025-12-31T20:22:24.289712] [INFO ] [FORECASTER] Completed predict_future for FOXF [2025-12-31T20:22:24.289872] [INFO ] [sig ] FOXF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:24.440049] [INFO ] [LOCAL ] Saved forecast: FOXF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FOXF.txt [2025-12-31T20:22:24.440228] [INFO ] [sig ] [1273/3534] Completed FOXF in 0.4s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:24.440282] [INFO ] [sig ] [1274/3534] Forecasting FPF... [2025-12-31T20:22:24.440313] [INFO ] [sig ] Generating forecast for: FPF [2025-12-31T20:22:24.440345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-12-31T20:22:24.452504] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPF'. [2025-12-31T20:22:24.452854] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-12-31T20:22:24.453683] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-12-31T20:22:24.453738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:24.453772] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:24.453802] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:24.453862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:24.515719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:24.516538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:24.516655] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:24.516698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:24.642800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:24.642986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:24.643045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:24.643091] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:24.646974] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=90.27%) [2025-12-31T20:22:24.647304] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-12-31T20:22:24.647437] [INFO ] [sig ] FPF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:24.793158] [INFO ] [LOCAL ] Saved forecast: FPF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FPF.txt [2025-12-31T20:22:24.793326] [INFO ] [sig ] [1274/3534] Completed FPF in 0.4s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:24.793396] [INFO ] [sig ] [1275/3534] Forecasting FPH... [2025-12-31T20:22:24.793427] [INFO ] [sig ] Generating forecast for: FPH [2025-12-31T20:22:24.793457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-12-31T20:22:24.808198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPH'. [2025-12-31T20:22:24.808681] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-12-31T20:22:24.809939] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-12-31T20:22:24.810009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:24.810063] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:24.810111] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:24.810208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:24.883226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:24.884376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:24.884484] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:24.884534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:25.005491] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:25.005680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:25.005723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:25.005771] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:25.009317] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=23.24%) [2025-12-31T20:22:25.009667] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-12-31T20:22:25.009803] [INFO ] [sig ] FPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:25.150461] [INFO ] [LOCAL ] Saved forecast: FPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FPH.txt [2025-12-31T20:22:25.150643] [INFO ] [sig ] [1275/3534] Completed FPH in 0.4s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:25.150687] [INFO ] [sig ] [1276/3534] Forecasting FPI... [2025-12-31T20:22:25.150717] [INFO ] [sig ] Generating forecast for: FPI [2025-12-31T20:22:25.150748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-12-31T20:22:25.162322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPI'. [2025-12-31T20:22:25.162715] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-12-31T20:22:25.163482] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-12-31T20:22:25.163533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:25.163565] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:25.163613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:25.163671] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:25.221005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:25.221867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:25.221947] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:25.221980] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:25.341825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:25.341996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:25.342036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:25.342064] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:25.345619] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=73.33%) [2025-12-31T20:22:25.345969] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-12-31T20:22:25.346103] [INFO ] [sig ] FPI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:25.494067] [INFO ] [LOCAL ] Saved forecast: FPI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FPI.txt [2025-12-31T20:22:25.494228] [INFO ] [sig ] [1276/3534] Completed FPI in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:25.494270] [INFO ] [sig ] [1277/3534] Forecasting FPXI... [2025-12-31T20:22:25.494301] [INFO ] [sig ] Generating forecast for: FPXI [2025-12-31T20:22:25.494331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'. [2025-12-31T20:22:25.505510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FPXI'. [2025-12-31T20:22:25.505825] [INFO ] [FORECASTER] Starting predict_future for FPXI [2025-12-31T20:22:25.506623] [DEBUG] [LOCAL ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt [2025-12-31T20:22:25.506678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:25.506713] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:25.506747] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:25.506808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:25.566337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:25.567215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:25.567318] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:25.567352] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:25.674026] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:25.674193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:25.674237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:25.674268] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:25.677819] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=87.92%) [2025-12-31T20:22:25.678101] [INFO ] [FORECASTER] Completed predict_future for FPXI [2025-12-31T20:22:25.678230] [INFO ] [sig ] FPXI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:25.829992] [INFO ] [LOCAL ] Saved forecast: FPXI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FPXI.txt [2025-12-31T20:22:25.830161] [INFO ] [sig ] [1277/3534] Completed FPXI in 0.3s | 2.90 sym/s | Total: 7.3m | ETA: 13.0m [2025-12-31T20:22:25.830202] [INFO ] [sig ] [1278/3534] Forecasting FRA... [2025-12-31T20:22:25.830232] [INFO ] [sig ] Generating forecast for: FRA [2025-12-31T20:22:25.830263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-12-31T20:22:25.842840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRA'. [2025-12-31T20:22:25.843238] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-12-31T20:22:25.844063] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-12-31T20:22:25.844114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:25.844147] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:25.844202] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:25.844261] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:25.903426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:25.904309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:25.904393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:25.904426] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:26.023604] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:26.023759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:26.023801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:26.023829] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:26.027378] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=93.53%) [2025-12-31T20:22:26.027673] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-12-31T20:22:26.027797] [INFO ] [sig ] FRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:26.168128] [INFO ] [LOCAL ] Saved forecast: FRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FRA.txt [2025-12-31T20:22:26.168268] [INFO ] [sig ] [1278/3534] Completed FRA in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 13.0m [2025-12-31T20:22:26.168307] [INFO ] [sig ] [1279/3534] Forecasting FRBA... [2025-12-31T20:22:26.168337] [INFO ] [sig ] Generating forecast for: FRBA [2025-12-31T20:22:26.168367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'. [2025-12-31T20:22:26.182292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRBA'. [2025-12-31T20:22:26.182754] [INFO ] [FORECASTER] Starting predict_future for FRBA [2025-12-31T20:22:26.183666] [DEBUG] [LOCAL ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt [2025-12-31T20:22:26.183722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:26.183756] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:26.183823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:26.183887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:26.246067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:26.247197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:26.247286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:26.247319] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:26.368770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:26.368949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:26.368990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:26.369018] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:26.372851] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-12-31T20:22:26.373165] [INFO ] [FORECASTER] Completed predict_future for FRBA [2025-12-31T20:22:26.373300] [INFO ] [sig ] FRBA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:26.530770] [INFO ] [LOCAL ] Saved forecast: FRBA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FRBA.txt [2025-12-31T20:22:26.530950] [INFO ] [sig ] [1279/3534] Completed FRBA in 0.4s | 2.90 sym/s | Total: 7.4m | ETA: 13.0m [2025-12-31T20:22:26.530995] [INFO ] [sig ] [1280/3534] Forecasting FRGE... [2025-12-31T20:22:26.531023] [INFO ] [sig ] Generating forecast for: FRGE [2025-12-31T20:22:26.531054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-12-31T20:22:26.550869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRGE'. [2025-12-31T20:22:26.551311] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-12-31T20:22:26.552255] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-12-31T20:22:26.552309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:26.552342] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:26.552369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:26.552429] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:26.618144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:26.619157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:26.619280] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:26.619324] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:26.753292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:26.753473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:26.753524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:26.753563] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:26.758756] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=83.63%) [2025-12-31T20:22:26.759125] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-12-31T20:22:26.759309] [INFO ] [sig ] FRGE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:26.919228] [INFO ] [LOCAL ] Saved forecast: FRGE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FRGE.txt [2025-12-31T20:22:26.919423] [INFO ] [sig ] [1280/3534] Completed FRGE in 0.4s | 2.90 sym/s | Total: 7.4m | ETA: 13.0m [2025-12-31T20:22:26.919465] [INFO ] [sig ] [1281/3534] Forecasting FRHC... [2025-12-31T20:22:26.919496] [INFO ] [sig ] Generating forecast for: FRHC [2025-12-31T20:22:26.919526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'. [2025-12-31T20:22:26.934860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRHC'. [2025-12-31T20:22:26.935193] [INFO ] [FORECASTER] Starting predict_future for FRHC [2025-12-31T20:22:26.936022] [DEBUG] [LOCAL ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt [2025-12-31T20:22:26.936075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:26.936107] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:26.936133] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:26.936190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:26.995419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:26.996379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:26.996469] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:26.996505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:27.124285] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:27.124441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:27.124483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:27.124512] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:27.129095] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=99.37%) [2025-12-31T20:22:27.129460] [INFO ] [FORECASTER] Completed predict_future for FRHC [2025-12-31T20:22:27.129627] [INFO ] [sig ] FRHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:27.279278] [INFO ] [LOCAL ] Saved forecast: FRHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FRHC.txt [2025-12-31T20:22:27.279423] [INFO ] [sig ] [1281/3534] Completed FRHC in 0.4s | 2.90 sym/s | Total: 7.4m | ETA: 13.0m [2025-12-31T20:22:27.279464] [INFO ] [sig ] [1282/3534] Forecasting FRME... [2025-12-31T20:22:27.279493] [INFO ] [sig ] Generating forecast for: FRME [2025-12-31T20:22:27.279524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'. [2025-12-31T20:22:27.291037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRME'. [2025-12-31T20:22:27.291284] [INFO ] [FORECASTER] Starting predict_future for FRME [2025-12-31T20:22:27.292050] [DEBUG] [LOCAL ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt [2025-12-31T20:22:27.292101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:27.292133] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:27.292160] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:27.292217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:27.351336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:27.352308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:27.352388] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:27.352421] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:27.471557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:27.471714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:27.471754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:27.471782] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:27.475690] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=29.85%) [2025-12-31T20:22:27.475970] [INFO ] [FORECASTER] Completed predict_future for FRME [2025-12-31T20:22:27.476092] [INFO ] [sig ] FRME: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:27.617491] [INFO ] [LOCAL ] Saved forecast: FRME 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FRME.txt [2025-12-31T20:22:27.617676] [INFO ] [sig ] [1282/3534] Completed FRME in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 13.0m [2025-12-31T20:22:27.617721] [INFO ] [sig ] [1283/3534] Forecasting FRO... [2025-12-31T20:22:27.617750] [INFO ] [sig ] Generating forecast for: FRO [2025-12-31T20:22:27.617786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-12-31T20:22:27.629566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRO'. [2025-12-31T20:22:27.629835] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-12-31T20:22:27.630748] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-12-31T20:22:27.630799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:27.630831] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:27.631045] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:27.631102] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:27.688839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:27.689545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:27.689641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:27.689673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:27.809756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:27.809898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:27.809939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:27.809968] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:27.813265] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=21.66%) [2025-12-31T20:22:27.813530] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-12-31T20:22:27.813667] [INFO ] [sig ] FRO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:27.953960] [INFO ] [LOCAL ] Saved forecast: FRO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FRO.txt [2025-12-31T20:22:27.954112] [INFO ] [sig ] [1283/3534] Completed FRO in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:27.954155] [INFO ] [sig ] [1284/3534] Forecasting FROG... [2025-12-31T20:22:27.954184] [INFO ] [sig ] Generating forecast for: FROG [2025-12-31T20:22:27.954214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'. [2025-12-31T20:22:27.965522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FROG'. [2025-12-31T20:22:27.965789] [INFO ] [FORECASTER] Starting predict_future for FROG [2025-12-31T20:22:27.966531] [DEBUG] [LOCAL ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt [2025-12-31T20:22:27.966600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:27.966633] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:27.966660] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:27.966718] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:28.024674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:28.025411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:28.025491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:28.025524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:28.145171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:28.145318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:28.145358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:28.145386] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:28.148702] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=18.79%) [2025-12-31T20:22:28.148975] [INFO ] [FORECASTER] Completed predict_future for FROG [2025-12-31T20:22:28.149094] [INFO ] [sig ] FROG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:28.291523] [INFO ] [LOCAL ] Saved forecast: FROG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FROG.txt [2025-12-31T20:22:28.291704] [INFO ] [sig ] [1284/3534] Completed FROG in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:28.291747] [INFO ] [sig ] [1285/3534] Forecasting FRPH... [2025-12-31T20:22:28.291779] [INFO ] [sig ] Generating forecast for: FRPH [2025-12-31T20:22:28.291809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'. [2025-12-31T20:22:28.302766] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRPH'. [2025-12-31T20:22:28.303110] [INFO ] [FORECASTER] Starting predict_future for FRPH [2025-12-31T20:22:28.303903] [DEBUG] [LOCAL ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt [2025-12-31T20:22:28.303953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:28.303986] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:28.304013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:28.304070] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:28.362644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:28.363430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:28.363510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:28.363543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:28.482599] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:28.482738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:28.482777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:28.482805] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:28.486453] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=2.21%) [2025-12-31T20:22:28.486741] [INFO ] [FORECASTER] Completed predict_future for FRPH [2025-12-31T20:22:28.486867] [INFO ] [sig ] FRPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:28.627101] [INFO ] [LOCAL ] Saved forecast: FRPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FRPH.txt [2025-12-31T20:22:28.627249] [INFO ] [sig ] [1285/3534] Completed FRPH in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:28.627289] [INFO ] [sig ] [1286/3534] Forecasting FRSH... [2025-12-31T20:22:28.627320] [INFO ] [sig ] Generating forecast for: FRSH [2025-12-31T20:22:28.627351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'. [2025-12-31T20:22:28.639819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSH'. [2025-12-31T20:22:28.640184] [INFO ] [FORECASTER] Starting predict_future for FRSH [2025-12-31T20:22:28.640968] [DEBUG] [LOCAL ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt [2025-12-31T20:22:28.641021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:28.641053] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:28.641079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:28.641137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:28.699310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:28.700158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:28.700238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:28.700271] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:28.820531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:28.820701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:28.820743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:28.820787] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:28.824106] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=52.59%) [2025-12-31T20:22:28.824379] [INFO ] [FORECASTER] Completed predict_future for FRSH [2025-12-31T20:22:28.824499] [INFO ] [sig ] FRSH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:28.966764] [INFO ] [LOCAL ] Saved forecast: FRSH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FRSH.txt [2025-12-31T20:22:28.966904] [INFO ] [sig ] [1286/3534] Completed FRSH in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:28.966944] [INFO ] [sig ] [1287/3534] Forecasting FRSX... [2025-12-31T20:22:28.966974] [INFO ] [sig ] Generating forecast for: FRSX [2025-12-31T20:22:28.967004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'. [2025-12-31T20:22:28.977980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FRSX'. [2025-12-31T20:22:28.978231] [INFO ] [FORECASTER] Starting predict_future for FRSX [2025-12-31T20:22:28.979021] [DEBUG] [LOCAL ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt [2025-12-31T20:22:28.979073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:28.979105] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:28.979132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:28.979189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:29.038083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:29.038960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:29.039042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:29.039074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:29.156602] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:29.156753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:29.156793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:29.156821] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:29.160151] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: DOWN (p=42.35%) [2025-12-31T20:22:29.160416] [INFO ] [FORECASTER] Completed predict_future for FRSX [2025-12-31T20:22:29.160535] [INFO ] [sig ] FRSX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:29.301657] [INFO ] [LOCAL ] Saved forecast: FRSX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FRSX.txt [2025-12-31T20:22:29.301777] [INFO ] [sig ] [1287/3534] Completed FRSX in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:29.301816] [INFO ] [sig ] [1288/3534] Forecasting FSBC... [2025-12-31T20:22:29.301845] [INFO ] [sig ] Generating forecast for: FSBC [2025-12-31T20:22:29.301875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'. [2025-12-31T20:22:29.313005] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSBC'. [2025-12-31T20:22:29.313269] [INFO ] [FORECASTER] Starting predict_future for FSBC [2025-12-31T20:22:29.314032] [DEBUG] [LOCAL ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt [2025-12-31T20:22:29.314083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:29.314117] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:29.314151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:29.314209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:29.371627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:29.372219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:29.372318] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:29.372362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:29.491953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:29.492111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:29.492152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:29.492181] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:29.495522] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=44.92%) [2025-12-31T20:22:29.495828] [INFO ] [FORECASTER] Completed predict_future for FSBC [2025-12-31T20:22:29.496142] [INFO ] [sig ] FSBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:29.640021] [INFO ] [LOCAL ] Saved forecast: FSBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FSBC.txt [2025-12-31T20:22:29.640162] [INFO ] [sig ] [1288/3534] Completed FSBC in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:29.640204] [INFO ] [sig ] [1289/3534] Forecasting FSCO... [2025-12-31T20:22:29.640235] [INFO ] [sig ] Generating forecast for: FSCO [2025-12-31T20:22:29.640268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-12-31T20:22:29.652973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSCO'. [2025-12-31T20:22:29.653272] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-12-31T20:22:29.654156] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-12-31T20:22:29.654210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:29.654243] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:29.654271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:29.654352] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:29.717342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:29.718020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:29.718109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:29.718154] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:29.849642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:29.849826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:29.849868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:29.849900] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:29.853868] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-12-31T20:22:29.854181] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-12-31T20:22:29.854324] [INFO ] [sig ] FSCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:30.005496] [INFO ] [LOCAL ] Saved forecast: FSCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FSCO.txt [2025-12-31T20:22:30.005664] [INFO ] [sig ] [1289/3534] Completed FSCO in 0.4s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:30.005710] [INFO ] [sig ] [1290/3534] Forecasting FSK... [2025-12-31T20:22:30.005740] [INFO ] [sig ] Generating forecast for: FSK [2025-12-31T20:22:30.005772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-12-31T20:22:30.018315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSK'. [2025-12-31T20:22:30.018776] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-12-31T20:22:30.019649] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-12-31T20:22:30.019703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:30.019744] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:30.019783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:30.019856] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:30.081776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:30.082547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:30.082646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:30.082681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:30.206060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:30.206213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:30.206255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:30.206286] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:30.210038] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=91.16%) [2025-12-31T20:22:30.210425] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-12-31T20:22:30.210597] [INFO ] [sig ] FSK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:30.361703] [INFO ] [LOCAL ] Saved forecast: FSK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FSK.txt [2025-12-31T20:22:30.361843] [INFO ] [sig ] [1290/3534] Completed FSK in 0.4s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:30.361884] [INFO ] [sig ] [1291/3534] Forecasting FSLY... [2025-12-31T20:22:30.361913] [INFO ] [sig ] Generating forecast for: FSLY [2025-12-31T20:22:30.361944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-12-31T20:22:30.374591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSLY'. [2025-12-31T20:22:30.374895] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-12-31T20:22:30.375868] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-12-31T20:22:30.376099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:30.376160] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:30.376192] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:30.376250] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:30.441994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:30.442767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:30.442852] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:30.442885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:30.581083] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:30.581273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:30.581319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:30.581352] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:30.585331] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=63.93%) [2025-12-31T20:22:30.585664] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-12-31T20:22:30.585801] [INFO ] [sig ] FSLY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:30.729609] [INFO ] [LOCAL ] Saved forecast: FSLY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FSLY.txt [2025-12-31T20:22:30.729767] [INFO ] [sig ] [1291/3534] Completed FSLY in 0.4s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:30.729807] [INFO ] [sig ] [1292/3534] Forecasting FSM... [2025-12-31T20:22:30.729837] [INFO ] [sig ] Generating forecast for: FSM [2025-12-31T20:22:30.729866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-12-31T20:22:30.741671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSM'. [2025-12-31T20:22:30.741946] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-12-31T20:22:30.742757] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-12-31T20:22:30.742823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:30.742857] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:30.742885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:30.742944] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:30.803050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:30.803685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:30.803771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:30.803805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:30.928971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:30.929115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:30.929154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:30.929184] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:30.932994] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=12.44%) [2025-12-31T20:22:30.933299] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-12-31T20:22:30.933433] [INFO ] [sig ] FSM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:31.077766] [INFO ] [LOCAL ] Saved forecast: FSM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FSM.txt [2025-12-31T20:22:31.077916] [INFO ] [sig ] [1292/3534] Completed FSM in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:31.078148] [INFO ] [sig ] [1293/3534] Forecasting FSS... [2025-12-31T20:22:31.078177] [INFO ] [sig ] Generating forecast for: FSS [2025-12-31T20:22:31.078208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-12-31T20:22:31.089874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FSS'. [2025-12-31T20:22:31.090131] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-12-31T20:22:31.090900] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-12-31T20:22:31.090952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:31.090983] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:31.091010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:31.091066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:31.149929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:31.150595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:31.150674] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:31.150707] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:31.274847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:31.275008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:31.275050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:31.275079] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:31.278594] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=84.08%) [2025-12-31T20:22:31.278865] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-12-31T20:22:31.278984] [INFO ] [sig ] FSS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:31.422221] [INFO ] [LOCAL ] Saved forecast: FSS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FSS.txt [2025-12-31T20:22:31.422390] [INFO ] [sig ] [1293/3534] Completed FSS in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:31.422440] [INFO ] [sig ] [1294/3534] Forecasting FTA... [2025-12-31T20:22:31.422472] [INFO ] [sig ] Generating forecast for: FTA [2025-12-31T20:22:31.422502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'. [2025-12-31T20:22:31.435686] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTA'. [2025-12-31T20:22:31.436047] [INFO ] [FORECASTER] Starting predict_future for FTA [2025-12-31T20:22:31.436837] [DEBUG] [LOCAL ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt [2025-12-31T20:22:31.436888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:31.436920] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:31.436948] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:31.437004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:31.496333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:31.497151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:31.497231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:31.497263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:31.615708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:31.615851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:31.615891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:31.615921] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:31.619322] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=2.62%) [2025-12-31T20:22:31.619625] [INFO ] [FORECASTER] Completed predict_future for FTA [2025-12-31T20:22:31.619751] [INFO ] [sig ] FTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:31.761993] [INFO ] [LOCAL ] Saved forecast: FTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTA.txt [2025-12-31T20:22:31.762143] [INFO ] [sig ] [1294/3534] Completed FTA in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:31.762184] [INFO ] [sig ] [1295/3534] Forecasting FTAI... [2025-12-31T20:22:31.762214] [INFO ] [sig ] Generating forecast for: FTAI [2025-12-31T20:22:31.762245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'. [2025-12-31T20:22:31.774341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTAI'. [2025-12-31T20:22:31.774703] [INFO ] [FORECASTER] Starting predict_future for FTAI [2025-12-31T20:22:31.775452] [DEBUG] [LOCAL ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt [2025-12-31T20:22:31.775503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:31.775560] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:31.775608] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:31.775668] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:31.833854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:31.834890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:31.834985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:31.835048] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:31.957737] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:31.957894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:31.957933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:31.957961] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:31.961739] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=5.44%) [2025-12-31T20:22:31.962010] [INFO ] [FORECASTER] Completed predict_future for FTAI [2025-12-31T20:22:31.962319] [INFO ] [sig ] FTAI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:32.105917] [INFO ] [LOCAL ] Saved forecast: FTAI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTAI.txt [2025-12-31T20:22:32.106092] [INFO ] [sig ] [1295/3534] Completed FTAI in 0.3s | 2.90 sym/s | Total: 7.4m | ETA: 12.9m [2025-12-31T20:22:32.106136] [INFO ] [sig ] [1296/3534] Forecasting FTC... [2025-12-31T20:22:32.106166] [INFO ] [sig ] Generating forecast for: FTC [2025-12-31T20:22:32.106197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'. [2025-12-31T20:22:32.118217] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTC'. [2025-12-31T20:22:32.118491] [INFO ] [FORECASTER] Starting predict_future for FTC [2025-12-31T20:22:32.119274] [DEBUG] [LOCAL ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt [2025-12-31T20:22:32.119326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:32.119358] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:32.119384] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:32.119441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:32.180064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:32.180711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:32.180788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:32.180821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:32.301693] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:32.301836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:32.301877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:32.301907] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:32.305502] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=42.64%) [2025-12-31T20:22:32.305798] [INFO ] [FORECASTER] Completed predict_future for FTC [2025-12-31T20:22:32.305926] [INFO ] [sig ] FTC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:32.446405] [INFO ] [LOCAL ] Saved forecast: FTC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTC.txt [2025-12-31T20:22:32.446559] [INFO ] [sig ] [1296/3534] Completed FTC in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.9m [2025-12-31T20:22:32.446623] [INFO ] [sig ] [1297/3534] Forecasting FTCI... [2025-12-31T20:22:32.446655] [INFO ] [sig ] Generating forecast for: FTCI [2025-12-31T20:22:32.446684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'. [2025-12-31T20:22:32.457922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCI'. [2025-12-31T20:22:32.458257] [INFO ] [FORECASTER] Starting predict_future for FTCI [2025-12-31T20:22:32.459067] [DEBUG] [LOCAL ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt [2025-12-31T20:22:32.459120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:32.459154] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:32.459181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:32.459239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:32.516550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:32.517404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:32.517487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:32.517521] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:32.642183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:32.642326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:32.642365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:32.642394] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:32.645805] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=38.54%) [2025-12-31T20:22:32.646101] [INFO ] [FORECASTER] Completed predict_future for FTCI [2025-12-31T20:22:32.646224] [INFO ] [sig ] FTCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:32.785928] [INFO ] [LOCAL ] Saved forecast: FTCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTCI.txt [2025-12-31T20:22:32.786069] [INFO ] [sig ] [1297/3534] Completed FTCI in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.9m [2025-12-31T20:22:32.786109] [INFO ] [sig ] [1298/3534] Forecasting FTCS... [2025-12-31T20:22:32.786138] [INFO ] [sig ] Generating forecast for: FTCS [2025-12-31T20:22:32.786168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'. [2025-12-31T20:22:32.798423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTCS'. [2025-12-31T20:22:32.798754] [INFO ] [FORECASTER] Starting predict_future for FTCS [2025-12-31T20:22:32.799759] [DEBUG] [LOCAL ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt [2025-12-31T20:22:32.799811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:32.799842] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:32.799868] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:32.799925] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:32.863241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:32.864131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:32.864212] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:32.864244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:32.980327] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:32.980481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:32.980522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:32.980602] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:32.984066] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: DOWN (p=4.19%) [2025-12-31T20:22:32.984336] [INFO ] [FORECASTER] Completed predict_future for FTCS [2025-12-31T20:22:32.984455] [INFO ] [sig ] FTCS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:33.126157] [INFO ] [LOCAL ] Saved forecast: FTCS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTCS.txt [2025-12-31T20:22:33.126284] [INFO ] [sig ] [1298/3534] Completed FTCS in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.9m [2025-12-31T20:22:33.126323] [INFO ] [sig ] [1299/3534] Forecasting FTEK... [2025-12-31T20:22:33.126354] [INFO ] [sig ] Generating forecast for: FTEK [2025-12-31T20:22:33.126384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'. [2025-12-31T20:22:33.138065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTEK'. [2025-12-31T20:22:33.138410] [INFO ] [FORECASTER] Starting predict_future for FTEK [2025-12-31T20:22:33.139280] [DEBUG] [LOCAL ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt [2025-12-31T20:22:33.139335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:33.139368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:33.139395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:33.139454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:33.199287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:33.200265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:33.200352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:33.200386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:33.316560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:33.316748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:33.316788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:33.316817] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:33.320156] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: UP (p=85.59%) [2025-12-31T20:22:33.320427] [INFO ] [FORECASTER] Completed predict_future for FTEK [2025-12-31T20:22:33.320551] [INFO ] [sig ] FTEK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:33.458921] [INFO ] [LOCAL ] Saved forecast: FTEK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTEK.txt [2025-12-31T20:22:33.459030] [INFO ] [sig ] [1299/3534] Completed FTEK in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.9m [2025-12-31T20:22:33.459069] [INFO ] [sig ] [1300/3534] Forecasting FTGC... [2025-12-31T20:22:33.459098] [INFO ] [sig ] Generating forecast for: FTGC [2025-12-31T20:22:33.459127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'. [2025-12-31T20:22:33.470703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGC'. [2025-12-31T20:22:33.470959] [INFO ] [FORECASTER] Starting predict_future for FTGC [2025-12-31T20:22:33.471712] [DEBUG] [LOCAL ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt [2025-12-31T20:22:33.471764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:33.471796] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:33.471823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:33.471883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:33.528671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:33.529315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:33.529391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:33.529423] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:33.651256] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:33.651432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:33.651473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:33.651506] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:33.655380] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: DOWN (p=41.75%) [2025-12-31T20:22:33.655679] [INFO ] [FORECASTER] Completed predict_future for FTGC [2025-12-31T20:22:33.655806] [INFO ] [sig ] FTGC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:33.796377] [INFO ] [LOCAL ] Saved forecast: FTGC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTGC.txt [2025-12-31T20:22:33.796506] [INFO ] [sig ] [1300/3534] Completed FTGC in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.9m [2025-12-31T20:22:33.796544] [INFO ] [sig ] [1301/3534] Forecasting FTGS... [2025-12-31T20:22:33.796592] [INFO ] [sig ] Generating forecast for: FTGS [2025-12-31T20:22:33.796626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'. [2025-12-31T20:22:33.808277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTGS'. [2025-12-31T20:22:33.808549] [INFO ] [FORECASTER] Starting predict_future for FTGS [2025-12-31T20:22:33.809338] [DEBUG] [LOCAL ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt [2025-12-31T20:22:33.809389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:33.809421] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:33.809447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:33.809505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:33.866100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:33.866723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:33.866798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:33.866830] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:33.985565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:33.985739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:33.985777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:33.985806] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:33.989128] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=3.27%) [2025-12-31T20:22:33.989419] [INFO ] [FORECASTER] Completed predict_future for FTGS [2025-12-31T20:22:33.989538] [INFO ] [sig ] FTGS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:34.128841] [INFO ] [LOCAL ] Saved forecast: FTGS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTGS.txt [2025-12-31T20:22:34.128966] [INFO ] [sig ] [1301/3534] Completed FTGS in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:34.129005] [INFO ] [sig ] [1302/3534] Forecasting FTHI... [2025-12-31T20:22:34.129033] [INFO ] [sig ] Generating forecast for: FTHI [2025-12-31T20:22:34.129063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'. [2025-12-31T20:22:34.140608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHI'. [2025-12-31T20:22:34.140863] [INFO ] [FORECASTER] Starting predict_future for FTHI [2025-12-31T20:22:34.141622] [DEBUG] [LOCAL ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt [2025-12-31T20:22:34.141673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:34.141706] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:34.141732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:34.141790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:34.199796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:34.200370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:34.200444] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:34.200476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:34.319672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:34.319834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:34.319873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:34.319903] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:34.323231] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=47.95%) [2025-12-31T20:22:34.323502] [INFO ] [FORECASTER] Completed predict_future for FTHI [2025-12-31T20:22:34.323640] [INFO ] [sig ] FTHI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:34.466493] [INFO ] [LOCAL ] Saved forecast: FTHI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTHI.txt [2025-12-31T20:22:34.466631] [INFO ] [sig ] [1302/3534] Completed FTHI in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:34.466673] [INFO ] [sig ] [1303/3534] Forecasting FTHY... [2025-12-31T20:22:34.466702] [INFO ] [sig ] Generating forecast for: FTHY [2025-12-31T20:22:34.466732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-12-31T20:22:34.478220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTHY'. [2025-12-31T20:22:34.478465] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-12-31T20:22:34.479217] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-12-31T20:22:34.479301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:34.479334] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:34.479362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:34.479419] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:34.536165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:34.536756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:34.536830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:34.536862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:34.654647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:34.654804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:34.654844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:34.654873] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:34.658499] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=96.71%) [2025-12-31T20:22:34.658797] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-12-31T20:22:34.658917] [INFO ] [sig ] FTHY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:34.797992] [INFO ] [LOCAL ] Saved forecast: FTHY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTHY.txt [2025-12-31T20:22:34.798110] [INFO ] [sig ] [1303/3534] Completed FTHY in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:34.798149] [INFO ] [sig ] [1304/3534] Forecasting FTI... [2025-12-31T20:22:34.798179] [INFO ] [sig ] Generating forecast for: FTI [2025-12-31T20:22:34.798209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-12-31T20:22:34.809623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTI'. [2025-12-31T20:22:34.809877] [INFO ] [FORECASTER] Starting predict_future for FTI [2025-12-31T20:22:34.810640] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-12-31T20:22:34.810692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:34.810723] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:34.810750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:34.810807] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:34.867552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:34.868170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:34.868246] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:34.868278] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:34.985997] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:34.986154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:34.986193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:34.986221] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:34.989612] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=7.15%) [2025-12-31T20:22:34.989883] [INFO ] [FORECASTER] Completed predict_future for FTI [2025-12-31T20:22:34.990003] [INFO ] [sig ] FTI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:35.129483] [INFO ] [LOCAL ] Saved forecast: FTI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTI.txt [2025-12-31T20:22:35.129626] [INFO ] [sig ] [1304/3534] Completed FTI in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:35.129669] [INFO ] [sig ] [1305/3534] Forecasting FTK... [2025-12-31T20:22:35.129698] [INFO ] [sig ] Generating forecast for: FTK [2025-12-31T20:22:35.129727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-12-31T20:22:35.141557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTK'. [2025-12-31T20:22:35.141847] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-12-31T20:22:35.142605] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-12-31T20:22:35.142658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:35.142689] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:35.142716] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:35.142773] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:35.202608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:35.203344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:35.203456] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:35.203491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:35.320002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:35.320158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:35.320198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:35.320227] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:35.323605] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=11.14%) [2025-12-31T20:22:35.323878] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-12-31T20:22:35.324018] [INFO ] [sig ] FTK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:35.462091] [INFO ] [LOCAL ] Saved forecast: FTK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTK.txt [2025-12-31T20:22:35.462209] [INFO ] [sig ] [1305/3534] Completed FTK in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:35.462247] [INFO ] [sig ] [1306/3534] Forecasting FTLF... [2025-12-31T20:22:35.462277] [INFO ] [sig ] Generating forecast for: FTLF [2025-12-31T20:22:35.462308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'. [2025-12-31T20:22:35.473517] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTLF'. [2025-12-31T20:22:35.473815] [INFO ] [FORECASTER] Starting predict_future for FTLF [2025-12-31T20:22:35.474725] [DEBUG] [LOCAL ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt [2025-12-31T20:22:35.474777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:35.474810] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:35.474837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:35.474894] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:35.531694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:35.532282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:35.532358] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:35.532390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:35.637737] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:35.637840] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:22:35.637877] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:35.637906] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:35.641031] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=16.70%) [2025-12-31T20:22:35.641289] [INFO ] [FORECASTER] Completed predict_future for FTLF [2025-12-31T20:22:35.641408] [INFO ] [sig ] FTLF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:35.780676] [INFO ] [LOCAL ] Saved forecast: FTLF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTLF.txt [2025-12-31T20:22:35.780835] [INFO ] [sig ] [1306/3534] Completed FTLF in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:35.780883] [INFO ] [sig ] [1307/3534] Forecasting FTQI... [2025-12-31T20:22:35.780914] [INFO ] [sig ] Generating forecast for: FTQI [2025-12-31T20:22:35.780947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'. [2025-12-31T20:22:35.792625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTQI'. [2025-12-31T20:22:35.792942] [INFO ] [FORECASTER] Starting predict_future for FTQI [2025-12-31T20:22:35.793715] [DEBUG] [LOCAL ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt [2025-12-31T20:22:35.793766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:35.793798] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:35.793825] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:35.793882] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:35.850824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:35.851676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:35.851758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:35.851791] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:35.976278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:35.976479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:35.976523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:35.976552] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:35.981357] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=95.84%) [2025-12-31T20:22:35.981685] [INFO ] [FORECASTER] Completed predict_future for FTQI [2025-12-31T20:22:35.981828] [INFO ] [sig ] FTQI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:36.126324] [INFO ] [LOCAL ] Saved forecast: FTQI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTQI.txt [2025-12-31T20:22:36.126485] [INFO ] [sig ] [1307/3534] Completed FTQI in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:36.126526] [INFO ] [sig ] [1308/3534] Forecasting FTRE... [2025-12-31T20:22:36.126557] [INFO ] [sig ] Generating forecast for: FTRE [2025-12-31T20:22:36.126610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'. [2025-12-31T20:22:36.138853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRE'. [2025-12-31T20:22:36.139192] [INFO ] [FORECASTER] Starting predict_future for FTRE [2025-12-31T20:22:36.140104] [DEBUG] [LOCAL ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt [2025-12-31T20:22:36.140158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:36.140192] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:36.140220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:36.140278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:36.200657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:36.201466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:36.201550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:36.201603] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:36.330874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:36.331048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:36.331094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:36.331124] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:36.334855] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=17.05%) [2025-12-31T20:22:36.335146] [INFO ] [FORECASTER] Completed predict_future for FTRE [2025-12-31T20:22:36.335293] [INFO ] [sig ] FTRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:36.485743] [INFO ] [LOCAL ] Saved forecast: FTRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTRE.txt [2025-12-31T20:22:36.485926] [INFO ] [sig ] [1308/3534] Completed FTRE in 0.4s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:36.485968] [INFO ] [sig ] [1309/3534] Forecasting FTRI... [2025-12-31T20:22:36.486000] [INFO ] [sig ] Generating forecast for: FTRI [2025-12-31T20:22:36.486031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'. [2025-12-31T20:22:36.497630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTRI'. [2025-12-31T20:22:36.497986] [INFO ] [FORECASTER] Starting predict_future for FTRI [2025-12-31T20:22:36.498802] [DEBUG] [LOCAL ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt [2025-12-31T20:22:36.498855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:36.498888] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:36.498916] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:36.498974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:36.556139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:36.556997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:36.557083] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:36.557116] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:36.677513] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:36.677690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:36.677733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:36.677763] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:36.681174] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: DOWN (p=45.28%) [2025-12-31T20:22:36.681456] [INFO ] [FORECASTER] Completed predict_future for FTRI [2025-12-31T20:22:36.681604] [INFO ] [sig ] FTRI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:36.882804] [INFO ] [LOCAL ] Saved forecast: FTRI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTRI.txt [2025-12-31T20:22:36.882958] [INFO ] [sig ] [1309/3534] Completed FTRI in 0.4s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:36.883009] [INFO ] [sig ] [1310/3534] Forecasting FTS... [2025-12-31T20:22:36.883041] [INFO ] [sig ] Generating forecast for: FTS [2025-12-31T20:22:36.883072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-12-31T20:22:36.894858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTS'. [2025-12-31T20:22:36.895160] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-12-31T20:22:36.895953] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-12-31T20:22:36.896005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:36.896037] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:36.896065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:36.896123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:36.952650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:36.953301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:36.953378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:36.953410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:37.076514] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:37.076664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:37.076720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:37.076775] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:37.080106] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=88.08%) [2025-12-31T20:22:37.080373] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-12-31T20:22:37.080493] [INFO ] [sig ] FTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:37.222058] [INFO ] [LOCAL ] Saved forecast: FTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTS.txt [2025-12-31T20:22:37.222388] [INFO ] [sig ] [1310/3534] Completed FTS in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:37.222428] [INFO ] [sig ] [1311/3534] Forecasting FTSL... [2025-12-31T20:22:37.222458] [INFO ] [sig ] Generating forecast for: FTSL [2025-12-31T20:22:37.222488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'. [2025-12-31T20:22:37.233665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSL'. [2025-12-31T20:22:37.233935] [INFO ] [FORECASTER] Starting predict_future for FTSL [2025-12-31T20:22:37.234718] [DEBUG] [LOCAL ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt [2025-12-31T20:22:37.234771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:37.234803] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:37.234830] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:37.234891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:37.292200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:37.292834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:37.292913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:37.292953] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:37.409938] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:37.410094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:37.410132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:37.410161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:37.413595] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=95.55%) [2025-12-31T20:22:37.413868] [INFO ] [FORECASTER] Completed predict_future for FTSL [2025-12-31T20:22:37.413993] [INFO ] [sig ] FTSL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:37.557548] [INFO ] [LOCAL ] Saved forecast: FTSL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTSL.txt [2025-12-31T20:22:37.557732] [INFO ] [sig ] [1311/3534] Completed FTSL in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:37.557771] [INFO ] [sig ] [1312/3534] Forecasting FTSM... [2025-12-31T20:22:37.557801] [INFO ] [sig ] Generating forecast for: FTSM [2025-12-31T20:22:37.557832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'. [2025-12-31T20:22:37.569929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTSM'. [2025-12-31T20:22:37.570289] [INFO ] [FORECASTER] Starting predict_future for FTSM [2025-12-31T20:22:37.571122] [DEBUG] [LOCAL ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt [2025-12-31T20:22:37.571175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:37.571244] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:37.571284] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:37.571366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:37.630674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:37.631343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:37.631457] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:37.631494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:37.732139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:37.732286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:37.732325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:37.732353] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:37.735665] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.82%) [2025-12-31T20:22:37.735933] [INFO ] [FORECASTER] Completed predict_future for FTSM [2025-12-31T20:22:37.736056] [INFO ] [sig ] FTSM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:37.875340] [INFO ] [LOCAL ] Saved forecast: FTSM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTSM.txt [2025-12-31T20:22:37.875468] [INFO ] [sig ] [1312/3534] Completed FTSM in 0.3s | 2.90 sym/s | Total: 7.5m | ETA: 12.8m [2025-12-31T20:22:37.875507] [INFO ] [sig ] [1313/3534] Forecasting FTXL... [2025-12-31T20:22:37.875536] [INFO ] [sig ] Generating forecast for: FTXL [2025-12-31T20:22:37.875567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'. [2025-12-31T20:22:37.886595] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXL'. [2025-12-31T20:22:37.886905] [INFO ] [FORECASTER] Starting predict_future for FTXL [2025-12-31T20:22:37.887708] [DEBUG] [LOCAL ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt [2025-12-31T20:22:37.887761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:37.887793] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:37.887820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:37.887877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:37.947551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:37.948275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:37.948353] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:37.948386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:38.067484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:38.067638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:38.067678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:38.067706] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:38.071051] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=65.81%) [2025-12-31T20:22:38.071323] [INFO ] [FORECASTER] Completed predict_future for FTXL [2025-12-31T20:22:38.071446] [INFO ] [sig ] FTXL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:38.212445] [INFO ] [LOCAL ] Saved forecast: FTXL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTXL.txt [2025-12-31T20:22:38.212593] [INFO ] [sig ] [1313/3534] Completed FTXL in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.8m [2025-12-31T20:22:38.212636] [INFO ] [sig ] [1314/3534] Forecasting FTXN... [2025-12-31T20:22:38.212665] [INFO ] [sig ] Generating forecast for: FTXN [2025-12-31T20:22:38.212697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'. [2025-12-31T20:22:38.223700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXN'. [2025-12-31T20:22:38.223974] [INFO ] [FORECASTER] Starting predict_future for FTXN [2025-12-31T20:22:38.224746] [DEBUG] [LOCAL ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt [2025-12-31T20:22:38.224798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:38.224842] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:38.224871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:38.224929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:38.281994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:38.282621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:38.282698] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:38.282731] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:38.398183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:38.398338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:38.398378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:38.398408] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:38.401835] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=28.18%) [2025-12-31T20:22:38.402110] [INFO ] [FORECASTER] Completed predict_future for FTXN [2025-12-31T20:22:38.402230] [INFO ] [sig ] FTXN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:38.542749] [INFO ] [LOCAL ] Saved forecast: FTXN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FTXN.txt [2025-12-31T20:22:38.542886] [INFO ] [sig ] [1314/3534] Completed FTXN in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.8m [2025-12-31T20:22:38.542925] [INFO ] [sig ] [1315/3534] Forecasting FTXO... [2025-12-31T20:22:38.542956] [INFO ] [sig ] Generating forecast for: FTXO [2025-12-31T20:22:38.542986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'. [2025-12-31T20:22:38.554746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FTXO'. [2025-12-31T20:22:38.555036] [INFO ] [FORECASTER] Starting predict_future for FTXO [2025-12-31T20:22:38.555833] [DEBUG] [LOCAL ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt [2025-12-31T20:22:38.555884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:38.555916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:38.555943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:38.556002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:38.612910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:38.613612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:38.613691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:38.613724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:38.730281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:38.730438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:38.730477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:38.730535] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:38.733879] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=68.45%) [2025-12-31T20:22:38.734153] [INFO ] [FORECASTER] Completed predict_future for FTXO [2025-12-31T20:22:38.734277] [INFO ] [sig ] FTXO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:38.874281] [INFO ] [LOCAL ] Saved forecast: FTXO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FTXO.txt [2025-12-31T20:22:38.874416] [INFO ] [sig ] [1315/3534] Completed FTXO in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.8m [2025-12-31T20:22:38.874456] [INFO ] [sig ] [1316/3534] Forecasting FUBO... [2025-12-31T20:22:38.874485] [INFO ] [sig ] Generating forecast for: FUBO [2025-12-31T20:22:38.874516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-12-31T20:22:38.885543] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUBO'. [2025-12-31T20:22:38.885884] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-12-31T20:22:38.886663] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-12-31T20:22:38.886715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:38.886747] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:38.886774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:38.886832] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:38.946351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:38.947092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:38.947170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:38.947203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:39.071234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:39.071372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:39.071411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:39.071440] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:39.074807] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=65.35%) [2025-12-31T20:22:39.075075] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-12-31T20:22:39.075194] [INFO ] [sig ] FUBO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:39.215053] [INFO ] [LOCAL ] Saved forecast: FUBO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FUBO.txt [2025-12-31T20:22:39.215189] [INFO ] [sig ] [1316/3534] Completed FUBO in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.8m [2025-12-31T20:22:39.215229] [INFO ] [sig ] [1317/3534] Forecasting FUL... [2025-12-31T20:22:39.215260] [INFO ] [sig ] Generating forecast for: FUL [2025-12-31T20:22:39.215290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-12-31T20:22:39.226279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUL'. [2025-12-31T20:22:39.226588] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-12-31T20:22:39.227345] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-12-31T20:22:39.227396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:39.227429] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:39.227456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:39.227514] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:39.284091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:39.284704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:39.284783] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:39.284815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:39.406681] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:39.406834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:39.406874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:39.406903] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:39.410237] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=16.11%) [2025-12-31T20:22:39.410505] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-12-31T20:22:39.410648] [INFO ] [sig ] FUL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:39.549599] [INFO ] [LOCAL ] Saved forecast: FUL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FUL.txt [2025-12-31T20:22:39.549734] [INFO ] [sig ] [1317/3534] Completed FUL in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:39.549774] [INFO ] [sig ] [1318/3534] Forecasting FULC... [2025-12-31T20:22:39.549809] [INFO ] [sig ] Generating forecast for: FULC [2025-12-31T20:22:39.549842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'. [2025-12-31T20:22:39.560491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FULC'. [2025-12-31T20:22:39.560799] [INFO ] [FORECASTER] Starting predict_future for FULC [2025-12-31T20:22:39.561595] [DEBUG] [LOCAL ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt [2025-12-31T20:22:39.561651] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:39.561685] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:39.561711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:39.561770] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:39.621917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:39.622860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:39.622941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:39.622974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:39.749611] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:39.749762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:39.749802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:39.749830] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:39.753208] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=15.60%) [2025-12-31T20:22:39.753474] [INFO ] [FORECASTER] Completed predict_future for FULC [2025-12-31T20:22:39.753612] [INFO ] [sig ] FULC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:39.895304] [INFO ] [LOCAL ] Saved forecast: FULC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FULC.txt [2025-12-31T20:22:39.895462] [INFO ] [sig ] [1318/3534] Completed FULC in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:39.895503] [INFO ] [sig ] [1319/3534] Forecasting FUN... [2025-12-31T20:22:39.895532] [INFO ] [sig ] Generating forecast for: FUN [2025-12-31T20:22:39.895561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-12-31T20:22:39.906795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUN'. [2025-12-31T20:22:39.907088] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-12-31T20:22:39.907871] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-12-31T20:22:39.907922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:39.907955] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:39.907981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:39.908041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:39.965192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:39.965878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:39.965954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:39.965986] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:40.083833] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:40.083977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:40.084022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:40.084056] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:40.087445] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=7.88%) [2025-12-31T20:22:40.087736] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-12-31T20:22:40.087858] [INFO ] [sig ] FUN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:40.228075] [INFO ] [LOCAL ] Saved forecast: FUN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FUN.txt [2025-12-31T20:22:40.228216] [INFO ] [sig ] [1319/3534] Completed FUN in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:40.228256] [INFO ] [sig ] [1320/3534] Forecasting FUNC... [2025-12-31T20:22:40.228286] [INFO ] [sig ] Generating forecast for: FUNC [2025-12-31T20:22:40.228316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'. [2025-12-31T20:22:40.239071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUNC'. [2025-12-31T20:22:40.239364] [INFO ] [FORECASTER] Starting predict_future for FUNC [2025-12-31T20:22:40.240186] [DEBUG] [LOCAL ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt [2025-12-31T20:22:40.240239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:40.240271] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:40.240298] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:40.240359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:40.297066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:40.297705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:40.297781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:40.297812] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:40.414312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:40.414459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:40.414498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:40.414527] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:40.417841] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=45.50%) [2025-12-31T20:22:40.418111] [INFO ] [FORECASTER] Completed predict_future for FUNC [2025-12-31T20:22:40.418232] [INFO ] [sig ] FUNC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:40.561773] [INFO ] [LOCAL ] Saved forecast: FUNC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FUNC.txt [2025-12-31T20:22:40.561917] [INFO ] [sig ] [1320/3534] Completed FUNC in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:40.561964] [INFO ] [sig ] [1321/3534] Forecasting FUND... [2025-12-31T20:22:40.561994] [INFO ] [sig ] Generating forecast for: FUND [2025-12-31T20:22:40.562034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'. [2025-12-31T20:22:40.573197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FUND'. [2025-12-31T20:22:40.573495] [INFO ] [FORECASTER] Starting predict_future for FUND [2025-12-31T20:22:40.574335] [DEBUG] [LOCAL ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt [2025-12-31T20:22:40.574388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:40.574420] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:40.574447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:40.574505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:40.632135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:40.632881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:40.632959] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:40.632991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:40.743990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:40.744142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:40.744182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:40.744228] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:40.747681] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=52.03%) [2025-12-31T20:22:40.747960] [INFO ] [FORECASTER] Completed predict_future for FUND [2025-12-31T20:22:40.748100] [INFO ] [sig ] FUND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:40.888365] [INFO ] [LOCAL ] Saved forecast: FUND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FUND.txt [2025-12-31T20:22:40.888502] [INFO ] [sig ] [1321/3534] Completed FUND in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:40.888543] [INFO ] [sig ] [1322/3534] Forecasting FVCB... [2025-12-31T20:22:40.888590] [INFO ] [sig ] Generating forecast for: FVCB [2025-12-31T20:22:40.888623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'. [2025-12-31T20:22:40.899862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FVCB'. [2025-12-31T20:22:40.900143] [INFO ] [FORECASTER] Starting predict_future for FVCB [2025-12-31T20:22:40.901153] [DEBUG] [LOCAL ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt [2025-12-31T20:22:40.901208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:40.901240] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:40.901270] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:40.901330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:40.960168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:40.960942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:40.961053] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:40.961088] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:41.070240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:41.070390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:41.070429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:41.070458] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:41.073834] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=35.65%) [2025-12-31T20:22:41.074128] [INFO ] [FORECASTER] Completed predict_future for FVCB [2025-12-31T20:22:41.074254] [INFO ] [sig ] FVCB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:41.214509] [INFO ] [LOCAL ] Saved forecast: FVCB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FVCB.txt [2025-12-31T20:22:41.214671] [INFO ] [sig ] [1322/3534] Completed FVCB in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:41.214713] [INFO ] [sig ] [1323/3534] Forecasting FWONA... [2025-12-31T20:22:41.214743] [INFO ] [sig ] Generating forecast for: FWONA [2025-12-31T20:22:41.214774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'. [2025-12-31T20:22:41.225651] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONA'. [2025-12-31T20:22:41.225968] [INFO ] [FORECASTER] Starting predict_future for FWONA [2025-12-31T20:22:41.226754] [DEBUG] [LOCAL ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt [2025-12-31T20:22:41.226806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:41.226838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:41.226864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:41.226922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:41.283857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:41.284462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:41.284537] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:41.284599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:41.404853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:41.405007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:41.405047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:41.405076] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:41.408505] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=83.31%) [2025-12-31T20:22:41.408807] [INFO ] [FORECASTER] Completed predict_future for FWONA [2025-12-31T20:22:41.408931] [INFO ] [sig ] FWONA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:41.548609] [INFO ] [LOCAL ] Saved forecast: FWONA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FWONA.txt [2025-12-31T20:22:41.548776] [INFO ] [sig ] [1323/3534] Completed FWONA in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:41.548820] [INFO ] [sig ] [1324/3534] Forecasting FWONK... [2025-12-31T20:22:41.548851] [INFO ] [sig ] Generating forecast for: FWONK [2025-12-31T20:22:41.548883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'. [2025-12-31T20:22:41.560891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWONK'. [2025-12-31T20:22:41.561246] [INFO ] [FORECASTER] Starting predict_future for FWONK [2025-12-31T20:22:41.562049] [DEBUG] [LOCAL ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt [2025-12-31T20:22:41.562102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:41.562135] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:41.562163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:41.562221] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:41.619329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:41.620187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:41.620267] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:41.620299] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:41.736711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:41.736863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:41.736900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:41.736929] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:41.740272] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=72.81%) [2025-12-31T20:22:41.740545] [INFO ] [FORECASTER] Completed predict_future for FWONK [2025-12-31T20:22:41.740685] [INFO ] [sig ] FWONK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:41.882567] [INFO ] [LOCAL ] Saved forecast: FWONK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FWONK.txt [2025-12-31T20:22:41.882724] [INFO ] [sig ] [1324/3534] Completed FWONK in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:41.882764] [INFO ] [sig ] [1325/3534] Forecasting FWRD... [2025-12-31T20:22:41.882793] [INFO ] [sig ] Generating forecast for: FWRD [2025-12-31T20:22:41.882823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'. [2025-12-31T20:22:41.894158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRD'. [2025-12-31T20:22:41.894462] [INFO ] [FORECASTER] Starting predict_future for FWRD [2025-12-31T20:22:41.895288] [DEBUG] [LOCAL ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt [2025-12-31T20:22:41.895341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:41.895375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:41.895414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:41.895475] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:41.952595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:41.953258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:41.953520] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:41.953552] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:42.074740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:42.074884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:42.074923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:42.074952] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:42.078277] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=48.91%) [2025-12-31T20:22:42.078542] [INFO ] [FORECASTER] Completed predict_future for FWRD [2025-12-31T20:22:42.078681] [INFO ] [sig ] FWRD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:42.224898] [INFO ] [LOCAL ] Saved forecast: FWRD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FWRD.txt [2025-12-31T20:22:42.225034] [INFO ] [sig ] [1325/3534] Completed FWRD in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:42.225077] [INFO ] [sig ] [1326/3534] Forecasting FWRG... [2025-12-31T20:22:42.225108] [INFO ] [sig ] Generating forecast for: FWRG [2025-12-31T20:22:42.225138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'. [2025-12-31T20:22:42.236194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FWRG'. [2025-12-31T20:22:42.236483] [INFO ] [FORECASTER] Starting predict_future for FWRG [2025-12-31T20:22:42.237258] [DEBUG] [LOCAL ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt [2025-12-31T20:22:42.237309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:42.237341] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:42.237368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:42.237425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:42.296505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:42.297320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:42.297403] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:42.297437] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:42.419593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:42.419744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:42.419784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:42.419812] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:42.423218] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=98.27%) [2025-12-31T20:22:42.423525] [INFO ] [FORECASTER] Completed predict_future for FWRG [2025-12-31T20:22:42.423683] [INFO ] [sig ] FWRG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:42.564476] [INFO ] [LOCAL ] Saved forecast: FWRG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/FWRG.txt [2025-12-31T20:22:42.564664] [INFO ] [sig ] [1326/3534] Completed FWRG in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:42.564708] [INFO ] [sig ] [1327/3534] Forecasting FYC... [2025-12-31T20:22:42.564740] [INFO ] [sig ] Generating forecast for: FYC [2025-12-31T20:22:42.564771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'. [2025-12-31T20:22:42.576637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYC'. [2025-12-31T20:22:42.577108] [INFO ] [FORECASTER] Starting predict_future for FYC [2025-12-31T20:22:42.578105] [DEBUG] [LOCAL ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt [2025-12-31T20:22:42.578167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:42.578201] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:42.578229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:42.578288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:42.645399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:42.646293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:42.646385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:42.646419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:42.770853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:42.771001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:42.771041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:42.771070] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:42.774382] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=10.34%) [2025-12-31T20:22:42.774673] [INFO ] [FORECASTER] Completed predict_future for FYC [2025-12-31T20:22:42.774796] [INFO ] [sig ] FYC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:42.912946] [INFO ] [LOCAL ] Saved forecast: FYC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FYC.txt [2025-12-31T20:22:42.913078] [INFO ] [sig ] [1327/3534] Completed FYC in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:42.913117] [INFO ] [sig ] [1328/3534] Forecasting FYX... [2025-12-31T20:22:42.913147] [INFO ] [sig ] Generating forecast for: FYX [2025-12-31T20:22:42.913176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'. [2025-12-31T20:22:42.924540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'FYX'. [2025-12-31T20:22:42.924859] [INFO ] [FORECASTER] Starting predict_future for FYX [2025-12-31T20:22:42.925669] [DEBUG] [LOCAL ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt [2025-12-31T20:22:42.925723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:42.925756] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:42.925784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:42.925843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:42.985650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:42.986279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:42.986356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:42.986389] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:43.106800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:43.106944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:43.106985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:43.107013] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:43.110407] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=4.09%) [2025-12-31T20:22:43.110704] [INFO ] [FORECASTER] Completed predict_future for FYX [2025-12-31T20:22:43.110825] [INFO ] [sig ] FYX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:43.250670] [INFO ] [LOCAL ] Saved forecast: FYX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/FYX.txt [2025-12-31T20:22:43.250800] [INFO ] [sig ] [1328/3534] Completed FYX in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:43.250840] [INFO ] [sig ] [1329/3534] Forecasting G... [2025-12-31T20:22:43.250870] [INFO ] [sig ] Generating forecast for: G [2025-12-31T20:22:43.250906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-12-31T20:22:43.262289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'G'. [2025-12-31T20:22:43.262614] [INFO ] [FORECASTER] Starting predict_future for G [2025-12-31T20:22:43.263419] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-12-31T20:22:43.263506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:43.263553] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:43.263616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:43.263706] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:43.323643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:43.324287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:43.324366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:43.324400] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:43.448473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:43.448636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:43.448678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:43.448708] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:43.452274] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=94.72%) [2025-12-31T20:22:43.452548] [INFO ] [FORECASTER] Completed predict_future for G [2025-12-31T20:22:43.452685] [INFO ] [sig ] G: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:43.592465] [INFO ] [LOCAL ] Saved forecast: G 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/G.txt [2025-12-31T20:22:43.592602] [INFO ] [sig ] [1329/3534] Completed G in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:43.592643] [INFO ] [sig ] [1330/3534] Forecasting GAB... [2025-12-31T20:22:43.592674] [INFO ] [sig ] Generating forecast for: GAB [2025-12-31T20:22:43.592704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-12-31T20:22:43.603653] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAB'. [2025-12-31T20:22:43.603945] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-12-31T20:22:43.604759] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-12-31T20:22:43.604820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:43.604860] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:43.604888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:43.604948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:43.664989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:43.665621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:43.665700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:43.665732] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:43.784434] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:43.784539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:43.784591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:43.784621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:43.787930] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=87.65%) [2025-12-31T20:22:43.788197] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-12-31T20:22:43.788315] [INFO ] [sig ] GAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:43.926734] [INFO ] [LOCAL ] Saved forecast: GAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GAB.txt [2025-12-31T20:22:43.926856] [INFO ] [sig ] [1330/3534] Completed GAB in 0.3s | 2.90 sym/s | Total: 7.6m | ETA: 12.7m [2025-12-31T20:22:43.926896] [INFO ] [sig ] [1331/3534] Forecasting GABC... [2025-12-31T20:22:43.926926] [INFO ] [sig ] Generating forecast for: GABC [2025-12-31T20:22:43.926957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'. [2025-12-31T20:22:43.938291] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GABC'. [2025-12-31T20:22:43.938598] [INFO ] [FORECASTER] Starting predict_future for GABC [2025-12-31T20:22:43.939460] [DEBUG] [LOCAL ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt [2025-12-31T20:22:43.939514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:43.939546] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:43.939598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:43.939669] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:43.998764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:43.999424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:43.999502] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:43.999535] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:44.117955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:44.118093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:44.118131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:44.118159] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:44.121544] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: UP (p=61.58%) [2025-12-31T20:22:44.121836] [INFO ] [FORECASTER] Completed predict_future for GABC [2025-12-31T20:22:44.121956] [INFO ] [sig ] GABC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:44.261988] [INFO ] [LOCAL ] Saved forecast: GABC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GABC.txt [2025-12-31T20:22:44.262106] [INFO ] [sig ] [1331/3534] Completed GABC in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.7m [2025-12-31T20:22:44.262145] [INFO ] [sig ] [1332/3534] Forecasting GAIA... [2025-12-31T20:22:44.262174] [INFO ] [sig ] Generating forecast for: GAIA [2025-12-31T20:22:44.262203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'. [2025-12-31T20:22:44.273268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIA'. [2025-12-31T20:22:44.273554] [INFO ] [FORECASTER] Starting predict_future for GAIA [2025-12-31T20:22:44.274369] [DEBUG] [LOCAL ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt [2025-12-31T20:22:44.274421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:44.274454] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:44.274482] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:44.274540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:44.334906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:44.335521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:44.335635] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:44.335701] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:44.447095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:44.447227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:44.447303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:44.447344] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:44.450770] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=88.07%) [2025-12-31T20:22:44.451043] [INFO ] [FORECASTER] Completed predict_future for GAIA [2025-12-31T20:22:44.451163] [INFO ] [sig ] GAIA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:44.590625] [INFO ] [LOCAL ] Saved forecast: GAIA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GAIA.txt [2025-12-31T20:22:44.590751] [INFO ] [sig ] [1332/3534] Completed GAIA in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.7m [2025-12-31T20:22:44.590790] [INFO ] [sig ] [1333/3534] Forecasting GAIN... [2025-12-31T20:22:44.590819] [INFO ] [sig ] Generating forecast for: GAIN [2025-12-31T20:22:44.590850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'. [2025-12-31T20:22:44.602546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAIN'. [2025-12-31T20:22:44.602843] [INFO ] [FORECASTER] Starting predict_future for GAIN [2025-12-31T20:22:44.603609] [DEBUG] [LOCAL ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt [2025-12-31T20:22:44.603661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:44.603693] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:44.603719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:44.603776] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:44.660612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:44.661224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:44.661300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:44.661333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:44.777951] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:44.778078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:44.778117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:44.778149] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:44.781374] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=5.19%) [2025-12-31T20:22:44.781665] [INFO ] [FORECASTER] Completed predict_future for GAIN [2025-12-31T20:22:44.781788] [INFO ] [sig ] GAIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:44.921995] [INFO ] [LOCAL ] Saved forecast: GAIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GAIN.txt [2025-12-31T20:22:44.922117] [INFO ] [sig ] [1333/3534] Completed GAIN in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.7m [2025-12-31T20:22:44.922157] [INFO ] [sig ] [1334/3534] Forecasting GAM... [2025-12-31T20:22:44.922193] [INFO ] [sig ] Generating forecast for: GAM [2025-12-31T20:22:44.922225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-12-31T20:22:44.933153] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAM'. [2025-12-31T20:22:44.933449] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-12-31T20:22:44.934247] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-12-31T20:22:44.934302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:44.934336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:44.934364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:44.934422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:44.991402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:44.992006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:44.992083] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:44.992116] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:45.107059] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:45.107224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:45.107271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:45.107302] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:45.110718] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=95.98%) [2025-12-31T20:22:45.110990] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-12-31T20:22:45.111111] [INFO ] [sig ] GAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:45.253512] [INFO ] [LOCAL ] Saved forecast: GAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GAM.txt [2025-12-31T20:22:45.253680] [INFO ] [sig ] [1334/3534] Completed GAM in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:45.253722] [INFO ] [sig ] [1335/3534] Forecasting GAMB... [2025-12-31T20:22:45.253753] [INFO ] [sig ] Generating forecast for: GAMB [2025-12-31T20:22:45.253783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'. [2025-12-31T20:22:45.264487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAMB'. [2025-12-31T20:22:45.264779] [INFO ] [FORECASTER] Starting predict_future for GAMB [2025-12-31T20:22:45.265526] [DEBUG] [LOCAL ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt [2025-12-31T20:22:45.265597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:45.265631] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:45.265658] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:45.265715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:45.322633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:45.323243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:45.323320] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:45.323351] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:45.444342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:45.444485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:45.444525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:45.444554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:45.447945] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=35.37%) [2025-12-31T20:22:45.448227] [INFO ] [FORECASTER] Completed predict_future for GAMB [2025-12-31T20:22:45.448358] [INFO ] [sig ] GAMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:45.588955] [INFO ] [LOCAL ] Saved forecast: GAMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GAMB.txt [2025-12-31T20:22:45.589082] [INFO ] [sig ] [1335/3534] Completed GAMB in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:45.589120] [INFO ] [sig ] [1336/3534] Forecasting GANX... [2025-12-31T20:22:45.589173] [INFO ] [sig ] Generating forecast for: GANX [2025-12-31T20:22:45.589205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'. [2025-12-31T20:22:45.600890] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GANX'. [2025-12-31T20:22:45.601178] [INFO ] [FORECASTER] Starting predict_future for GANX [2025-12-31T20:22:45.602018] [DEBUG] [LOCAL ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt [2025-12-31T20:22:45.602073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:45.602107] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:45.602140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:45.602214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:45.660208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:45.660987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:45.661067] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:45.661102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:45.778830] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:45.778949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:45.778986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:45.779014] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:45.782221] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=25.31%) [2025-12-31T20:22:45.782490] [INFO ] [FORECASTER] Completed predict_future for GANX [2025-12-31T20:22:45.782629] [INFO ] [sig ] GANX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:45.922323] [INFO ] [LOCAL ] Saved forecast: GANX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GANX.txt [2025-12-31T20:22:45.922443] [INFO ] [sig ] [1336/3534] Completed GANX in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:45.922482] [INFO ] [sig ] [1337/3534] Forecasting GASS... [2025-12-31T20:22:45.922511] [INFO ] [sig ] Generating forecast for: GASS [2025-12-31T20:22:45.922541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'. [2025-12-31T20:22:45.933534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GASS'. [2025-12-31T20:22:45.933858] [INFO ] [FORECASTER] Starting predict_future for GASS [2025-12-31T20:22:45.934725] [DEBUG] [LOCAL ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt [2025-12-31T20:22:45.934779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:45.934812] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:45.934840] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:45.934900] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:45.993732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:45.994349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:45.994425] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:45.994457] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:46.113328] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:46.113471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:46.113511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:46.113538] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:46.116936] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=24.90%) [2025-12-31T20:22:46.117214] [INFO ] [FORECASTER] Completed predict_future for GASS [2025-12-31T20:22:46.117333] [INFO ] [sig ] GASS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:46.256585] [INFO ] [LOCAL ] Saved forecast: GASS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GASS.txt [2025-12-31T20:22:46.256702] [INFO ] [sig ] [1337/3534] Completed GASS in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:46.256740] [INFO ] [sig ] [1338/3534] Forecasting GATX... [2025-12-31T20:22:46.256770] [INFO ] [sig ] Generating forecast for: GATX [2025-12-31T20:22:46.256800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-12-31T20:22:46.268377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GATX'. [2025-12-31T20:22:46.268684] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-12-31T20:22:46.269490] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-12-31T20:22:46.269553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:46.269611] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:46.269643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:46.269703] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:46.327890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:46.328537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:46.328632] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:46.328666] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:46.449907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:46.450047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:46.450087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:46.450115] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:46.453470] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=94.33%) [2025-12-31T20:22:46.453760] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-12-31T20:22:46.453878] [INFO ] [sig ] GATX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:46.592979] [INFO ] [LOCAL ] Saved forecast: GATX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GATX.txt [2025-12-31T20:22:46.593101] [INFO ] [sig ] [1338/3534] Completed GATX in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:46.593139] [INFO ] [sig ] [1339/3534] Forecasting GAUZ... [2025-12-31T20:22:46.593171] [INFO ] [sig ] Generating forecast for: GAUZ [2025-12-31T20:22:46.593204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'. [2025-12-31T20:22:46.604181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'. [2025-12-31T20:22:46.604476] [INFO ] [FORECASTER] Starting predict_future for GAUZ [2025-12-31T20:22:46.605261] [DEBUG] [LOCAL ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt [2025-12-31T20:22:46.605314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:46.605348] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:46.605376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:46.605468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:46.665419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:46.666104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:46.666183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:46.666217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:46.785113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:46.785266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:46.785306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:46.785336] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:46.788674] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=8.40%) [2025-12-31T20:22:46.788948] [INFO ] [FORECASTER] Completed predict_future for GAUZ [2025-12-31T20:22:46.789068] [INFO ] [sig ] GAUZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:46.926988] [INFO ] [LOCAL ] Saved forecast: GAUZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GAUZ.txt [2025-12-31T20:22:46.927143] [INFO ] [sig ] [1339/3534] Completed GAUZ in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:46.927184] [INFO ] [sig ] [1340/3534] Forecasting GBAB... [2025-12-31T20:22:46.927213] [INFO ] [sig ] Generating forecast for: GBAB [2025-12-31T20:22:46.927244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-12-31T20:22:46.938851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBAB'. [2025-12-31T20:22:46.939226] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-12-31T20:22:46.940072] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-12-31T20:22:46.940124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:46.940156] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:46.940183] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:46.940244] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:46.997479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:46.998333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:46.998420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:46.998452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:47.116904] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:47.117049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:47.117087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:47.117116] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:47.120425] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=75.96%) [2025-12-31T20:22:47.120712] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-12-31T20:22:47.120833] [INFO ] [sig ] GBAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:47.258298] [INFO ] [LOCAL ] Saved forecast: GBAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GBAB.txt [2025-12-31T20:22:47.258418] [INFO ] [sig ] [1340/3534] Completed GBAB in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:47.258456] [INFO ] [sig ] [1341/3534] Forecasting GBCI... [2025-12-31T20:22:47.258485] [INFO ] [sig ] Generating forecast for: GBCI [2025-12-31T20:22:47.258515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-12-31T20:22:47.270021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBCI'. [2025-12-31T20:22:47.270351] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-12-31T20:22:47.271187] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-12-31T20:22:47.271253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:47.271293] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:47.271329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:47.271395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:47.330025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:47.330702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:47.330778] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:47.330810] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:47.448204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:47.448358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:47.448397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:47.448427] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:47.451876] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=17.16%) [2025-12-31T20:22:47.452152] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-12-31T20:22:47.452277] [INFO ] [sig ] GBCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:47.595219] [INFO ] [LOCAL ] Saved forecast: GBCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GBCI.txt [2025-12-31T20:22:47.595351] [INFO ] [sig ] [1341/3534] Completed GBCI in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:47.595391] [INFO ] [sig ] [1342/3534] Forecasting GBDC... [2025-12-31T20:22:47.595420] [INFO ] [sig ] Generating forecast for: GBDC [2025-12-31T20:22:47.595450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'. [2025-12-31T20:22:47.606740] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBDC'. [2025-12-31T20:22:47.607044] [INFO ] [FORECASTER] Starting predict_future for GBDC [2025-12-31T20:22:47.607905] [DEBUG] [LOCAL ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt [2025-12-31T20:22:47.607958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:47.607992] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:47.608021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:47.608080] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:47.666762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:47.667375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:47.667451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:47.667484] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:47.785440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:47.785604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:47.785644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:47.785673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:47.788982] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-12-31T20:22:47.789305] [INFO ] [FORECASTER] Completed predict_future for GBDC [2025-12-31T20:22:47.789429] [INFO ] [sig ] GBDC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:47.928613] [INFO ] [LOCAL ] Saved forecast: GBDC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GBDC.txt [2025-12-31T20:22:47.928742] [INFO ] [sig ] [1342/3534] Completed GBDC in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:47.928780] [INFO ] [sig ] [1343/3534] Forecasting GBIO... [2025-12-31T20:22:47.928810] [INFO ] [sig ] Generating forecast for: GBIO [2025-12-31T20:22:47.928841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'. [2025-12-31T20:22:47.939661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBIO'. [2025-12-31T20:22:47.939940] [INFO ] [FORECASTER] Starting predict_future for GBIO [2025-12-31T20:22:47.940741] [DEBUG] [LOCAL ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt [2025-12-31T20:22:47.940793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:47.940825] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:47.940852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:47.940910] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:47.997483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:47.998109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:47.998184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:47.998216] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:48.114707] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:48.114858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:48.114898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:48.114927] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:48.118243] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: UP (p=80.89%) [2025-12-31T20:22:48.118533] [INFO ] [FORECASTER] Completed predict_future for GBIO [2025-12-31T20:22:48.118671] [INFO ] [sig ] GBIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:48.261657] [INFO ] [LOCAL ] Saved forecast: GBIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GBIO.txt [2025-12-31T20:22:48.261816] [INFO ] [sig ] [1343/3534] Completed GBIO in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:48.261858] [INFO ] [sig ] [1344/3534] Forecasting GBTG... [2025-12-31T20:22:48.261888] [INFO ] [sig ] Generating forecast for: GBTG [2025-12-31T20:22:48.261918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-12-31T20:22:48.273879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBTG'. [2025-12-31T20:22:48.274191] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-12-31T20:22:48.275007] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-12-31T20:22:48.275060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:48.275092] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:48.275118] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:48.275175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:48.334381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:48.335329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:48.335420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:48.335453] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:48.461914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:48.462100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:48.462155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:48.462197] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:48.466712] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: DOWN (p=43.68%) [2025-12-31T20:22:48.467108] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-12-31T20:22:48.467290] [INFO ] [sig ] GBTG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:48.613381] [INFO ] [LOCAL ] Saved forecast: GBTG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GBTG.txt [2025-12-31T20:22:48.613534] [INFO ] [sig ] [1344/3534] Completed GBTG in 0.4s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:48.613592] [INFO ] [sig ] [1345/3534] Forecasting GBX... [2025-12-31T20:22:48.613625] [INFO ] [sig ] Generating forecast for: GBX [2025-12-31T20:22:48.613656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-12-31T20:22:48.625138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GBX'. [2025-12-31T20:22:48.625417] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-12-31T20:22:48.626195] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-12-31T20:22:48.626251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:48.626283] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:48.626309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:48.626366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:48.685483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:48.686296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:48.686377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:48.686410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:48.801693] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:48.801863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:48.801904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:48.801934] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:48.805361] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=78.94%) [2025-12-31T20:22:48.805657] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-12-31T20:22:48.805780] [INFO ] [sig ] GBX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:48.946962] [INFO ] [LOCAL ] Saved forecast: GBX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GBX.txt [2025-12-31T20:22:48.947102] [INFO ] [sig ] [1345/3534] Completed GBX in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:48.947141] [INFO ] [sig ] [1346/3534] Forecasting GCBC... [2025-12-31T20:22:48.947170] [INFO ] [sig ] Generating forecast for: GCBC [2025-12-31T20:22:48.947201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'. [2025-12-31T20:22:48.958317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCBC'. [2025-12-31T20:22:48.958751] [INFO ] [FORECASTER] Starting predict_future for GCBC [2025-12-31T20:22:48.959591] [DEBUG] [LOCAL ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt [2025-12-31T20:22:48.959644] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:48.959677] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:48.959704] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:48.959762] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:49.016359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:49.017226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:49.017310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:49.017343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:49.131184] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:49.131346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:49.131386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:49.131415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:49.134759] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: UP (p=95.52%) [2025-12-31T20:22:49.135031] [INFO ] [FORECASTER] Completed predict_future for GCBC [2025-12-31T20:22:49.135151] [INFO ] [sig ] GCBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:49.277507] [INFO ] [LOCAL ] Saved forecast: GCBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GCBC.txt [2025-12-31T20:22:49.277676] [INFO ] [sig ] [1346/3534] Completed GCBC in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:49.277719] [INFO ] [sig ] [1347/3534] Forecasting GCMG... [2025-12-31T20:22:49.277751] [INFO ] [sig ] Generating forecast for: GCMG [2025-12-31T20:22:49.277781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'. [2025-12-31T20:22:49.290034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCMG'. [2025-12-31T20:22:49.290341] [INFO ] [FORECASTER] Starting predict_future for GCMG [2025-12-31T20:22:49.291161] [DEBUG] [LOCAL ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt [2025-12-31T20:22:49.291212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:49.291244] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:49.291271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:49.291329] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:49.352457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:49.353605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:49.353708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:49.353755] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:49.485471] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:49.485649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:49.485692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:49.485720] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:49.489084] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=78.88%) [2025-12-31T20:22:49.489385] [INFO ] [FORECASTER] Completed predict_future for GCMG [2025-12-31T20:22:49.489509] [INFO ] [sig ] GCMG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:49.643115] [INFO ] [LOCAL ] Saved forecast: GCMG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GCMG.txt [2025-12-31T20:22:49.643276] [INFO ] [sig ] [1347/3534] Completed GCMG in 0.4s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:49.643316] [INFO ] [sig ] [1348/3534] Forecasting GCO... [2025-12-31T20:22:49.643347] [INFO ] [sig ] Generating forecast for: GCO [2025-12-31T20:22:49.643566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-12-31T20:22:49.659727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GCO'. [2025-12-31T20:22:49.660077] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-12-31T20:22:49.660857] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-12-31T20:22:49.660908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:49.660940] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:49.660967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:49.661025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:49.719525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:49.720406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:49.720491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:49.720523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:49.844879] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:49.845039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:49.845081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:49.845119] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:49.848668] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=54.36%) [2025-12-31T20:22:49.848975] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-12-31T20:22:49.849106] [INFO ] [sig ] GCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:49.990783] [INFO ] [LOCAL ] Saved forecast: GCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GCO.txt [2025-12-31T20:22:49.990933] [INFO ] [sig ] [1348/3534] Completed GCO in 0.3s | 2.90 sym/s | Total: 7.7m | ETA: 12.6m [2025-12-31T20:22:49.990973] [INFO ] [sig ] [1349/3534] Forecasting GD... [2025-12-31T20:22:49.991002] [INFO ] [sig ] Generating forecast for: GD [2025-12-31T20:22:49.991032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-12-31T20:22:50.002363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GD'. [2025-12-31T20:22:50.002715] [INFO ] [FORECASTER] Starting predict_future for GD [2025-12-31T20:22:50.003468] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-12-31T20:22:50.003519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:50.003563] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:50.003617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:50.003678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:50.060395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:50.061286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:50.061368] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:50.061399] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:50.177744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:50.177902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:50.177943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:50.177971] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:50.181402] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=0.91%) [2025-12-31T20:22:50.181706] [INFO ] [FORECASTER] Completed predict_future for GD [2025-12-31T20:22:50.181831] [INFO ] [sig ] GD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:50.321898] [INFO ] [LOCAL ] Saved forecast: GD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GD.txt [2025-12-31T20:22:50.322050] [INFO ] [sig ] [1349/3534] Completed GD in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.6m [2025-12-31T20:22:50.322090] [INFO ] [sig ] [1350/3534] Forecasting GDC... [2025-12-31T20:22:50.322121] [INFO ] [sig ] Generating forecast for: GDC [2025-12-31T20:22:50.322153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'. [2025-12-31T20:22:50.333773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDC'. [2025-12-31T20:22:50.334055] [INFO ] [FORECASTER] Starting predict_future for GDC [2025-12-31T20:22:50.334844] [DEBUG] [LOCAL ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt [2025-12-31T20:22:50.334897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:50.334937] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:50.334975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:50.335040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:50.393438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:50.394115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:50.394193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:50.394227] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:50.515047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:50.515202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:50.515243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:50.515276] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:50.518607] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=12.05%) [2025-12-31T20:22:50.518872] [INFO ] [FORECASTER] Completed predict_future for GDC [2025-12-31T20:22:50.518994] [INFO ] [sig ] GDC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:50.661482] [INFO ] [LOCAL ] Saved forecast: GDC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GDC.txt [2025-12-31T20:22:50.661642] [INFO ] [sig ] [1350/3534] Completed GDC in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.6m [2025-12-31T20:22:50.661685] [INFO ] [sig ] [1351/3534] Forecasting GDDY... [2025-12-31T20:22:50.661715] [INFO ] [sig ] Generating forecast for: GDDY [2025-12-31T20:22:50.661745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-12-31T20:22:50.673175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDDY'. [2025-12-31T20:22:50.673490] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-12-31T20:22:50.674256] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-12-31T20:22:50.674309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:50.674341] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:50.674367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:50.674424] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:50.730982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:50.731685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:50.731776] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:50.731815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:50.854168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:50.854329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:50.854376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:50.854409] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:50.857785] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=98.40%) [2025-12-31T20:22:50.858072] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-12-31T20:22:50.858204] [INFO ] [sig ] GDDY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:50.998481] [INFO ] [LOCAL ] Saved forecast: GDDY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GDDY.txt [2025-12-31T20:22:50.998629] [INFO ] [sig ] [1351/3534] Completed GDDY in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:50.998671] [INFO ] [sig ] [1352/3534] Forecasting GDEN... [2025-12-31T20:22:50.998700] [INFO ] [sig ] Generating forecast for: GDEN [2025-12-31T20:22:50.998731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'. [2025-12-31T20:22:51.010206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDEN'. [2025-12-31T20:22:51.010513] [INFO ] [FORECASTER] Starting predict_future for GDEN [2025-12-31T20:22:51.011285] [DEBUG] [LOCAL ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt [2025-12-31T20:22:51.011337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:51.011368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:51.011395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:51.011453] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:51.069267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:51.070151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:51.070233] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:51.070267] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:51.191078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:51.191243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:51.191282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:51.191309] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:51.194837] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=10.44%) [2025-12-31T20:22:51.195108] [INFO ] [FORECASTER] Completed predict_future for GDEN [2025-12-31T20:22:51.195232] [INFO ] [sig ] GDEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:51.336524] [INFO ] [LOCAL ] Saved forecast: GDEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GDEN.txt [2025-12-31T20:22:51.336679] [INFO ] [sig ] [1352/3534] Completed GDEN in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:51.336747] [INFO ] [sig ] [1353/3534] Forecasting GDRX... [2025-12-31T20:22:51.336784] [INFO ] [sig ] Generating forecast for: GDRX [2025-12-31T20:22:51.336816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'. [2025-12-31T20:22:51.348208] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDRX'. [2025-12-31T20:22:51.348525] [INFO ] [FORECASTER] Starting predict_future for GDRX [2025-12-31T20:22:51.349344] [DEBUG] [LOCAL ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt [2025-12-31T20:22:51.349408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:51.349439] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:51.349465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:51.349522] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:51.405951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:51.406827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:51.406913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:51.406945] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:51.525907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:51.526071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:51.526112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:51.526141] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:51.530053] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=26.70%) [2025-12-31T20:22:51.530339] [INFO ] [FORECASTER] Completed predict_future for GDRX [2025-12-31T20:22:51.530469] [INFO ] [sig ] GDRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:51.669412] [INFO ] [LOCAL ] Saved forecast: GDRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GDRX.txt [2025-12-31T20:22:51.669544] [INFO ] [sig ] [1353/3534] Completed GDRX in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:51.669599] [INFO ] [sig ] [1354/3534] Forecasting GDS... [2025-12-31T20:22:51.669631] [INFO ] [sig ] Generating forecast for: GDS [2025-12-31T20:22:51.669661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'. [2025-12-31T20:22:51.680821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDS'. [2025-12-31T20:22:51.681204] [INFO ] [FORECASTER] Starting predict_future for GDS [2025-12-31T20:22:51.682014] [DEBUG] [LOCAL ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt [2025-12-31T20:22:51.682068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:51.682106] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:51.682132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:51.682188] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:51.739339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:51.740011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:51.740088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:51.740120] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:51.865213] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:51.865374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:51.865415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:51.865446] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:51.868952] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=24.31%) [2025-12-31T20:22:51.869229] [INFO ] [FORECASTER] Completed predict_future for GDS [2025-12-31T20:22:51.869387] [INFO ] [sig ] GDS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:52.009764] [INFO ] [LOCAL ] Saved forecast: GDS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GDS.txt [2025-12-31T20:22:52.009921] [INFO ] [sig ] [1354/3534] Completed GDS in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:52.009962] [INFO ] [sig ] [1355/3534] Forecasting GDYN... [2025-12-31T20:22:52.009993] [INFO ] [sig ] Generating forecast for: GDYN [2025-12-31T20:22:52.010024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'. [2025-12-31T20:22:52.021197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GDYN'. [2025-12-31T20:22:52.021505] [INFO ] [FORECASTER] Starting predict_future for GDYN [2025-12-31T20:22:52.022275] [DEBUG] [LOCAL ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt [2025-12-31T20:22:52.022327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:52.022359] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:52.022386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:52.022443] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:52.079914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:52.080742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:52.080823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:52.080856] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:52.207751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:52.207913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:52.207953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:52.207993] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:52.211470] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=63.79%) [2025-12-31T20:22:52.211774] [INFO ] [FORECASTER] Completed predict_future for GDYN [2025-12-31T20:22:52.211900] [INFO ] [sig ] GDYN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:52.353413] [INFO ] [LOCAL ] Saved forecast: GDYN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GDYN.txt [2025-12-31T20:22:52.353598] [INFO ] [sig ] [1355/3534] Completed GDYN in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:52.353643] [INFO ] [sig ] [1356/3534] Forecasting GE... [2025-12-31T20:22:52.353676] [INFO ] [sig ] Generating forecast for: GE [2025-12-31T20:22:52.353708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-12-31T20:22:52.365729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GE'. [2025-12-31T20:22:52.366092] [INFO ] [FORECASTER] Starting predict_future for GE [2025-12-31T20:22:52.366956] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-12-31T20:22:52.367009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:52.367042] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:52.367115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:52.367176] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:52.427329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:52.428192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:52.428278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:52.428319] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:52.551361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:52.551517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:52.551560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:52.551641] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:52.555053] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=16.79%) [2025-12-31T20:22:52.555337] [INFO ] [FORECASTER] Completed predict_future for GE [2025-12-31T20:22:52.555464] [INFO ] [sig ] GE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:52.714243] [INFO ] [LOCAL ] Saved forecast: GE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GE.txt [2025-12-31T20:22:52.714419] [INFO ] [sig ] [1356/3534] Completed GE in 0.4s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:52.714461] [INFO ] [sig ] [1357/3534] Forecasting GECC... [2025-12-31T20:22:52.714490] [INFO ] [sig ] Generating forecast for: GECC [2025-12-31T20:22:52.714522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'. [2025-12-31T20:22:52.729748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GECC'. [2025-12-31T20:22:52.730042] [INFO ] [FORECASTER] Starting predict_future for GECC [2025-12-31T20:22:52.730815] [DEBUG] [LOCAL ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt [2025-12-31T20:22:52.730867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:52.730898] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:52.730925] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:52.730982] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:52.789129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:52.790036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:52.790119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:52.790152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:52.912648] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:52.912831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:52.912881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:52.912917] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:52.916669] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=62.30%) [2025-12-31T20:22:52.916973] [INFO ] [FORECASTER] Completed predict_future for GECC [2025-12-31T20:22:52.917109] [INFO ] [sig ] GECC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:53.059063] [INFO ] [LOCAL ] Saved forecast: GECC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GECC.txt [2025-12-31T20:22:53.059202] [INFO ] [sig ] [1357/3534] Completed GECC in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:53.059244] [INFO ] [sig ] [1358/3534] Forecasting GEF... [2025-12-31T20:22:53.059301] [INFO ] [sig ] Generating forecast for: GEF [2025-12-31T20:22:53.059340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-12-31T20:22:53.072062] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEF'. [2025-12-31T20:22:53.072446] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-12-31T20:22:53.073250] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-12-31T20:22:53.073303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:53.073337] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:53.073365] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:53.073430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:53.134701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:53.135634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:53.135725] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:53.135804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:53.254874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:53.255046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:53.255087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:53.255115] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:53.258646] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=22.07%) [2025-12-31T20:22:53.259017] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-12-31T20:22:53.259159] [INFO ] [sig ] GEF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:53.402672] [INFO ] [LOCAL ] Saved forecast: GEF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GEF.txt [2025-12-31T20:22:53.402817] [INFO ] [sig ] [1358/3534] Completed GEF in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:53.402856] [INFO ] [sig ] [1359/3534] Forecasting GEHC... [2025-12-31T20:22:53.402887] [INFO ] [sig ] Generating forecast for: GEHC [2025-12-31T20:22:53.402917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'. [2025-12-31T20:22:53.414134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEHC'. [2025-12-31T20:22:53.414394] [INFO ] [FORECASTER] Starting predict_future for GEHC [2025-12-31T20:22:53.415153] [DEBUG] [LOCAL ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt [2025-12-31T20:22:53.415205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:53.415236] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:53.415263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:53.415320] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:53.471395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:53.471992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:53.472072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:53.472104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:53.597355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:53.597513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:53.597553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:53.597599] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:53.600951] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=51.56%) [2025-12-31T20:22:53.601217] [INFO ] [FORECASTER] Completed predict_future for GEHC [2025-12-31T20:22:53.601339] [INFO ] [sig ] GEHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:53.744203] [INFO ] [LOCAL ] Saved forecast: GEHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GEHC.txt [2025-12-31T20:22:53.744336] [INFO ] [sig ] [1359/3534] Completed GEHC in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:53.744384] [INFO ] [sig ] [1360/3534] Forecasting GEL... [2025-12-31T20:22:53.744418] [INFO ] [sig ] Generating forecast for: GEL [2025-12-31T20:22:53.744449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-12-31T20:22:53.755737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEL'. [2025-12-31T20:22:53.755998] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-12-31T20:22:53.756769] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-12-31T20:22:53.756820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:53.756852] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:53.756889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:53.756948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:53.813322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:53.813990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:53.814071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:53.814105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:53.934414] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:53.934587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:53.934629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:53.934658] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:53.938084] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-12-31T20:22:53.938363] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-12-31T20:22:53.938483] [INFO ] [sig ] GEL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:54.075317] [INFO ] [LOCAL ] Saved forecast: GEL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GEL.txt [2025-12-31T20:22:54.075445] [INFO ] [sig ] [1360/3534] Completed GEL in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:54.075483] [INFO ] [sig ] [1361/3534] Forecasting GEN... [2025-12-31T20:22:54.075513] [INFO ] [sig ] Generating forecast for: GEN [2025-12-31T20:22:54.075544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'. [2025-12-31T20:22:54.086775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEN'. [2025-12-31T20:22:54.087052] [INFO ] [FORECASTER] Starting predict_future for GEN [2025-12-31T20:22:54.087820] [DEBUG] [LOCAL ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt [2025-12-31T20:22:54.087871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:54.087902] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:54.087929] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:54.087986] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:54.143938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:54.144792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:54.144873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:54.144905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:54.266812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:54.266964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:54.267002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:54.267030] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:54.270374] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=24.89%) [2025-12-31T20:22:54.270662] [INFO ] [FORECASTER] Completed predict_future for GEN [2025-12-31T20:22:54.270784] [INFO ] [sig ] GEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:54.408644] [INFO ] [LOCAL ] Saved forecast: GEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GEN.txt [2025-12-31T20:22:54.408778] [INFO ] [sig ] [1361/3534] Completed GEN in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:54.408817] [INFO ] [sig ] [1362/3534] Forecasting GENI... [2025-12-31T20:22:54.408846] [INFO ] [sig ] Generating forecast for: GENI [2025-12-31T20:22:54.408876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-12-31T20:22:54.421120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENI'. [2025-12-31T20:22:54.421399] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-12-31T20:22:54.422178] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-12-31T20:22:54.422230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:54.422261] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:54.422287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:54.422347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:54.478811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:54.479655] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:54.479735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:54.479769] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:54.595683] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:54.595853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:54.595892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:54.595919] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:54.600123] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=72.82%) [2025-12-31T20:22:54.600414] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-12-31T20:22:54.600546] [INFO ] [sig ] GENI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:54.741271] [INFO ] [LOCAL ] Saved forecast: GENI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GENI.txt [2025-12-31T20:22:54.741420] [INFO ] [sig ] [1362/3534] Completed GENI in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:54.741469] [INFO ] [sig ] [1363/3534] Forecasting GENK... [2025-12-31T20:22:54.741501] [INFO ] [sig ] Generating forecast for: GENK [2025-12-31T20:22:54.741531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'. [2025-12-31T20:22:54.752336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GENK'. [2025-12-31T20:22:54.752640] [INFO ] [FORECASTER] Starting predict_future for GENK [2025-12-31T20:22:54.753389] [DEBUG] [LOCAL ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt [2025-12-31T20:22:54.753441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:54.753472] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:54.753498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:54.753556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:54.811296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:54.812066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:54.812147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:54.812180] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:54.934404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:54.934557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:54.934614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:54.934644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:54.937943] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=78.49%) [2025-12-31T20:22:54.938209] [INFO ] [FORECASTER] Completed predict_future for GENK [2025-12-31T20:22:54.938333] [INFO ] [sig ] GENK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:55.076188] [INFO ] [LOCAL ] Saved forecast: GENK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GENK.txt [2025-12-31T20:22:55.076336] [INFO ] [sig ] [1363/3534] Completed GENK in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:55.076377] [INFO ] [sig ] [1364/3534] Forecasting GEOS... [2025-12-31T20:22:55.076406] [INFO ] [sig ] Generating forecast for: GEOS [2025-12-31T20:22:55.076443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'. [2025-12-31T20:22:55.087827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEOS'. [2025-12-31T20:22:55.088093] [INFO ] [FORECASTER] Starting predict_future for GEOS [2025-12-31T20:22:55.088892] [DEBUG] [LOCAL ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt [2025-12-31T20:22:55.088944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:55.088975] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:55.089003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:55.089060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:55.144789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:55.145400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:55.145475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:55.145507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:55.267035] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:55.267191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:55.267230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:55.267258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:55.270674] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=18.69%) [2025-12-31T20:22:55.270942] [INFO ] [FORECASTER] Completed predict_future for GEOS [2025-12-31T20:22:55.271061] [INFO ] [sig ] GEOS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:55.409534] [INFO ] [LOCAL ] Saved forecast: GEOS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GEOS.txt [2025-12-31T20:22:55.409671] [INFO ] [sig ] [1364/3534] Completed GEOS in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:55.409712] [INFO ] [sig ] [1365/3534] Forecasting GERN... [2025-12-31T20:22:55.409740] [INFO ] [sig ] Generating forecast for: GERN [2025-12-31T20:22:55.409769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'. [2025-12-31T20:22:55.421220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GERN'. [2025-12-31T20:22:55.421501] [INFO ] [FORECASTER] Starting predict_future for GERN [2025-12-31T20:22:55.422438] [DEBUG] [LOCAL ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt [2025-12-31T20:22:55.422489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:55.422521] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:55.422547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:55.422622] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:55.481098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:55.481881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:55.481961] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:55.481995] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:55.601161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:55.601322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:55.601362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:55.601390] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:55.604726] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=1.67%) [2025-12-31T20:22:55.604993] [INFO ] [FORECASTER] Completed predict_future for GERN [2025-12-31T20:22:55.605111] [INFO ] [sig ] GERN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:55.744239] [INFO ] [LOCAL ] Saved forecast: GERN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GERN.txt [2025-12-31T20:22:55.744372] [INFO ] [sig ] [1365/3534] Completed GERN in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:55.744411] [INFO ] [sig ] [1366/3534] Forecasting GES... [2025-12-31T20:22:55.744441] [INFO ] [sig ] Generating forecast for: GES [2025-12-31T20:22:55.744472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-12-31T20:22:55.755858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GES'. [2025-12-31T20:22:55.756104] [INFO ] [FORECASTER] Starting predict_future for GES [2025-12-31T20:22:55.756868] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-12-31T20:22:55.756920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:55.756952] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:55.756980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:55.757038] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:55.814401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:55.815301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:55.815428] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:55.815464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:55.932443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:55.932616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:55.932659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:55.932688] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:55.936006] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=89.52%) [2025-12-31T20:22:55.936274] [INFO ] [FORECASTER] Completed predict_future for GES [2025-12-31T20:22:55.936396] [INFO ] [sig ] GES: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:56.074428] [INFO ] [LOCAL ] Saved forecast: GES 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GES.txt [2025-12-31T20:22:56.074551] [INFO ] [sig ] [1366/3534] Completed GES in 0.3s | 2.90 sym/s | Total: 7.8m | ETA: 12.5m [2025-12-31T20:22:56.074608] [INFO ] [sig ] [1367/3534] Forecasting GEVO... [2025-12-31T20:22:56.074639] [INFO ] [sig ] Generating forecast for: GEVO [2025-12-31T20:22:56.074668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'. [2025-12-31T20:22:56.085858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GEVO'. [2025-12-31T20:22:56.086110] [INFO ] [FORECASTER] Starting predict_future for GEVO [2025-12-31T20:22:56.086867] [DEBUG] [LOCAL ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt [2025-12-31T20:22:56.086918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:56.086950] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:56.086977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:56.087034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:56.143853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:56.144456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:56.144534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:56.144566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:56.263087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:56.263204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:56.263241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:56.263269] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:56.266466] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=85.22%) [2025-12-31T20:22:56.266748] [INFO ] [FORECASTER] Completed predict_future for GEVO [2025-12-31T20:22:56.266869] [INFO ] [sig ] GEVO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:56.405298] [INFO ] [LOCAL ] Saved forecast: GEVO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GEVO.txt [2025-12-31T20:22:56.405410] [INFO ] [sig ] [1367/3534] Completed GEVO in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.5m [2025-12-31T20:22:56.405449] [INFO ] [sig ] [1368/3534] Forecasting GFF... [2025-12-31T20:22:56.405478] [INFO ] [sig ] Generating forecast for: GFF [2025-12-31T20:22:56.405507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-12-31T20:22:56.416461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFF'. [2025-12-31T20:22:56.416733] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-12-31T20:22:56.417478] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-12-31T20:22:56.417530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:56.417561] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:56.417609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:56.417668] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:56.475526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:56.476123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:56.476198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:56.476231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:56.589015] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:56.589156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:56.589194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:56.589223] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:56.592522] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=93.45%) [2025-12-31T20:22:56.592808] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-12-31T20:22:56.592927] [INFO ] [sig ] GFF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:56.732853] [INFO ] [LOCAL ] Saved forecast: GFF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GFF.txt [2025-12-31T20:22:56.733014] [INFO ] [sig ] [1368/3534] Completed GFF in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:56.733055] [INFO ] [sig ] [1369/3534] Forecasting GFI... [2025-12-31T20:22:56.733085] [INFO ] [sig ] Generating forecast for: GFI [2025-12-31T20:22:56.733115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-12-31T20:22:56.750726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFI'. [2025-12-31T20:22:56.751155] [INFO ] [FORECASTER] Starting predict_future for GFI [2025-12-31T20:22:56.752029] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-12-31T20:22:56.752084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:56.752118] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:56.752147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:56.752206] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:56.812266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:56.813184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:56.813270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:56.813303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:56.942777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:56.942956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:56.942997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:56.943026] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:56.946446] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=97.75%) [2025-12-31T20:22:56.946741] [INFO ] [FORECASTER] Completed predict_future for GFI [2025-12-31T20:22:56.946865] [INFO ] [sig ] GFI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:57.092937] [INFO ] [LOCAL ] Saved forecast: GFI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GFI.txt [2025-12-31T20:22:57.093094] [INFO ] [sig ] [1369/3534] Completed GFI in 0.4s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:57.093134] [INFO ] [sig ] [1370/3534] Forecasting GFL... [2025-12-31T20:22:57.093163] [INFO ] [sig ] Generating forecast for: GFL [2025-12-31T20:22:57.093194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-12-31T20:22:57.104410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFL'. [2025-12-31T20:22:57.104684] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-12-31T20:22:57.105430] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-12-31T20:22:57.105480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:57.105512] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:57.105538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:57.105612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:57.161948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:57.162538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:57.162630] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:57.162664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:57.284102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:57.284235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:57.284273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:57.284303] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:57.287612] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=60.53%) [2025-12-31T20:22:57.287877] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-12-31T20:22:57.288000] [INFO ] [sig ] GFL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:57.427053] [INFO ] [LOCAL ] Saved forecast: GFL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GFL.txt [2025-12-31T20:22:57.427164] [INFO ] [sig ] [1370/3534] Completed GFL in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:57.427202] [INFO ] [sig ] [1371/3534] Forecasting GFS... [2025-12-31T20:22:57.427232] [INFO ] [sig ] Generating forecast for: GFS [2025-12-31T20:22:57.427261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'. [2025-12-31T20:22:57.438879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GFS'. [2025-12-31T20:22:57.439160] [INFO ] [FORECASTER] Starting predict_future for GFS [2025-12-31T20:22:57.439968] [DEBUG] [LOCAL ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt [2025-12-31T20:22:57.440020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:57.440052] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:57.440078] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:57.440135] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:57.498476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:57.499100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:57.499180] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:57.499215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:57.616678] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:57.616798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:57.616835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:57.616864] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:57.620061] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=23.52%) [2025-12-31T20:22:57.620324] [INFO ] [FORECASTER] Completed predict_future for GFS [2025-12-31T20:22:57.620444] [INFO ] [sig ] GFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:57.759563] [INFO ] [LOCAL ] Saved forecast: GFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GFS.txt [2025-12-31T20:22:57.759744] [INFO ] [sig ] [1371/3534] Completed GFS in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:57.759784] [INFO ] [sig ] [1372/3534] Forecasting GGAL... [2025-12-31T20:22:57.759814] [INFO ] [sig ] Generating forecast for: GGAL [2025-12-31T20:22:57.759844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'. [2025-12-31T20:22:57.785223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGAL'. [2025-12-31T20:22:57.785501] [INFO ] [FORECASTER] Starting predict_future for GGAL [2025-12-31T20:22:57.786258] [DEBUG] [LOCAL ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt [2025-12-31T20:22:57.786310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:57.786342] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:57.786368] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:57.786425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:57.843771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:57.844350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:57.844424] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:57.844456] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:57.965621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:57.965769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:57.965808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:57.965837] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:57.969134] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: UP (p=66.57%) [2025-12-31T20:22:57.969556] [INFO ] [FORECASTER] Completed predict_future for GGAL [2025-12-31T20:22:57.969708] [INFO ] [sig ] GGAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:58.108552] [INFO ] [LOCAL ] Saved forecast: GGAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GGAL.txt [2025-12-31T20:22:58.108692] [INFO ] [sig ] [1372/3534] Completed GGAL in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:58.108731] [INFO ] [sig ] [1373/3534] Forecasting GGB... [2025-12-31T20:22:58.108760] [INFO ] [sig ] Generating forecast for: GGB [2025-12-31T20:22:58.108790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-12-31T20:22:58.123172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGB'. [2025-12-31T20:22:58.123441] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-12-31T20:22:58.124223] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-12-31T20:22:58.124275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:58.124342] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:58.124372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:58.124431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:58.180949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:58.181551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:58.181642] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:58.181675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:58.301537] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:58.301699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:58.301738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:58.301767] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:58.305058] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=13.41%) [2025-12-31T20:22:58.305323] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-12-31T20:22:58.305443] [INFO ] [sig ] GGB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:58.444302] [INFO ] [LOCAL ] Saved forecast: GGB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GGB.txt [2025-12-31T20:22:58.444434] [INFO ] [sig ] [1373/3534] Completed GGB in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:58.444474] [INFO ] [sig ] [1374/3534] Forecasting GGG... [2025-12-31T20:22:58.444503] [INFO ] [sig ] Generating forecast for: GGG [2025-12-31T20:22:58.444532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-12-31T20:22:58.455922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGG'. [2025-12-31T20:22:58.456202] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-12-31T20:22:58.456988] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-12-31T20:22:58.457040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:58.457071] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:58.457098] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:58.457155] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:58.513770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:58.514437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:58.514516] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:58.514551] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:58.632877] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:58.633030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:58.633070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:58.633099] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:58.636444] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=99.26%) [2025-12-31T20:22:58.636739] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-12-31T20:22:58.636861] [INFO ] [sig ] GGG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:58.777096] [INFO ] [LOCAL ] Saved forecast: GGG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GGG.txt [2025-12-31T20:22:58.777261] [INFO ] [sig ] [1374/3534] Completed GGG in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:58.777300] [INFO ] [sig ] [1375/3534] Forecasting GGLL... [2025-12-31T20:22:58.777329] [INFO ] [sig ] Generating forecast for: GGLL [2025-12-31T20:22:58.777360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'. [2025-12-31T20:22:58.788527] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLL'. [2025-12-31T20:22:58.788842] [INFO ] [FORECASTER] Starting predict_future for GGLL [2025-12-31T20:22:58.789662] [DEBUG] [LOCAL ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt [2025-12-31T20:22:58.789714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:58.789746] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:58.789771] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:58.789828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:58.846823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:58.847700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:58.847779] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:58.847811] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:58.964788] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:58.964946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:58.964985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:58.965013] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:58.968327] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=37.83%) [2025-12-31T20:22:58.968645] [INFO ] [FORECASTER] Completed predict_future for GGLL [2025-12-31T20:22:58.968768] [INFO ] [sig ] GGLL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:59.108212] [INFO ] [LOCAL ] Saved forecast: GGLL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GGLL.txt [2025-12-31T20:22:59.108337] [INFO ] [sig ] [1375/3534] Completed GGLL in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:59.108375] [INFO ] [sig ] [1376/3534] Forecasting GGLS... [2025-12-31T20:22:59.108406] [INFO ] [sig ] Generating forecast for: GGLS [2025-12-31T20:22:59.108437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'. [2025-12-31T20:22:59.119809] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GGLS'. [2025-12-31T20:22:59.120074] [INFO ] [FORECASTER] Starting predict_future for GGLS [2025-12-31T20:22:59.120871] [DEBUG] [LOCAL ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt [2025-12-31T20:22:59.120922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:59.120953] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:59.120980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:59.121037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:59.180899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:59.181689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:59.181767] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:59.181800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:59.301351] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:59.301511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:59.301550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:59.301627] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:59.305009] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=16.43%) [2025-12-31T20:22:59.305286] [INFO ] [FORECASTER] Completed predict_future for GGLS [2025-12-31T20:22:59.305410] [INFO ] [sig ] GGLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:22:59.444261] [INFO ] [LOCAL ] Saved forecast: GGLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GGLS.txt [2025-12-31T20:22:59.444393] [INFO ] [sig ] [1376/3534] Completed GGLS in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:59.444439] [INFO ] [sig ] [1377/3534] Forecasting GH... [2025-12-31T20:22:59.444468] [INFO ] [sig ] Generating forecast for: GH [2025-12-31T20:22:59.444501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'. [2025-12-31T20:22:59.455714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GH'. [2025-12-31T20:22:59.455984] [INFO ] [FORECASTER] Starting predict_future for GH [2025-12-31T20:22:59.456763] [DEBUG] [LOCAL ] No optimal features file found for GH: ./output/feature-sets/GH.txt [2025-12-31T20:22:59.456815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:59.456846] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:59.456872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:59.456929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:59.513359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:59.514011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:59.514088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:59.514120] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:59.636097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:59.636237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:59.636275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:59.636305] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:59.639636] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=75.10%) [2025-12-31T20:22:59.639905] [INFO ] [FORECASTER] Completed predict_future for GH [2025-12-31T20:22:59.640025] [INFO ] [sig ] GH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:22:59.782397] [INFO ] [LOCAL ] Saved forecast: GH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GH.txt [2025-12-31T20:22:59.782539] [INFO ] [sig ] [1377/3534] Completed GH in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:22:59.782599] [INFO ] [sig ] [1378/3534] Forecasting GHI... [2025-12-31T20:22:59.782632] [INFO ] [sig ] Generating forecast for: GHI [2025-12-31T20:22:59.782663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-12-31T20:22:59.794440] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHI'. [2025-12-31T20:22:59.794770] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-12-31T20:22:59.795548] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-12-31T20:22:59.795619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:22:59.795653] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:22:59.795682] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:22:59.795741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:22:59.855343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:22:59.856233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:22:59.856317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:22:59.856350] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:22:59.975946] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:22:59.976106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:22:59.976148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:22:59.976181] [INFO ] [FORECASTER] Training complete [2025-12-31T20:22:59.979636] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=8.64%) [2025-12-31T20:22:59.979929] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-12-31T20:22:59.980077] [INFO ] [sig ] GHI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:00.139991] [INFO ] [LOCAL ] Saved forecast: GHI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GHI.txt [2025-12-31T20:23:00.140147] [INFO ] [sig ] [1378/3534] Completed GHI in 0.4s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:23:00.140190] [INFO ] [sig ] [1379/3534] Forecasting GHM... [2025-12-31T20:23:00.140220] [INFO ] [sig ] Generating forecast for: GHM [2025-12-31T20:23:00.140252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-12-31T20:23:00.151713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHM'. [2025-12-31T20:23:00.152001] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-12-31T20:23:00.152780] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-12-31T20:23:00.152833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:00.152865] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:00.152891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:00.152948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:00.209617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:00.210278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:00.210357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:00.210390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:00.331011] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:00.331160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:00.331200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:00.331228] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:00.334596] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=51.46%) [2025-12-31T20:23:00.334870] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-12-31T20:23:00.334990] [INFO ] [sig ] GHM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:00.474127] [INFO ] [LOCAL ] Saved forecast: GHM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GHM.txt [2025-12-31T20:23:00.474259] [INFO ] [sig ] [1379/3534] Completed GHM in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:23:00.474298] [INFO ] [sig ] [1380/3534] Forecasting GHRS... [2025-12-31T20:23:00.474327] [INFO ] [sig ] Generating forecast for: GHRS [2025-12-31T20:23:00.474358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'. [2025-12-31T20:23:00.485436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHRS'. [2025-12-31T20:23:00.485746] [INFO ] [FORECASTER] Starting predict_future for GHRS [2025-12-31T20:23:00.486504] [DEBUG] [LOCAL ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt [2025-12-31T20:23:00.486556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:00.486610] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:00.486639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:00.486697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:00.542781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:00.543394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:00.543470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:00.543503] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:00.666671] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:00.666825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:00.666868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:00.666914] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:00.670370] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=44.66%) [2025-12-31T20:23:00.670704] [INFO ] [FORECASTER] Completed predict_future for GHRS [2025-12-31T20:23:00.670830] [INFO ] [sig ] GHRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:00.816459] [INFO ] [LOCAL ] Saved forecast: GHRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GHRS.txt [2025-12-31T20:23:00.816623] [INFO ] [sig ] [1380/3534] Completed GHRS in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:23:00.816666] [INFO ] [sig ] [1381/3534] Forecasting GHY... [2025-12-31T20:23:00.816696] [INFO ] [sig ] Generating forecast for: GHY [2025-12-31T20:23:00.816727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-12-31T20:23:00.828379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GHY'. [2025-12-31T20:23:00.828684] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-12-31T20:23:00.829473] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-12-31T20:23:00.829526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:00.829558] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:00.829610] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:00.829672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:00.888559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:00.889518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:00.889641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:00.889677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:01.006875] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:01.007039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:01.007080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:01.007111] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:01.010662] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=19.67%) [2025-12-31T20:23:01.010962] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-12-31T20:23:01.011092] [INFO ] [sig ] GHY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:01.154291] [INFO ] [LOCAL ] Saved forecast: GHY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GHY.txt [2025-12-31T20:23:01.154448] [INFO ] [sig ] [1381/3534] Completed GHY in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:23:01.154490] [INFO ] [sig ] [1382/3534] Forecasting GIB... [2025-12-31T20:23:01.154520] [INFO ] [sig ] Generating forecast for: GIB [2025-12-31T20:23:01.154550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-12-31T20:23:01.166338] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIB'. [2025-12-31T20:23:01.166738] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-12-31T20:23:01.167499] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-12-31T20:23:01.167551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:01.167610] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:01.167639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:01.167697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:01.225370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:01.226053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:01.226149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:01.226182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:01.343881] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:01.344039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:01.344079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:01.344107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:01.347471] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=81.88%) [2025-12-31T20:23:01.347783] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-12-31T20:23:01.347902] [INFO ] [sig ] GIB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:01.488245] [INFO ] [LOCAL ] Saved forecast: GIB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GIB.txt [2025-12-31T20:23:01.489062] [INFO ] [sig ] [1382/3534] Completed GIB in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:23:01.489106] [INFO ] [sig ] [1383/3534] Forecasting GIFI... [2025-12-31T20:23:01.489136] [INFO ] [sig ] Generating forecast for: GIFI [2025-12-31T20:23:01.489166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'. [2025-12-31T20:23:01.500147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIFI'. [2025-12-31T20:23:01.500409] [INFO ] [FORECASTER] Starting predict_future for GIFI [2025-12-31T20:23:01.501178] [DEBUG] [LOCAL ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt [2025-12-31T20:23:01.501230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:01.501262] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:01.501290] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:01.501348] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:01.558114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:01.558769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:01.558872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:01.558906] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:01.675866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:01.676028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:01.676069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:01.676099] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:01.679537] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: DOWN (p=29.48%) [2025-12-31T20:23:01.679834] [INFO ] [FORECASTER] Completed predict_future for GIFI [2025-12-31T20:23:01.679960] [INFO ] [sig ] GIFI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:01.826340] [INFO ] [LOCAL ] Saved forecast: GIFI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GIFI.txt [2025-12-31T20:23:01.826498] [INFO ] [sig ] [1383/3534] Completed GIFI in 0.3s | 2.90 sym/s | Total: 7.9m | ETA: 12.4m [2025-12-31T20:23:01.826544] [INFO ] [sig ] [1384/3534] Forecasting GIII... [2025-12-31T20:23:01.826597] [INFO ] [sig ] Generating forecast for: GIII [2025-12-31T20:23:01.826631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'. [2025-12-31T20:23:01.838072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIII'. [2025-12-31T20:23:01.838435] [INFO ] [FORECASTER] Starting predict_future for GIII [2025-12-31T20:23:01.839217] [DEBUG] [LOCAL ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt [2025-12-31T20:23:01.839286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:01.839321] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:01.839360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:01.839420] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:01.898540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:01.899467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:01.899563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:01.899617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:02.021672] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:02.021839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:02.021878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:02.021907] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:02.025387] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: DOWN (p=19.37%) [2025-12-31T20:23:02.025698] [INFO ] [FORECASTER] Completed predict_future for GIII [2025-12-31T20:23:02.025830] [INFO ] [sig ] GIII: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:02.170344] [INFO ] [LOCAL ] Saved forecast: GIII 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GIII.txt [2025-12-31T20:23:02.170505] [INFO ] [sig ] [1384/3534] Completed GIII in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.4m [2025-12-31T20:23:02.170554] [INFO ] [sig ] [1385/3534] Forecasting GIL... [2025-12-31T20:23:02.170616] [INFO ] [sig ] Generating forecast for: GIL [2025-12-31T20:23:02.170655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-12-31T20:23:02.181991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIL'. [2025-12-31T20:23:02.182356] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-12-31T20:23:02.183140] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-12-31T20:23:02.183193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:02.183225] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:02.183252] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:02.183309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:02.244860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:02.246099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:02.246213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:02.246247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:02.369907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:02.370054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:02.370094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:02.370122] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:02.373503] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=80.28%) [2025-12-31T20:23:02.373791] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-12-31T20:23:02.373914] [INFO ] [sig ] GIL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:02.515193] [INFO ] [LOCAL ] Saved forecast: GIL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GIL.txt [2025-12-31T20:23:02.515322] [INFO ] [sig ] [1385/3534] Completed GIL in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:02.515370] [INFO ] [sig ] [1386/3534] Forecasting GILD... [2025-12-31T20:23:02.515401] [INFO ] [sig ] Generating forecast for: GILD [2025-12-31T20:23:02.515430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'. [2025-12-31T20:23:02.527221] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GILD'. [2025-12-31T20:23:02.527498] [INFO ] [FORECASTER] Starting predict_future for GILD [2025-12-31T20:23:02.528318] [DEBUG] [LOCAL ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt [2025-12-31T20:23:02.528370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:02.528402] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:02.528429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:02.528491] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:02.585933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:02.586648] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:02.586738] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:02.586771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:02.706535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:02.706701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:02.706742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:02.706771] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:02.710130] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=0.27%) [2025-12-31T20:23:02.710424] [INFO ] [FORECASTER] Completed predict_future for GILD [2025-12-31T20:23:02.710558] [INFO ] [sig ] GILD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:02.851385] [INFO ] [LOCAL ] Saved forecast: GILD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GILD.txt [2025-12-31T20:23:02.851604] [INFO ] [sig ] [1386/3534] Completed GILD in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:02.851648] [INFO ] [sig ] [1387/3534] Forecasting GIS... [2025-12-31T20:23:02.851678] [INFO ] [sig ] Generating forecast for: GIS [2025-12-31T20:23:02.851709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-12-31T20:23:02.862917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GIS'. [2025-12-31T20:23:02.863237] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-12-31T20:23:02.864011] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-12-31T20:23:02.864064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:02.864096] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:02.864123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:02.864181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:02.921455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:02.922139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:02.922217] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:02.922249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:03.041248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:03.041401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:03.041440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:03.041470] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:03.044991] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-12-31T20:23:03.045270] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-12-31T20:23:03.045389] [INFO ] [sig ] GIS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:03.185907] [INFO ] [LOCAL ] Saved forecast: GIS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GIS.txt [2025-12-31T20:23:03.186046] [INFO ] [sig ] [1387/3534] Completed GIS in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:03.186086] [INFO ] [sig ] [1388/3534] Forecasting GKOS... [2025-12-31T20:23:03.186116] [INFO ] [sig ] Generating forecast for: GKOS [2025-12-31T20:23:03.186157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-12-31T20:23:03.197992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GKOS'. [2025-12-31T20:23:03.198316] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-12-31T20:23:03.199179] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-12-31T20:23:03.199232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:03.199283] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:03.199311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:03.199369] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:03.256670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:03.257367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:03.257448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:03.257479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:03.377830] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:03.377982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:03.378022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:03.378050] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:03.381388] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=4.53%) [2025-12-31T20:23:03.381680] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-12-31T20:23:03.381801] [INFO ] [sig ] GKOS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:03.520149] [INFO ] [LOCAL ] Saved forecast: GKOS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GKOS.txt [2025-12-31T20:23:03.520273] [INFO ] [sig ] [1388/3534] Completed GKOS in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:03.520311] [INFO ] [sig ] [1389/3534] Forecasting GL... [2025-12-31T20:23:03.520341] [INFO ] [sig ] Generating forecast for: GL [2025-12-31T20:23:03.520372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-12-31T20:23:03.532297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GL'. [2025-12-31T20:23:03.532627] [INFO ] [FORECASTER] Starting predict_future for GL [2025-12-31T20:23:03.533381] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-12-31T20:23:03.533433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:03.533465] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:03.533492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:03.533549] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:03.590655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:03.591323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:03.591401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:03.591433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:03.712665] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:03.712822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:03.712860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:03.712889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:03.716240] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=45.62%) [2025-12-31T20:23:03.716509] [INFO ] [FORECASTER] Completed predict_future for GL [2025-12-31T20:23:03.716647] [INFO ] [sig ] GL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:03.855260] [INFO ] [LOCAL ] Saved forecast: GL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GL.txt [2025-12-31T20:23:03.855393] [INFO ] [sig ] [1389/3534] Completed GL in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:03.855432] [INFO ] [sig ] [1390/3534] Forecasting GLAD... [2025-12-31T20:23:03.855463] [INFO ] [sig ] Generating forecast for: GLAD [2025-12-31T20:23:03.855493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'. [2025-12-31T20:23:03.867510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLAD'. [2025-12-31T20:23:03.867819] [INFO ] [FORECASTER] Starting predict_future for GLAD [2025-12-31T20:23:03.868588] [DEBUG] [LOCAL ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt [2025-12-31T20:23:03.868640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:03.868696] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:03.868725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:03.868783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:03.925503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:03.926368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:03.926446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:03.926478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:04.048418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:04.048599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:04.048652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:04.048690] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:04.052554] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=39.66%) [2025-12-31T20:23:04.052843] [INFO ] [FORECASTER] Completed predict_future for GLAD [2025-12-31T20:23:04.052965] [INFO ] [sig ] GLAD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:04.197091] [INFO ] [LOCAL ] Saved forecast: GLAD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GLAD.txt [2025-12-31T20:23:04.197242] [INFO ] [sig ] [1390/3534] Completed GLAD in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:04.197283] [INFO ] [sig ] [1391/3534] Forecasting GLBE... [2025-12-31T20:23:04.197312] [INFO ] [sig ] Generating forecast for: GLBE [2025-12-31T20:23:04.197353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'. [2025-12-31T20:23:04.209538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBE'. [2025-12-31T20:23:04.209896] [INFO ] [FORECASTER] Starting predict_future for GLBE [2025-12-31T20:23:04.210758] [DEBUG] [LOCAL ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt [2025-12-31T20:23:04.210812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:04.210845] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:04.210873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:04.210932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:04.269871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:04.270653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:04.270745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:04.270777] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:04.392947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:04.393102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:04.393141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:04.393170] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:04.396526] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=91.24%) [2025-12-31T20:23:04.396818] [INFO ] [FORECASTER] Completed predict_future for GLBE [2025-12-31T20:23:04.396940] [INFO ] [sig ] GLBE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:04.538107] [INFO ] [LOCAL ] Saved forecast: GLBE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLBE.txt [2025-12-31T20:23:04.538242] [INFO ] [sig ] [1391/3534] Completed GLBE in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:04.538283] [INFO ] [sig ] [1392/3534] Forecasting GLBS... [2025-12-31T20:23:04.538312] [INFO ] [sig ] Generating forecast for: GLBS [2025-12-31T20:23:04.538342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'. [2025-12-31T20:23:04.549053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLBS'. [2025-12-31T20:23:04.549349] [INFO ] [FORECASTER] Starting predict_future for GLBS [2025-12-31T20:23:04.550122] [DEBUG] [LOCAL ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt [2025-12-31T20:23:04.550173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:04.550207] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:04.550233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:04.550290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:04.611871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:04.612884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:04.612979] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:04.613013] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:04.723388] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:04.723585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:04.723628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:04.723657] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:04.726994] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=95.81%) [2025-12-31T20:23:04.727262] [INFO ] [FORECASTER] Completed predict_future for GLBS [2025-12-31T20:23:04.727381] [INFO ] [sig ] GLBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:04.872653] [INFO ] [LOCAL ] Saved forecast: GLBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLBS.txt [2025-12-31T20:23:04.872817] [INFO ] [sig ] [1392/3534] Completed GLBS in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:04.872863] [INFO ] [sig ] [1393/3534] Forecasting GLDD... [2025-12-31T20:23:04.872894] [INFO ] [sig ] Generating forecast for: GLDD [2025-12-31T20:23:04.872933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'. [2025-12-31T20:23:04.885617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLDD'. [2025-12-31T20:23:04.885930] [INFO ] [FORECASTER] Starting predict_future for GLDD [2025-12-31T20:23:04.886763] [DEBUG] [LOCAL ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt [2025-12-31T20:23:04.886816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:04.886849] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:04.886876] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:04.886945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:04.944049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:04.944711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:04.944788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:04.944820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:05.078088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:05.078262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:05.078320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:05.078395] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:05.081995] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=23.73%) [2025-12-31T20:23:05.082281] [INFO ] [FORECASTER] Completed predict_future for GLDD [2025-12-31T20:23:05.082407] [INFO ] [sig ] GLDD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:05.237954] [INFO ] [LOCAL ] Saved forecast: GLDD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GLDD.txt [2025-12-31T20:23:05.238108] [INFO ] [sig ] [1393/3534] Completed GLDD in 0.4s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:05.238148] [INFO ] [sig ] [1394/3534] Forecasting GLNG... [2025-12-31T20:23:05.238179] [INFO ] [sig ] Generating forecast for: GLNG [2025-12-31T20:23:05.238210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'. [2025-12-31T20:23:05.249528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLNG'. [2025-12-31T20:23:05.249866] [INFO ] [FORECASTER] Starting predict_future for GLNG [2025-12-31T20:23:05.250656] [DEBUG] [LOCAL ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt [2025-12-31T20:23:05.250708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:05.250740] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:05.250767] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:05.250824] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:05.307371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:05.308005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:05.308087] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:05.308119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:05.428161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:05.428309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:05.428347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:05.428376] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:05.431719] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=2.56%) [2025-12-31T20:23:05.431990] [INFO ] [FORECASTER] Completed predict_future for GLNG [2025-12-31T20:23:05.432110] [INFO ] [sig ] GLNG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:05.571032] [INFO ] [LOCAL ] Saved forecast: GLNG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GLNG.txt [2025-12-31T20:23:05.571173] [INFO ] [sig ] [1394/3534] Completed GLNG in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:05.571213] [INFO ] [sig ] [1395/3534] Forecasting GLOB... [2025-12-31T20:23:05.571243] [INFO ] [sig ] Generating forecast for: GLOB [2025-12-31T20:23:05.571272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-12-31T20:23:05.582426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLOB'. [2025-12-31T20:23:05.582731] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-12-31T20:23:05.583476] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-12-31T20:23:05.583528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:05.583560] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:05.583613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:05.583684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:05.640076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:05.640721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:05.640799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:05.640833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:05.758855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:05.759009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:05.759047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:05.759077] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:05.762508] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=87.38%) [2025-12-31T20:23:05.762814] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-12-31T20:23:05.762943] [INFO ] [sig ] GLOB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:05.901657] [INFO ] [LOCAL ] Saved forecast: GLOB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLOB.txt [2025-12-31T20:23:05.901788] [INFO ] [sig ] [1395/3534] Completed GLOB in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:05.901827] [INFO ] [sig ] [1396/3534] Forecasting GLP... [2025-12-31T20:23:05.901858] [INFO ] [sig ] Generating forecast for: GLP [2025-12-31T20:23:05.901889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-12-31T20:23:05.913488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLP'. [2025-12-31T20:23:05.913806] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-12-31T20:23:05.914567] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-12-31T20:23:05.914652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:05.914691] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:05.914724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:05.914790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:05.973034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:05.973832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:05.973923] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:05.973961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:06.104353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:06.104534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:06.104610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:06.104664] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:06.113721] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=95.35%) [2025-12-31T20:23:06.114342] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-12-31T20:23:06.114543] [INFO ] [sig ] GLP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:06.258827] [INFO ] [LOCAL ] Saved forecast: GLP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLP.txt [2025-12-31T20:23:06.258983] [INFO ] [sig ] [1396/3534] Completed GLP in 0.4s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:06.259023] [INFO ] [sig ] [1397/3534] Forecasting GLPG... [2025-12-31T20:23:06.259053] [INFO ] [sig ] Generating forecast for: GLPG [2025-12-31T20:23:06.259083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'. [2025-12-31T20:23:06.270911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPG'. [2025-12-31T20:23:06.271260] [INFO ] [FORECASTER] Starting predict_future for GLPG [2025-12-31T20:23:06.272164] [DEBUG] [LOCAL ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt [2025-12-31T20:23:06.272228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:06.272261] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:06.272288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:06.272345] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:06.329351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:06.330091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:06.330180] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:06.330214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:06.452685] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:06.452841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:06.452881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:06.452910] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:06.456223] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=15.31%) [2025-12-31T20:23:06.456495] [INFO ] [FORECASTER] Completed predict_future for GLPG [2025-12-31T20:23:06.456632] [INFO ] [sig ] GLPG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:06.596630] [INFO ] [LOCAL ] Saved forecast: GLPG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GLPG.txt [2025-12-31T20:23:06.596790] [INFO ] [sig ] [1397/3534] Completed GLPG in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:06.596830] [INFO ] [sig ] [1398/3534] Forecasting GLPI... [2025-12-31T20:23:06.596860] [INFO ] [sig ] Generating forecast for: GLPI [2025-12-31T20:23:06.596891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'. [2025-12-31T20:23:06.608287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLPI'. [2025-12-31T20:23:06.608651] [INFO ] [FORECASTER] Starting predict_future for GLPI [2025-12-31T20:23:06.609463] [DEBUG] [LOCAL ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt [2025-12-31T20:23:06.609515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:06.609548] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:06.609597] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:06.609661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:06.666950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:06.667802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:06.667882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:06.667915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:06.783226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:06.783375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:06.783413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:06.783442] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:06.786769] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=26.83%) [2025-12-31T20:23:06.787043] [INFO ] [FORECASTER] Completed predict_future for GLPI [2025-12-31T20:23:06.787164] [INFO ] [sig ] GLPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:06.927524] [INFO ] [LOCAL ] Saved forecast: GLPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GLPI.txt [2025-12-31T20:23:06.927684] [INFO ] [sig ] [1398/3534] Completed GLPI in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:06.927733] [INFO ] [sig ] [1399/3534] Forecasting GLRE... [2025-12-31T20:23:06.927771] [INFO ] [sig ] Generating forecast for: GLRE [2025-12-31T20:23:06.927805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'. [2025-12-31T20:23:06.939552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLRE'. [2025-12-31T20:23:06.939885] [INFO ] [FORECASTER] Starting predict_future for GLRE [2025-12-31T20:23:06.940670] [DEBUG] [LOCAL ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt [2025-12-31T20:23:06.940722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:06.940754] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:06.940781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:06.940838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:06.998908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:06.999629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:06.999712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:06.999745] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:07.114429] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:07.114600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:07.114643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:07.114675] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:07.117991] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=53.08%) [2025-12-31T20:23:07.118260] [INFO ] [FORECASTER] Completed predict_future for GLRE [2025-12-31T20:23:07.118380] [INFO ] [sig ] GLRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:07.260316] [INFO ] [LOCAL ] Saved forecast: GLRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLRE.txt [2025-12-31T20:23:07.260446] [INFO ] [sig ] [1399/3534] Completed GLRE in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:07.260486] [INFO ] [sig ] [1400/3534] Forecasting GLSI... [2025-12-31T20:23:07.260515] [INFO ] [sig ] Generating forecast for: GLSI [2025-12-31T20:23:07.260544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'. [2025-12-31T20:23:07.271699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLSI'. [2025-12-31T20:23:07.271968] [INFO ] [FORECASTER] Starting predict_future for GLSI [2025-12-31T20:23:07.272754] [DEBUG] [LOCAL ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt [2025-12-31T20:23:07.272806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:07.272838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:07.272865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:07.272923] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:07.329931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:07.330635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:07.330741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:07.330775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:07.451930] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:07.452080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:07.452120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:07.452148] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:07.455525] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=55.67%) [2025-12-31T20:23:07.455824] [INFO ] [FORECASTER] Completed predict_future for GLSI [2025-12-31T20:23:07.455948] [INFO ] [sig ] GLSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:07.596978] [INFO ] [LOCAL ] Saved forecast: GLSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLSI.txt [2025-12-31T20:23:07.597117] [INFO ] [sig ] [1400/3534] Completed GLSI in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:07.597158] [INFO ] [sig ] [1401/3534] Forecasting GLTO... [2025-12-31T20:23:07.597188] [INFO ] [sig ] Generating forecast for: GLTO [2025-12-31T20:23:07.597219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'. [2025-12-31T20:23:07.607956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLTO'. [2025-12-31T20:23:07.608224] [INFO ] [FORECASTER] Starting predict_future for GLTO [2025-12-31T20:23:07.608990] [DEBUG] [LOCAL ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt [2025-12-31T20:23:07.609042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:07.609074] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:07.609100] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:07.609158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:07.666601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:07.667463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:07.667547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:07.667599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:07.786106] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:07.786294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:07.786347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:07.786378] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:07.790019] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: UP (p=61.25%) [2025-12-31T20:23:07.790307] [INFO ] [FORECASTER] Completed predict_future for GLTO [2025-12-31T20:23:07.790438] [INFO ] [sig ] GLTO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:07.931411] [INFO ] [LOCAL ] Saved forecast: GLTO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLTO.txt [2025-12-31T20:23:07.931537] [INFO ] [sig ] [1401/3534] Completed GLTO in 0.3s | 2.90 sym/s | Total: 8.0m | ETA: 12.3m [2025-12-31T20:23:07.931600] [INFO ] [sig ] [1402/3534] Forecasting GLUE... [2025-12-31T20:23:07.931641] [INFO ] [sig ] Generating forecast for: GLUE [2025-12-31T20:23:07.931678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'. [2025-12-31T20:23:07.942925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GLUE'. [2025-12-31T20:23:07.943199] [INFO ] [FORECASTER] Starting predict_future for GLUE [2025-12-31T20:23:07.944023] [DEBUG] [LOCAL ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt [2025-12-31T20:23:07.944075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:07.944107] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:07.944134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:07.944191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:08.001765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:08.002497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:08.002595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:08.002632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:08.126646] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:08.126797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:08.126839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:08.126868] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:08.130182] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=60.62%) [2025-12-31T20:23:08.130464] [INFO ] [FORECASTER] Completed predict_future for GLUE [2025-12-31T20:23:08.130604] [INFO ] [sig ] GLUE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:08.271840] [INFO ] [LOCAL ] Saved forecast: GLUE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GLUE.txt [2025-12-31T20:23:08.271975] [INFO ] [sig ] [1402/3534] Completed GLUE in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:08.272014] [INFO ] [sig ] [1403/3534] Forecasting GMAB... [2025-12-31T20:23:08.272044] [INFO ] [sig ] Generating forecast for: GMAB [2025-12-31T20:23:08.272074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'. [2025-12-31T20:23:08.283794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMAB'. [2025-12-31T20:23:08.284133] [INFO ] [FORECASTER] Starting predict_future for GMAB [2025-12-31T20:23:08.284982] [DEBUG] [LOCAL ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt [2025-12-31T20:23:08.285037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:08.285072] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:08.285099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:08.285158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:08.343760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:08.344363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:08.344439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:08.344472] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:08.465923] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:08.466076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:08.466115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:08.466146] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:08.469634] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=96.82%) [2025-12-31T20:23:08.469912] [INFO ] [FORECASTER] Completed predict_future for GMAB [2025-12-31T20:23:08.470034] [INFO ] [sig ] GMAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:08.612706] [INFO ] [LOCAL ] Saved forecast: GMAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GMAB.txt [2025-12-31T20:23:08.612878] [INFO ] [sig ] [1403/3534] Completed GMAB in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:08.612918] [INFO ] [sig ] [1404/3534] Forecasting GME... [2025-12-31T20:23:08.612948] [INFO ] [sig ] Generating forecast for: GME [2025-12-31T20:23:08.612980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-12-31T20:23:08.624532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GME'. [2025-12-31T20:23:08.624849] [INFO ] [FORECASTER] Starting predict_future for GME [2025-12-31T20:23:08.625639] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-12-31T20:23:08.625696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:08.625730] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:08.625757] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:08.625815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:08.684329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:08.684970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:08.685063] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:08.685107] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:08.807113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:08.807290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:08.807331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:08.807360] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:08.810840] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=68.59%) [2025-12-31T20:23:08.811125] [INFO ] [FORECASTER] Completed predict_future for GME [2025-12-31T20:23:08.811251] [INFO ] [sig ] GME: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:08.953935] [INFO ] [LOCAL ] Saved forecast: GME 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GME.txt [2025-12-31T20:23:08.954061] [INFO ] [sig ] [1404/3534] Completed GME in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:08.954099] [INFO ] [sig ] [1405/3534] Forecasting GMED... [2025-12-31T20:23:08.954129] [INFO ] [sig ] Generating forecast for: GMED [2025-12-31T20:23:08.954160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-12-31T20:23:08.965165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMED'. [2025-12-31T20:23:08.965417] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-12-31T20:23:08.966233] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-12-31T20:23:08.966286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:08.966318] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:08.966344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:08.966401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:09.025847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:09.026536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:09.026639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:09.026674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:09.147827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:09.147972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:09.148011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:09.148038] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:09.151387] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=71.91%) [2025-12-31T20:23:09.151684] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-12-31T20:23:09.151813] [INFO ] [sig ] GMED: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:09.296311] [INFO ] [LOCAL ] Saved forecast: GMED 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GMED.txt [2025-12-31T20:23:09.296472] [INFO ] [sig ] [1405/3534] Completed GMED in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:09.296515] [INFO ] [sig ] [1406/3534] Forecasting GMM... [2025-12-31T20:23:09.296545] [INFO ] [sig ] Generating forecast for: GMM [2025-12-31T20:23:09.296597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'. [2025-12-31T20:23:09.309299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMM'. [2025-12-31T20:23:09.309597] [INFO ] [FORECASTER] Starting predict_future for GMM [2025-12-31T20:23:09.310415] [DEBUG] [LOCAL ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt [2025-12-31T20:23:09.310467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:09.310501] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:09.310529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:09.310604] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:09.369312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:09.369994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:09.370081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:09.370114] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:09.478975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:09.479132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:09.479173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:09.479202] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:09.482636] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=0.43%) [2025-12-31T20:23:09.482910] [INFO ] [FORECASTER] Completed predict_future for GMM [2025-12-31T20:23:09.483029] [INFO ] [sig ] GMM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:09.629600] [INFO ] [LOCAL ] Saved forecast: GMM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GMM.txt [2025-12-31T20:23:09.629749] [INFO ] [sig ] [1406/3534] Completed GMM in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:09.629790] [INFO ] [sig ] [1407/3534] Forecasting GMRE... [2025-12-31T20:23:09.629820] [INFO ] [sig ] Generating forecast for: GMRE [2025-12-31T20:23:09.629850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-12-31T20:23:09.641146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GMRE'. [2025-12-31T20:23:09.641488] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-12-31T20:23:09.642266] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-12-31T20:23:09.642318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:09.642377] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:09.642406] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:09.642463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:09.711455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:09.712380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:09.712486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:09.712519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:09.834531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:09.834713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:09.834755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:09.834783] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:09.838207] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=80.21%) [2025-12-31T20:23:09.838498] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-12-31T20:23:09.838644] [INFO ] [sig ] GMRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:09.980839] [INFO ] [LOCAL ] Saved forecast: GMRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GMRE.txt [2025-12-31T20:23:09.980992] [INFO ] [sig ] [1407/3534] Completed GMRE in 0.4s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:09.981034] [INFO ] [sig ] [1408/3534] Forecasting GNE... [2025-12-31T20:23:09.981063] [INFO ] [sig ] Generating forecast for: GNE [2025-12-31T20:23:09.981094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-12-31T20:23:09.992492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNE'. [2025-12-31T20:23:09.992826] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-12-31T20:23:09.993627] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-12-31T20:23:09.993679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:09.993724] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:09.993763] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:09.993831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:10.051035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:10.051906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:10.051987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:10.052019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:10.166047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:10.166193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:10.166232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:10.166261] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:10.169592] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=90.80%) [2025-12-31T20:23:10.169867] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-12-31T20:23:10.169991] [INFO ] [sig ] GNE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:10.308688] [INFO ] [LOCAL ] Saved forecast: GNE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GNE.txt [2025-12-31T20:23:10.308833] [INFO ] [sig ] [1408/3534] Completed GNE in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:10.308874] [INFO ] [sig ] [1409/3534] Forecasting GNK... [2025-12-31T20:23:10.308904] [INFO ] [sig ] Generating forecast for: GNK [2025-12-31T20:23:10.308935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-12-31T20:23:10.320551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNK'. [2025-12-31T20:23:10.320846] [INFO ] [FORECASTER] Starting predict_future for GNK [2025-12-31T20:23:10.321645] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-12-31T20:23:10.321697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:10.321732] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:10.321760] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:10.321816] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:10.378628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:10.379278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:10.379361] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:10.379394] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:10.503664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:10.503831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:10.503874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:10.504081] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:10.507533] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=71.70%) [2025-12-31T20:23:10.507840] [INFO ] [FORECASTER] Completed predict_future for GNK [2025-12-31T20:23:10.507967] [INFO ] [sig ] GNK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:10.649681] [INFO ] [LOCAL ] Saved forecast: GNK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GNK.txt [2025-12-31T20:23:10.649835] [INFO ] [sig ] [1409/3534] Completed GNK in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:10.649877] [INFO ] [sig ] [1410/3534] Forecasting GNL... [2025-12-31T20:23:10.649909] [INFO ] [sig ] Generating forecast for: GNL [2025-12-31T20:23:10.649940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-12-31T20:23:10.661220] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNL'. [2025-12-31T20:23:10.661645] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-12-31T20:23:10.662520] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-12-31T20:23:10.662590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:10.662624] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:10.662651] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:10.662717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:10.721709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:10.722592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:10.722678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:10.722711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:10.846175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:10.846348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:10.846388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:10.846418] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:10.850300] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=7.99%) [2025-12-31T20:23:10.850609] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-12-31T20:23:10.850757] [INFO ] [sig ] GNL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:10.992344] [INFO ] [LOCAL ] Saved forecast: GNL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GNL.txt [2025-12-31T20:23:10.992503] [INFO ] [sig ] [1410/3534] Completed GNL in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:10.992542] [INFO ] [sig ] [1411/3534] Forecasting GNLN... [2025-12-31T20:23:10.992590] [INFO ] [sig ] Generating forecast for: GNLN [2025-12-31T20:23:10.992624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'. [2025-12-31T20:23:11.003373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLN'. [2025-12-31T20:23:11.003718] [INFO ] [FORECASTER] Starting predict_future for GNLN [2025-12-31T20:23:11.004474] [DEBUG] [LOCAL ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt [2025-12-31T20:23:11.004525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:11.004557] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:11.004604] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:11.004663] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:11.061691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:11.062744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:11.062828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:11.062860] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:11.176841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:11.177004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:11.177046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:11.177075] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:11.180479] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: DOWN (p=46.62%) [2025-12-31T20:23:11.180792] [INFO ] [FORECASTER] Completed predict_future for GNLN [2025-12-31T20:23:11.180938] [INFO ] [sig ] GNLN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:11.325239] [INFO ] [LOCAL ] Saved forecast: GNLN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GNLN.txt [2025-12-31T20:23:11.325406] [INFO ] [sig ] [1411/3534] Completed GNLN in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:11.325453] [INFO ] [sig ] [1412/3534] Forecasting GNLX... [2025-12-31T20:23:11.325484] [INFO ] [sig ] Generating forecast for: GNLX [2025-12-31T20:23:11.325515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'. [2025-12-31T20:23:11.336862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNLX'. [2025-12-31T20:23:11.337363] [INFO ] [FORECASTER] Starting predict_future for GNLX [2025-12-31T20:23:11.338306] [DEBUG] [LOCAL ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt [2025-12-31T20:23:11.338358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:11.338388] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:11.338414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:11.338472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:11.396235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:11.397116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:11.397202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:11.397235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:11.523332] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:11.523509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:11.523561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:11.523621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:11.527226] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: DOWN (p=33.98%) [2025-12-31T20:23:11.527522] [INFO ] [FORECASTER] Completed predict_future for GNLX [2025-12-31T20:23:11.527678] [INFO ] [sig ] GNLX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:11.667004] [INFO ] [LOCAL ] Saved forecast: GNLX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GNLX.txt [2025-12-31T20:23:11.667148] [INFO ] [sig ] [1412/3534] Completed GNLX in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:11.667188] [INFO ] [sig ] [1413/3534] Forecasting GNMA... [2025-12-31T20:23:11.667219] [INFO ] [sig ] Generating forecast for: GNMA [2025-12-31T20:23:11.667249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'. [2025-12-31T20:23:11.678617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNMA'. [2025-12-31T20:23:11.678927] [INFO ] [FORECASTER] Starting predict_future for GNMA [2025-12-31T20:23:11.679733] [DEBUG] [LOCAL ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt [2025-12-31T20:23:11.679784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:11.679815] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:11.679843] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:11.679902] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:11.737370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:11.738202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:11.738286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:11.738321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:11.856875] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:11.857251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:11.857295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:11.857322] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:11.861044] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=78.91%) [2025-12-31T20:23:11.861322] [INFO ] [FORECASTER] Completed predict_future for GNMA [2025-12-31T20:23:11.861474] [INFO ] [sig ] GNMA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:12.000541] [INFO ] [LOCAL ] Saved forecast: GNMA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GNMA.txt [2025-12-31T20:23:12.000705] [INFO ] [sig ] [1413/3534] Completed GNMA in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:12.000749] [INFO ] [sig ] [1414/3534] Forecasting GNOM... [2025-12-31T20:23:12.000783] [INFO ] [sig ] Generating forecast for: GNOM [2025-12-31T20:23:12.000814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'. [2025-12-31T20:23:12.012813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNOM'. [2025-12-31T20:23:12.013246] [INFO ] [FORECASTER] Starting predict_future for GNOM [2025-12-31T20:23:12.014085] [DEBUG] [LOCAL ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt [2025-12-31T20:23:12.014139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:12.014171] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:12.014198] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:12.014255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:12.072247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:12.073147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:12.073233] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:12.073268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:12.189399] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:12.189559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:12.189618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:12.189649] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:12.193007] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=55.04%) [2025-12-31T20:23:12.193293] [INFO ] [FORECASTER] Completed predict_future for GNOM [2025-12-31T20:23:12.193420] [INFO ] [sig ] GNOM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:12.337298] [INFO ] [LOCAL ] Saved forecast: GNOM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GNOM.txt [2025-12-31T20:23:12.337461] [INFO ] [sig ] [1414/3534] Completed GNOM in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:12.337503] [INFO ] [sig ] [1415/3534] Forecasting GNPX... [2025-12-31T20:23:12.337534] [INFO ] [sig ] Generating forecast for: GNPX [2025-12-31T20:23:12.337564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'. [2025-12-31T20:23:12.349076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNPX'. [2025-12-31T20:23:12.349487] [INFO ] [FORECASTER] Starting predict_future for GNPX [2025-12-31T20:23:12.350306] [DEBUG] [LOCAL ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt [2025-12-31T20:23:12.350361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:12.350394] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:12.350421] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:12.350481] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:12.419991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:12.421112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:12.421215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:12.421257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:12.538273] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:12.538414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:12.538453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:12.538499] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:12.541884] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=15.24%) [2025-12-31T20:23:12.542175] [INFO ] [FORECASTER] Completed predict_future for GNPX [2025-12-31T20:23:12.542300] [INFO ] [sig ] GNPX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:12.684204] [INFO ] [LOCAL ] Saved forecast: GNPX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GNPX.txt [2025-12-31T20:23:12.684322] [INFO ] [sig ] [1415/3534] Completed GNPX in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:12.684362] [INFO ] [sig ] [1416/3534] Forecasting GNRC... [2025-12-31T20:23:12.684391] [INFO ] [sig ] Generating forecast for: GNRC [2025-12-31T20:23:12.684420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-12-31T20:23:12.697871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNRC'. [2025-12-31T20:23:12.698268] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-12-31T20:23:12.699149] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-12-31T20:23:12.699203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:12.699237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:12.699291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:12.699353] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:12.761210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:12.762171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:12.762261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:12.762295] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:12.894224] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:12.894391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:12.894436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:12.894466] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:12.898288] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=89.99%) [2025-12-31T20:23:12.898665] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-12-31T20:23:12.898853] [INFO ] [sig ] GNRC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:13.054565] [INFO ] [LOCAL ] Saved forecast: GNRC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GNRC.txt [2025-12-31T20:23:13.054743] [INFO ] [sig ] [1416/3534] Completed GNRC in 0.4s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:13.054785] [INFO ] [sig ] [1417/3534] Forecasting GNSS... [2025-12-31T20:23:13.054816] [INFO ] [sig ] Generating forecast for: GNSS [2025-12-31T20:23:13.054849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'. [2025-12-31T20:23:13.066804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNSS'. [2025-12-31T20:23:13.067185] [INFO ] [FORECASTER] Starting predict_future for GNSS [2025-12-31T20:23:13.068025] [DEBUG] [LOCAL ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt [2025-12-31T20:23:13.068077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:13.068108] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:13.068135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:13.068191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:13.125514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:13.126630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:13.126766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:13.126798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:13.248176] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:13.248356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:13.248400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:13.248430] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:13.252071] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=45.96%) [2025-12-31T20:23:13.252430] [INFO ] [FORECASTER] Completed predict_future for GNSS [2025-12-31T20:23:13.252593] [INFO ] [sig ] GNSS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:13.406258] [INFO ] [LOCAL ] Saved forecast: GNSS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GNSS.txt [2025-12-31T20:23:13.406419] [INFO ] [sig ] [1417/3534] Completed GNSS in 0.4s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:13.406461] [INFO ] [sig ] [1418/3534] Forecasting GNTX... [2025-12-31T20:23:13.406492] [INFO ] [sig ] Generating forecast for: GNTX [2025-12-31T20:23:13.406525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'. [2025-12-31T20:23:13.418498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GNTX'. [2025-12-31T20:23:13.418840] [INFO ] [FORECASTER] Starting predict_future for GNTX [2025-12-31T20:23:13.419692] [DEBUG] [LOCAL ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt [2025-12-31T20:23:13.419745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:13.419778] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:13.419805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:13.419864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:13.480039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:13.480920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:13.481004] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:13.481038] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:13.604542] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:13.604713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:13.604755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:13.604789] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:13.608340] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=94.73%) [2025-12-31T20:23:13.608653] [INFO ] [FORECASTER] Completed predict_future for GNTX [2025-12-31T20:23:13.608792] [INFO ] [sig ] GNTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:13.752620] [INFO ] [LOCAL ] Saved forecast: GNTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GNTX.txt [2025-12-31T20:23:13.752777] [INFO ] [sig ] [1418/3534] Completed GNTX in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.2m [2025-12-31T20:23:13.752816] [INFO ] [sig ] [1419/3534] Forecasting GO... [2025-12-31T20:23:13.752856] [INFO ] [sig ] Generating forecast for: GO [2025-12-31T20:23:13.752900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'. [2025-12-31T20:23:13.764924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GO'. [2025-12-31T20:23:13.765534] [INFO ] [FORECASTER] Starting predict_future for GO [2025-12-31T20:23:13.766589] [DEBUG] [LOCAL ] No optimal features file found for GO: ./output/feature-sets/GO.txt [2025-12-31T20:23:13.766644] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:13.766690] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:13.766721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:13.766781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:13.826989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:13.827849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:13.827941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:13.827978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:13.949493] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:13.949660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:13.949700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:13.949730] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:13.953074] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=95.89%) [2025-12-31T20:23:13.953352] [INFO ] [FORECASTER] Completed predict_future for GO [2025-12-31T20:23:13.953476] [INFO ] [sig ] GO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:14.092789] [INFO ] [LOCAL ] Saved forecast: GO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GO.txt [2025-12-31T20:23:14.092917] [INFO ] [sig ] [1419/3534] Completed GO in 0.3s | 2.90 sym/s | Total: 8.1m | ETA: 12.1m [2025-12-31T20:23:14.092959] [INFO ] [sig ] [1420/3534] Forecasting GOCO... [2025-12-31T20:23:14.092990] [INFO ] [sig ] Generating forecast for: GOCO [2025-12-31T20:23:14.093019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'. [2025-12-31T20:23:14.103788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOCO'. [2025-12-31T20:23:14.104073] [INFO ] [FORECASTER] Starting predict_future for GOCO [2025-12-31T20:23:14.104887] [DEBUG] [LOCAL ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt [2025-12-31T20:23:14.104950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:14.104989] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:14.105016] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:14.105074] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:14.161714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:14.162425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:14.162503] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:14.162536] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:14.281394] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:14.281527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:14.281563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:14.281613] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:14.284936] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=22.43%) [2025-12-31T20:23:14.285206] [INFO ] [FORECASTER] Completed predict_future for GOCO [2025-12-31T20:23:14.285324] [INFO ] [sig ] GOCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:14.426161] [INFO ] [LOCAL ] Saved forecast: GOCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GOCO.txt [2025-12-31T20:23:14.426318] [INFO ] [sig ] [1420/3534] Completed GOCO in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:14.426359] [INFO ] [sig ] [1421/3534] Forecasting GOF... [2025-12-31T20:23:14.426389] [INFO ] [sig ] Generating forecast for: GOF [2025-12-31T20:23:14.426419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-12-31T20:23:14.440443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOF'. [2025-12-31T20:23:14.440790] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-12-31T20:23:14.441618] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-12-31T20:23:14.441672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:14.441706] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:14.441734] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:14.441794] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:14.499719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:14.500433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:14.500510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:14.500543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:14.620700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:14.620837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:14.620877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:14.620908] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:14.624209] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=26.25%) [2025-12-31T20:23:14.624473] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-12-31T20:23:14.624610] [INFO ] [sig ] GOF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:14.764076] [INFO ] [LOCAL ] Saved forecast: GOF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GOF.txt [2025-12-31T20:23:14.764201] [INFO ] [sig ] [1421/3534] Completed GOF in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:14.764240] [INFO ] [sig ] [1422/3534] Forecasting GOGO... [2025-12-31T20:23:14.764268] [INFO ] [sig ] Generating forecast for: GOGO [2025-12-31T20:23:14.764299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'. [2025-12-31T20:23:14.775138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOGO'. [2025-12-31T20:23:14.775419] [INFO ] [FORECASTER] Starting predict_future for GOGO [2025-12-31T20:23:14.776188] [DEBUG] [LOCAL ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt [2025-12-31T20:23:14.776239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:14.776271] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:14.776298] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:14.776355] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:14.833688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:14.834424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:14.834503] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:14.834535] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:14.954302] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:14.954454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:14.954495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:14.954523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:14.957874] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=85.46%) [2025-12-31T20:23:14.958145] [INFO ] [FORECASTER] Completed predict_future for GOGO [2025-12-31T20:23:14.958267] [INFO ] [sig ] GOGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:15.101383] [INFO ] [LOCAL ] Saved forecast: GOGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GOGO.txt [2025-12-31T20:23:15.101527] [INFO ] [sig ] [1422/3534] Completed GOGO in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:15.101566] [INFO ] [sig ] [1423/3534] Forecasting GOLF... [2025-12-31T20:23:15.101615] [INFO ] [sig ] Generating forecast for: GOLF [2025-12-31T20:23:15.101653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-12-31T20:23:15.112853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOLF'. [2025-12-31T20:23:15.113151] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-12-31T20:23:15.113988] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-12-31T20:23:15.114041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:15.114074] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:15.114103] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:15.114162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:15.173950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:15.174704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:15.174787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:15.174820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:15.292689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:15.292821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:15.292859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:15.292889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:15.296189] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-12-31T20:23:15.296456] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-12-31T20:23:15.296590] [INFO ] [sig ] GOLF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:15.438882] [INFO ] [LOCAL ] Saved forecast: GOLF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GOLF.txt [2025-12-31T20:23:15.439006] [INFO ] [sig ] [1423/3534] Completed GOLF in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:15.439045] [INFO ] [sig ] [1424/3534] Forecasting GOOD... [2025-12-31T20:23:15.439076] [INFO ] [sig ] Generating forecast for: GOOD [2025-12-31T20:23:15.439107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'. [2025-12-31T20:23:15.450463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOD'. [2025-12-31T20:23:15.450763] [INFO ] [FORECASTER] Starting predict_future for GOOD [2025-12-31T20:23:15.451545] [DEBUG] [LOCAL ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt [2025-12-31T20:23:15.451615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:15.451672] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:15.451702] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:15.451760] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:15.512182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:15.512842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:15.512918] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:15.512951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:15.632404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:15.632551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:15.632610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:15.632642] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:15.636547] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=17.97%) [2025-12-31T20:23:15.636874] [INFO ] [FORECASTER] Completed predict_future for GOOD [2025-12-31T20:23:15.637193] [INFO ] [sig ] GOOD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:15.781788] [INFO ] [LOCAL ] Saved forecast: GOOD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GOOD.txt [2025-12-31T20:23:15.781922] [INFO ] [sig ] [1424/3534] Completed GOOD in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:15.781963] [INFO ] [sig ] [1425/3534] Forecasting GOOG... [2025-12-31T20:23:15.781992] [INFO ] [sig ] Generating forecast for: GOOG [2025-12-31T20:23:15.782022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'. [2025-12-31T20:23:15.793533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOG'. [2025-12-31T20:23:15.793838] [INFO ] [FORECASTER] Starting predict_future for GOOG [2025-12-31T20:23:15.794606] [DEBUG] [LOCAL ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt [2025-12-31T20:23:15.794658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:15.794690] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:15.794717] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:15.794774] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:15.852280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:15.852987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:15.853066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:15.853100] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:15.977308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:15.977456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:15.977497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:15.977528] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:15.981045] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=70.24%) [2025-12-31T20:23:15.981335] [INFO ] [FORECASTER] Completed predict_future for GOOG [2025-12-31T20:23:15.981488] [INFO ] [sig ] GOOG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:16.123976] [INFO ] [LOCAL ] Saved forecast: GOOG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GOOG.txt [2025-12-31T20:23:16.124130] [INFO ] [sig ] [1425/3534] Completed GOOG in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:16.124172] [INFO ] [sig ] [1426/3534] Forecasting GOOS... [2025-12-31T20:23:16.124201] [INFO ] [sig ] Generating forecast for: GOOS [2025-12-31T20:23:16.124232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-12-31T20:23:16.136316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOOS'. [2025-12-31T20:23:16.136734] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-12-31T20:23:16.137536] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-12-31T20:23:16.137611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:16.137649] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:16.137678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:16.137738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:16.198052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:16.198924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:16.199020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:16.199055] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:16.322258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:16.322423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:16.322478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:16.322533] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:16.326939] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=97.22%) [2025-12-31T20:23:16.327329] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-12-31T20:23:16.327490] [INFO ] [sig ] GOOS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:16.475370] [INFO ] [LOCAL ] Saved forecast: GOOS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GOOS.txt [2025-12-31T20:23:16.475538] [INFO ] [sig ] [1426/3534] Completed GOOS in 0.4s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:16.475611] [INFO ] [sig ] [1427/3534] Forecasting GOSS... [2025-12-31T20:23:16.475664] [INFO ] [sig ] Generating forecast for: GOSS [2025-12-31T20:23:16.475717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'. [2025-12-31T20:23:16.487990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOSS'. [2025-12-31T20:23:16.488307] [INFO ] [FORECASTER] Starting predict_future for GOSS [2025-12-31T20:23:16.489116] [DEBUG] [LOCAL ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt [2025-12-31T20:23:16.489168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:16.489200] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:16.489226] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:16.489306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:16.547717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:16.548631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:16.548712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:16.548745] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:16.667682] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:16.667837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:16.667880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:16.667961] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:16.672015] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=40.23%) [2025-12-31T20:23:16.672486] [INFO ] [FORECASTER] Completed predict_future for GOSS [2025-12-31T20:23:16.672638] [INFO ] [sig ] GOSS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:16.814812] [INFO ] [LOCAL ] Saved forecast: GOSS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GOSS.txt [2025-12-31T20:23:16.814964] [INFO ] [sig ] [1427/3534] Completed GOSS in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:16.815003] [INFO ] [sig ] [1428/3534] Forecasting GOVI... [2025-12-31T20:23:16.815033] [INFO ] [sig ] Generating forecast for: GOVI [2025-12-31T20:23:16.815063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'. [2025-12-31T20:23:16.826590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GOVI'. [2025-12-31T20:23:16.826905] [INFO ] [FORECASTER] Starting predict_future for GOVI [2025-12-31T20:23:16.827686] [DEBUG] [LOCAL ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt [2025-12-31T20:23:16.827738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:16.827770] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:16.827797] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:16.827855] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:16.883817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:16.884697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:16.884785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:16.884835] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:17.003537] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:17.003706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:17.003747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:17.003776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:17.007181] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=11.80%) [2025-12-31T20:23:17.007448] [INFO ] [FORECASTER] Completed predict_future for GOVI [2025-12-31T20:23:17.007568] [INFO ] [sig ] GOVI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:17.148683] [INFO ] [LOCAL ] Saved forecast: GOVI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GOVI.txt [2025-12-31T20:23:17.148838] [INFO ] [sig ] [1428/3534] Completed GOVI in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:17.148880] [INFO ] [sig ] [1429/3534] Forecasting GPC... [2025-12-31T20:23:17.148910] [INFO ] [sig ] Generating forecast for: GPC [2025-12-31T20:23:17.148939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-12-31T20:23:17.160472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPC'. [2025-12-31T20:23:17.160813] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-12-31T20:23:17.161560] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-12-31T20:23:17.161629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:17.161661] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:17.161687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:17.161745] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:17.220919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:17.221884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:17.221970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:17.222003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:17.342558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:17.342727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:17.342766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:17.342796] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:17.346128] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=58.56%) [2025-12-31T20:23:17.346393] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-12-31T20:23:17.346513] [INFO ] [sig ] GPC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:17.485863] [INFO ] [LOCAL ] Saved forecast: GPC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GPC.txt [2025-12-31T20:23:17.485992] [INFO ] [sig ] [1429/3534] Completed GPC in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:17.486033] [INFO ] [sig ] [1430/3534] Forecasting GPI... [2025-12-31T20:23:17.486062] [INFO ] [sig ] Generating forecast for: GPI [2025-12-31T20:23:17.486092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-12-31T20:23:17.497144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPI'. [2025-12-31T20:23:17.497462] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-12-31T20:23:17.498261] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-12-31T20:23:17.498314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:17.498347] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:17.498375] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:17.498445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:17.556324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:17.556969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:17.557047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:17.557080] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:17.675531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:17.675680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:17.675718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:17.675755] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:17.679012] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=34.43%) [2025-12-31T20:23:17.679295] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-12-31T20:23:17.679417] [INFO ] [sig ] GPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:17.820235] [INFO ] [LOCAL ] Saved forecast: GPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GPI.txt [2025-12-31T20:23:17.820397] [INFO ] [sig ] [1430/3534] Completed GPI in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:17.820440] [INFO ] [sig ] [1431/3534] Forecasting GPIQ... [2025-12-31T20:23:17.820474] [INFO ] [sig ] Generating forecast for: GPIQ [2025-12-31T20:23:17.820505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'. [2025-12-31T20:23:17.831923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'. [2025-12-31T20:23:17.832265] [INFO ] [FORECASTER] Starting predict_future for GPIQ [2025-12-31T20:23:17.833167] [DEBUG] [LOCAL ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt [2025-12-31T20:23:17.833222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:17.833256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:17.833285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:17.833344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:17.892303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:17.893174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:17.893261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:17.893296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:18.013530] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:18.013695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:18.013735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:18.013763] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:18.017419] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=66.50%) [2025-12-31T20:23:18.017702] [INFO ] [FORECASTER] Completed predict_future for GPIQ [2025-12-31T20:23:18.017823] [INFO ] [sig ] GPIQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:18.157686] [INFO ] [LOCAL ] Saved forecast: GPIQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GPIQ.txt [2025-12-31T20:23:18.157811] [INFO ] [sig ] [1431/3534] Completed GPIQ in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:18.157849] [INFO ] [sig ] [1432/3534] Forecasting GPIX... [2025-12-31T20:23:18.157879] [INFO ] [sig ] Generating forecast for: GPIX [2025-12-31T20:23:18.157909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'. [2025-12-31T20:23:18.169150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPIX'. [2025-12-31T20:23:18.169467] [INFO ] [FORECASTER] Starting predict_future for GPIX [2025-12-31T20:23:18.170306] [DEBUG] [LOCAL ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt [2025-12-31T20:23:18.170369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:18.170403] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:18.170431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:18.170490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:18.231360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:18.231992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:18.232068] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:18.232102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:18.354470] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:18.354638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:18.354679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:18.354708] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:18.358060] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=58.15%) [2025-12-31T20:23:18.358330] [INFO ] [FORECASTER] Completed predict_future for GPIX [2025-12-31T20:23:18.358448] [INFO ] [sig ] GPIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:18.501446] [INFO ] [LOCAL ] Saved forecast: GPIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GPIX.txt [2025-12-31T20:23:18.501589] [INFO ] [sig ] [1432/3534] Completed GPIX in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:18.501631] [INFO ] [sig ] [1433/3534] Forecasting GPJA... [2025-12-31T20:23:18.501661] [INFO ] [sig ] Generating forecast for: GPJA [2025-12-31T20:23:18.501692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-12-31T20:23:18.512833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPJA'. [2025-12-31T20:23:18.513124] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-12-31T20:23:18.513930] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-12-31T20:23:18.513982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:18.514014] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:18.514042] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:18.514101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:18.573520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:18.574210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:18.574289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:18.574322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:18.686389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:18.686500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:18.686539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:18.686584] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:18.689875] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=43.46%) [2025-12-31T20:23:18.690151] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-12-31T20:23:18.690274] [INFO ] [sig ] GPJA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:18.828785] [INFO ] [LOCAL ] Saved forecast: GPJA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GPJA.txt [2025-12-31T20:23:18.828901] [INFO ] [sig ] [1433/3534] Completed GPJA in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:18.828940] [INFO ] [sig ] [1434/3534] Forecasting GPK... [2025-12-31T20:23:18.828970] [INFO ] [sig ] Generating forecast for: GPK [2025-12-31T20:23:18.829001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-12-31T20:23:18.840377] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPK'. [2025-12-31T20:23:18.840683] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-12-31T20:23:18.841464] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-12-31T20:23:18.841516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:18.841549] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:18.841598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:18.841659] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:18.900549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:18.901223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:18.901338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:18.901386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:19.024805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:19.024947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:19.024992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:19.025022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:19.028373] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=22.95%) [2025-12-31T20:23:19.028666] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-12-31T20:23:19.028789] [INFO ] [sig ] GPK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:19.169438] [INFO ] [LOCAL ] Saved forecast: GPK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GPK.txt [2025-12-31T20:23:19.169566] [INFO ] [sig ] [1434/3534] Completed GPK in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:19.169623] [INFO ] [sig ] [1435/3534] Forecasting GPN... [2025-12-31T20:23:19.169654] [INFO ] [sig ] Generating forecast for: GPN [2025-12-31T20:23:19.169685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-12-31T20:23:19.181321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPN'. [2025-12-31T20:23:19.181639] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-12-31T20:23:19.182421] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-12-31T20:23:19.182474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:19.182507] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:19.182535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:19.182614] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:19.242379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:19.243032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:19.243109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:19.243143] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:19.364056] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:19.364171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:19.364209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:19.364237] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:19.367550] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=2.35%) [2025-12-31T20:23:19.367861] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-12-31T20:23:19.367998] [INFO ] [sig ] GPN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:19.505912] [INFO ] [LOCAL ] Saved forecast: GPN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GPN.txt [2025-12-31T20:23:19.506050] [INFO ] [sig ] [1435/3534] Completed GPN in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.1m [2025-12-31T20:23:19.506090] [INFO ] [sig ] [1436/3534] Forecasting GPRE... [2025-12-31T20:23:19.506118] [INFO ] [sig ] Generating forecast for: GPRE [2025-12-31T20:23:19.506148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'. [2025-12-31T20:23:19.517684] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRE'. [2025-12-31T20:23:19.517977] [INFO ] [FORECASTER] Starting predict_future for GPRE [2025-12-31T20:23:19.518779] [DEBUG] [LOCAL ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt [2025-12-31T20:23:19.518831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:19.518863] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:19.518891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:19.518950] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:19.579488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:19.580145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:19.580226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:19.580261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:19.701501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:19.701658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:19.701699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:19.701728] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:19.704982] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=91.39%) [2025-12-31T20:23:19.705249] [INFO ] [FORECASTER] Completed predict_future for GPRE [2025-12-31T20:23:19.705369] [INFO ] [sig ] GPRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:19.848803] [INFO ] [LOCAL ] Saved forecast: GPRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GPRE.txt [2025-12-31T20:23:19.848940] [INFO ] [sig ] [1436/3534] Completed GPRE in 0.3s | 2.90 sym/s | Total: 8.2m | ETA: 12.0m [2025-12-31T20:23:19.848982] [INFO ] [sig ] [1437/3534] Forecasting GPRK... [2025-12-31T20:23:19.849011] [INFO ] [sig ] Generating forecast for: GPRK [2025-12-31T20:23:19.849042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-12-31T20:23:19.860193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRK'. [2025-12-31T20:23:19.860466] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-12-31T20:23:19.861230] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-12-31T20:23:19.861282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:19.861314] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:19.861341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:19.861398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:19.918080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:19.918758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:19.918835] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:19.918868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:20.040019] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:20.040138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:20.040175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:20.040203] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:20.043453] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=57.27%) [2025-12-31T20:23:20.043754] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-12-31T20:23:20.043873] [INFO ] [sig ] GPRK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:20.183458] [INFO ] [LOCAL ] Saved forecast: GPRK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GPRK.txt [2025-12-31T20:23:20.183621] [INFO ] [sig ] [1437/3534] Completed GPRK in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:20.183662] [INFO ] [sig ] [1438/3534] Forecasting GPRO... [2025-12-31T20:23:20.183691] [INFO ] [sig ] Generating forecast for: GPRO [2025-12-31T20:23:20.183722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'. [2025-12-31T20:23:20.194777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GPRO'. [2025-12-31T20:23:20.195052] [INFO ] [FORECASTER] Starting predict_future for GPRO [2025-12-31T20:23:20.195817] [DEBUG] [LOCAL ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt [2025-12-31T20:23:20.195868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:20.195901] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:20.195928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:20.195987] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:20.252729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:20.253501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:20.253593] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:20.253627] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:20.377996] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:20.378115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:20.378152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:20.378180] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:20.381372] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=30.71%) [2025-12-31T20:23:20.381657] [INFO ] [FORECASTER] Completed predict_future for GPRO [2025-12-31T20:23:20.381778] [INFO ] [sig ] GPRO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:20.520245] [INFO ] [LOCAL ] Saved forecast: GPRO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GPRO.txt [2025-12-31T20:23:20.520374] [INFO ] [sig ] [1438/3534] Completed GPRO in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:20.520413] [INFO ] [sig ] [1439/3534] Forecasting GRAB... [2025-12-31T20:23:20.520444] [INFO ] [sig ] Generating forecast for: GRAB [2025-12-31T20:23:20.520474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'. [2025-12-31T20:23:20.534460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAB'. [2025-12-31T20:23:20.534831] [INFO ] [FORECASTER] Starting predict_future for GRAB [2025-12-31T20:23:20.535631] [DEBUG] [LOCAL ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt [2025-12-31T20:23:20.535683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:20.535714] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:20.535748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:20.535806] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:20.594036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:20.594715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:20.594793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:20.594827] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:20.714543] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:20.714723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:20.714763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:20.714791] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:20.718109] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=74.28%) [2025-12-31T20:23:20.718373] [INFO ] [FORECASTER] Completed predict_future for GRAB [2025-12-31T20:23:20.718494] [INFO ] [sig ] GRAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:20.856301] [INFO ] [LOCAL ] Saved forecast: GRAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GRAB.txt [2025-12-31T20:23:20.856414] [INFO ] [sig ] [1439/3534] Completed GRAB in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:20.856452] [INFO ] [sig ] [1440/3534] Forecasting GRAL... [2025-12-31T20:23:20.856482] [INFO ] [sig ] Generating forecast for: GRAL [2025-12-31T20:23:20.856512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'. [2025-12-31T20:23:20.867942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRAL'. [2025-12-31T20:23:20.868210] [INFO ] [FORECASTER] Starting predict_future for GRAL [2025-12-31T20:23:20.868974] [DEBUG] [LOCAL ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt [2025-12-31T20:23:20.869026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:20.869059] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:20.869086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:20.869144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:20.926064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:20.926703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:20.926781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:20.926813] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:21.046976] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:21.047112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:21.047150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:21.047180] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:21.050492] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=62.69%) [2025-12-31T20:23:21.050776] [INFO ] [FORECASTER] Completed predict_future for GRAL [2025-12-31T20:23:21.050896] [INFO ] [sig ] GRAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:21.243960] [INFO ] [LOCAL ] Saved forecast: GRAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GRAL.txt [2025-12-31T20:23:21.244093] [INFO ] [sig ] [1440/3534] Completed GRAL in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:21.244132] [INFO ] [sig ] [1441/3534] Forecasting GRBK... [2025-12-31T20:23:21.244161] [INFO ] [sig ] Generating forecast for: GRBK [2025-12-31T20:23:21.244190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-12-31T20:23:21.255149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRBK'. [2025-12-31T20:23:21.255417] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-12-31T20:23:21.256209] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-12-31T20:23:21.256261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:21.256316] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:21.256344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:21.256406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:21.316202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:21.316899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:21.316974] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:21.317006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:21.435861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:21.435970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:21.436006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:21.436035] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:21.439195] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=93.49%) [2025-12-31T20:23:21.439480] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-12-31T20:23:21.439617] [INFO ] [sig ] GRBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:21.577798] [INFO ] [LOCAL ] Saved forecast: GRBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GRBK.txt [2025-12-31T20:23:21.577915] [INFO ] [sig ] [1441/3534] Completed GRBK in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:21.577953] [INFO ] [sig ] [1442/3534] Forecasting GRC... [2025-12-31T20:23:21.577982] [INFO ] [sig ] Generating forecast for: GRC [2025-12-31T20:23:21.578013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-12-31T20:23:21.589407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRC'. [2025-12-31T20:23:21.589718] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-12-31T20:23:21.590464] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-12-31T20:23:21.590516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:21.590548] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:21.590597] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:21.590661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:21.647402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:21.648035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:21.648110] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:21.648143] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:21.764835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:21.764971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:21.765009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:21.765038] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:21.768295] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=40.15%) [2025-12-31T20:23:21.768559] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-12-31T20:23:21.768698] [INFO ] [sig ] GRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:21.908601] [INFO ] [LOCAL ] Saved forecast: GRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GRC.txt [2025-12-31T20:23:21.908737] [INFO ] [sig ] [1442/3534] Completed GRC in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:21.908776] [INFO ] [sig ] [1443/3534] Forecasting GREE... [2025-12-31T20:23:21.908806] [INFO ] [sig ] Generating forecast for: GREE [2025-12-31T20:23:21.908835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'. [2025-12-31T20:23:21.919781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GREE'. [2025-12-31T20:23:21.920053] [INFO ] [FORECASTER] Starting predict_future for GREE [2025-12-31T20:23:21.920833] [DEBUG] [LOCAL ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt [2025-12-31T20:23:21.920895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:21.920928] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:21.920955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:21.921013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:21.977351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:21.977953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:21.978028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:21.978061] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:22.098381] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:22.098541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:22.098604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:22.098636] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:22.102211] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=93.02%) [2025-12-31T20:23:22.102491] [INFO ] [FORECASTER] Completed predict_future for GREE [2025-12-31T20:23:22.102646] [INFO ] [sig ] GREE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:22.243018] [INFO ] [LOCAL ] Saved forecast: GREE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GREE.txt [2025-12-31T20:23:22.243145] [INFO ] [sig ] [1443/3534] Completed GREE in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:22.243184] [INFO ] [sig ] [1444/3534] Forecasting GRFS... [2025-12-31T20:23:22.243213] [INFO ] [sig ] Generating forecast for: GRFS [2025-12-31T20:23:22.243246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'. [2025-12-31T20:23:22.254536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRFS'. [2025-12-31T20:23:22.254821] [INFO ] [FORECASTER] Starting predict_future for GRFS [2025-12-31T20:23:22.255586] [DEBUG] [LOCAL ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt [2025-12-31T20:23:22.255638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:22.255670] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:22.255696] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:22.255753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:22.312962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:22.313625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:22.313704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:22.313738] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:22.435192] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:22.435327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:22.435366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:22.435424] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:22.438860] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=89.39%) [2025-12-31T20:23:22.439145] [INFO ] [FORECASTER] Completed predict_future for GRFS [2025-12-31T20:23:22.439310] [INFO ] [sig ] GRFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:22.579788] [INFO ] [LOCAL ] Saved forecast: GRFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GRFS.txt [2025-12-31T20:23:22.579935] [INFO ] [sig ] [1444/3534] Completed GRFS in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:22.579975] [INFO ] [sig ] [1445/3534] Forecasting GRID... [2025-12-31T20:23:22.580005] [INFO ] [sig ] Generating forecast for: GRID [2025-12-31T20:23:22.580035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'. [2025-12-31T20:23:22.591227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRID'. [2025-12-31T20:23:22.591516] [INFO ] [FORECASTER] Starting predict_future for GRID [2025-12-31T20:23:22.592311] [DEBUG] [LOCAL ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt [2025-12-31T20:23:22.592365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:22.592398] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:22.592424] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:22.592483] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:22.650953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:22.651616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:22.651695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:22.651727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:22.770495] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:22.770635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:22.770676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:22.770704] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:22.773916] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=3.13%) [2025-12-31T20:23:22.774179] [INFO ] [FORECASTER] Completed predict_future for GRID [2025-12-31T20:23:22.774299] [INFO ] [sig ] GRID: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:22.915740] [INFO ] [LOCAL ] Saved forecast: GRID 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GRID.txt [2025-12-31T20:23:22.915870] [INFO ] [sig ] [1445/3534] Completed GRID in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:22.915908] [INFO ] [sig ] [1446/3534] Forecasting GRMN... [2025-12-31T20:23:22.915937] [INFO ] [sig ] Generating forecast for: GRMN [2025-12-31T20:23:22.915967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-12-31T20:23:22.927032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRMN'. [2025-12-31T20:23:22.927306] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-12-31T20:23:22.928127] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-12-31T20:23:22.928179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:22.928210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:22.928237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:22.928295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:22.983955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:22.984537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:22.984631] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:22.984665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:23.106280] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:23.106403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:23.106442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:23.106471] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:23.109805] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=24.80%) [2025-12-31T20:23:23.110069] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-12-31T20:23:23.110189] [INFO ] [sig ] GRMN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:23.250038] [INFO ] [LOCAL ] Saved forecast: GRMN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GRMN.txt [2025-12-31T20:23:23.250163] [INFO ] [sig ] [1446/3534] Completed GRMN in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:23.250208] [INFO ] [sig ] [1447/3534] Forecasting GRND... [2025-12-31T20:23:23.250238] [INFO ] [sig ] Generating forecast for: GRND [2025-12-31T20:23:23.250269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-12-31T20:23:23.261482] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRND'. [2025-12-31T20:23:23.261802] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-12-31T20:23:23.262634] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-12-31T20:23:23.262687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:23.262719] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:23.262746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:23.262805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:23.322766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:23.323393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:23.323473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:23.323505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:23.445498] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:23.445648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:23.445688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:23.445715] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:23.448964] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=46.12%) [2025-12-31T20:23:23.449228] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-12-31T20:23:23.449374] [INFO ] [sig ] GRND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:23.608460] [INFO ] [LOCAL ] Saved forecast: GRND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GRND.txt [2025-12-31T20:23:23.608638] [INFO ] [sig ] [1447/3534] Completed GRND in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:23.608682] [INFO ] [sig ] [1448/3534] Forecasting GRPN... [2025-12-31T20:23:23.608712] [INFO ] [sig ] Generating forecast for: GRPN [2025-12-31T20:23:23.608741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'. [2025-12-31T20:23:23.620073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRPN'. [2025-12-31T20:23:23.620403] [INFO ] [FORECASTER] Starting predict_future for GRPN [2025-12-31T20:23:23.621211] [DEBUG] [LOCAL ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt [2025-12-31T20:23:23.621264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:23.621296] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:23.621323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:23.621381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:23.677930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:23.678797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:23.678879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:23.678912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:23.797315] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:23.797438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:23.797476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:23.797504] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:23.800735] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=29.57%) [2025-12-31T20:23:23.801036] [INFO ] [FORECASTER] Completed predict_future for GRPN [2025-12-31T20:23:23.801159] [INFO ] [sig ] GRPN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:23.941039] [INFO ] [LOCAL ] Saved forecast: GRPN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GRPN.txt [2025-12-31T20:23:23.941173] [INFO ] [sig ] [1448/3534] Completed GRPN in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:23.941214] [INFO ] [sig ] [1449/3534] Forecasting GRVY... [2025-12-31T20:23:23.941243] [INFO ] [sig ] Generating forecast for: GRVY [2025-12-31T20:23:23.941273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'. [2025-12-31T20:23:23.952983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRVY'. [2025-12-31T20:23:23.953276] [INFO ] [FORECASTER] Starting predict_future for GRVY [2025-12-31T20:23:23.954057] [DEBUG] [LOCAL ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt [2025-12-31T20:23:23.954109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:23.954141] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:23.954168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:23.954226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:24.010564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:24.011200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:24.011276] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:24.011308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:24.118803] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:24.118945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:24.118983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:24.119011] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:24.122329] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=77.84%) [2025-12-31T20:23:24.122610] [INFO ] [FORECASTER] Completed predict_future for GRVY [2025-12-31T20:23:24.122731] [INFO ] [sig ] GRVY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:24.264212] [INFO ] [LOCAL ] Saved forecast: GRVY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GRVY.txt [2025-12-31T20:23:24.264365] [INFO ] [sig ] [1449/3534] Completed GRVY in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:24.264404] [INFO ] [sig ] [1450/3534] Forecasting GRWG... [2025-12-31T20:23:24.264434] [INFO ] [sig ] Generating forecast for: GRWG [2025-12-31T20:23:24.264466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'. [2025-12-31T20:23:24.275679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRWG'. [2025-12-31T20:23:24.276051] [INFO ] [FORECASTER] Starting predict_future for GRWG [2025-12-31T20:23:24.276863] [DEBUG] [LOCAL ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt [2025-12-31T20:23:24.276916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:24.276948] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:24.276975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:24.277032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:24.339029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:24.339967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:24.340050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:24.340084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:24.458588] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:24.458725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:24.458780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:24.458810] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:24.462162] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-12-31T20:23:24.462426] [INFO ] [FORECASTER] Completed predict_future for GRWG [2025-12-31T20:23:24.462545] [INFO ] [sig ] GRWG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:24.601649] [INFO ] [LOCAL ] Saved forecast: GRWG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GRWG.txt [2025-12-31T20:23:24.601775] [INFO ] [sig ] [1450/3534] Completed GRWG in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:24.601814] [INFO ] [sig ] [1451/3534] Forecasting GRX... [2025-12-31T20:23:24.601844] [INFO ] [sig ] Generating forecast for: GRX [2025-12-31T20:23:24.601874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-12-31T20:23:24.612315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GRX'. [2025-12-31T20:23:24.612608] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-12-31T20:23:24.613352] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-12-31T20:23:24.613404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:24.613436] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:24.613464] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:24.613521] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:24.669527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:24.670132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:24.670232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:24.670265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:24.777007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:24.777169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:24.777209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:24.777238] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:24.780633] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=8.63%) [2025-12-31T20:23:24.780903] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-12-31T20:23:24.781024] [INFO ] [sig ] GRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:24.935835] [INFO ] [LOCAL ] Saved forecast: GRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GRX.txt [2025-12-31T20:23:24.935992] [INFO ] [sig ] [1451/3534] Completed GRX in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:24.936032] [INFO ] [sig ] [1452/3534] Forecasting GS... [2025-12-31T20:23:24.936063] [INFO ] [sig ] Generating forecast for: GS [2025-12-31T20:23:24.936094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-12-31T20:23:24.949689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GS'. [2025-12-31T20:23:24.950093] [INFO ] [FORECASTER] Starting predict_future for GS [2025-12-31T20:23:24.951151] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-12-31T20:23:24.951235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:24.951279] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:24.951313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:24.951388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:25.019775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:25.020679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:25.020764] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:25.020799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:25.148112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:25.148275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:25.148320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:25.148351] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:25.151884] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=91.78%) [2025-12-31T20:23:25.152164] [INFO ] [FORECASTER] Completed predict_future for GS [2025-12-31T20:23:25.152299] [INFO ] [sig ] GS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:25.303800] [INFO ] [LOCAL ] Saved forecast: GS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GS.txt [2025-12-31T20:23:25.303930] [INFO ] [sig ] [1452/3534] Completed GS in 0.4s | 2.90 sym/s | Total: 8.3m | ETA: 12.0m [2025-12-31T20:23:25.303968] [INFO ] [sig ] [1453/3534] Forecasting GSBC... [2025-12-31T20:23:25.303997] [INFO ] [sig ] Generating forecast for: GSBC [2025-12-31T20:23:25.304027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'. [2025-12-31T20:23:25.315270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBC'. [2025-12-31T20:23:25.315598] [INFO ] [FORECASTER] Starting predict_future for GSBC [2025-12-31T20:23:25.316381] [DEBUG] [LOCAL ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt [2025-12-31T20:23:25.316434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:25.316467] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:25.316495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:25.316551] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:25.373028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:25.373663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:25.373739] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:25.373773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:25.488812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:25.488961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:25.489000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:25.489027] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:25.492354] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: UP (p=68.91%) [2025-12-31T20:23:25.492643] [INFO ] [FORECASTER] Completed predict_future for GSBC [2025-12-31T20:23:25.492774] [INFO ] [sig ] GSBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:25.631189] [INFO ] [LOCAL ] Saved forecast: GSBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GSBC.txt [2025-12-31T20:23:25.631313] [INFO ] [sig ] [1453/3534] Completed GSBC in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 11.9m [2025-12-31T20:23:25.631359] [INFO ] [sig ] [1454/3534] Forecasting GSBD... [2025-12-31T20:23:25.631388] [INFO ] [sig ] Generating forecast for: GSBD [2025-12-31T20:23:25.631418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-12-31T20:23:25.642945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSBD'. [2025-12-31T20:23:25.643241] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-12-31T20:23:25.644073] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-12-31T20:23:25.644125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:25.644170] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:25.644199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:25.644259] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:25.703203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:25.703893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:25.703973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:25.704007] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:25.819827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:25.819956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:25.819994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:25.820022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:25.823253] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=27.52%) [2025-12-31T20:23:25.823527] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-12-31T20:23:25.823678] [INFO ] [sig ] GSBD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:25.962532] [INFO ] [LOCAL ] Saved forecast: GSBD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GSBD.txt [2025-12-31T20:23:25.962701] [INFO ] [sig ] [1454/3534] Completed GSBD in 0.3s | 2.90 sym/s | Total: 8.3m | ETA: 11.9m [2025-12-31T20:23:25.962742] [INFO ] [sig ] [1455/3534] Forecasting GSHD... [2025-12-31T20:23:25.962773] [INFO ] [sig ] Generating forecast for: GSHD [2025-12-31T20:23:25.962803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'. [2025-12-31T20:23:25.976869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSHD'. [2025-12-31T20:23:25.977211] [INFO ] [FORECASTER] Starting predict_future for GSHD [2025-12-31T20:23:25.977996] [DEBUG] [LOCAL ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt [2025-12-31T20:23:25.978047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:25.978081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:25.978108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:25.978166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:26.036657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:26.037390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:26.037473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:26.037509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:26.153326] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:26.153477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:26.153518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:26.153548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:26.156997] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=35.52%) [2025-12-31T20:23:26.157281] [INFO ] [FORECASTER] Completed predict_future for GSHD [2025-12-31T20:23:26.157403] [INFO ] [sig ] GSHD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:26.298071] [INFO ] [LOCAL ] Saved forecast: GSHD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GSHD.txt [2025-12-31T20:23:26.298211] [INFO ] [sig ] [1455/3534] Completed GSHD in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:26.298251] [INFO ] [sig ] [1456/3534] Forecasting GSK... [2025-12-31T20:23:26.298281] [INFO ] [sig ] Generating forecast for: GSK [2025-12-31T20:23:26.298313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-12-31T20:23:26.309921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSK'. [2025-12-31T20:23:26.310220] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-12-31T20:23:26.311040] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-12-31T20:23:26.311093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:26.311126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:26.311153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:26.311213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:26.381715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:26.382564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:26.382672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:26.382712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:26.507047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:26.507198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:26.507237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:26.507266] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:26.510809] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=76.05%) [2025-12-31T20:23:26.511095] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-12-31T20:23:26.511237] [INFO ] [sig ] GSK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:26.651431] [INFO ] [LOCAL ] Saved forecast: GSK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GSK.txt [2025-12-31T20:23:26.651610] [INFO ] [sig ] [1456/3534] Completed GSK in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:26.651653] [INFO ] [sig ] [1457/3534] Forecasting GSL... [2025-12-31T20:23:26.651683] [INFO ] [sig ] Generating forecast for: GSL [2025-12-31T20:23:26.651714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-12-31T20:23:26.663149] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSL'. [2025-12-31T20:23:26.663456] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-12-31T20:23:26.664253] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-12-31T20:23:26.664305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:26.664338] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:26.664364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:26.664421] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:26.734815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:26.735748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:26.735830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:26.735864] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:26.860635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:26.860808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:26.860852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:26.860884] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:26.864810] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-12-31T20:23:26.865105] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-12-31T20:23:26.865239] [INFO ] [sig ] GSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:27.023025] [INFO ] [LOCAL ] Saved forecast: GSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GSL.txt [2025-12-31T20:23:27.023185] [INFO ] [sig ] [1457/3534] Completed GSL in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:27.023226] [INFO ] [sig ] [1458/3534] Forecasting GSM... [2025-12-31T20:23:27.023262] [INFO ] [sig ] Generating forecast for: GSM [2025-12-31T20:23:27.023295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'. [2025-12-31T20:23:27.035554] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GSM'. [2025-12-31T20:23:27.035974] [INFO ] [FORECASTER] Starting predict_future for GSM [2025-12-31T20:23:27.036851] [DEBUG] [LOCAL ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt [2025-12-31T20:23:27.036904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:27.036965] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:27.036994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:27.037055] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:27.115501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:27.116397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:27.116483] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:27.116516] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:27.240589] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:27.240758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:27.240798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:27.240828] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:27.244414] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=6.36%) [2025-12-31T20:23:27.244763] [INFO ] [FORECASTER] Completed predict_future for GSM [2025-12-31T20:23:27.244907] [INFO ] [sig ] GSM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:27.403961] [INFO ] [LOCAL ] Saved forecast: GSM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GSM.txt [2025-12-31T20:23:27.404137] [INFO ] [sig ] [1458/3534] Completed GSM in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:27.404181] [INFO ] [sig ] [1459/3534] Forecasting GTES... [2025-12-31T20:23:27.404210] [INFO ] [sig ] Generating forecast for: GTES [2025-12-31T20:23:27.404240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-12-31T20:23:27.419613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTES'. [2025-12-31T20:23:27.420096] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-12-31T20:23:27.421134] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-12-31T20:23:27.421205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:27.421248] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:27.421281] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:27.421361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:27.503334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:27.504516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:27.504673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:27.504722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:27.657141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:27.657344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:27.657407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:27.657455] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:27.662858] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=13.26%) [2025-12-31T20:23:27.663331] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-12-31T20:23:27.663521] [INFO ] [sig ] GTES: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:27.879456] [INFO ] [LOCAL ] Saved forecast: GTES 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GTES.txt [2025-12-31T20:23:27.879714] [INFO ] [sig ] [1459/3534] Completed GTES in 0.5s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:27.879783] [INFO ] [sig ] [1460/3534] Forecasting GTLB... [2025-12-31T20:23:27.879837] [INFO ] [sig ] Generating forecast for: GTLB [2025-12-31T20:23:27.879890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'. [2025-12-31T20:23:27.896680] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLB'. [2025-12-31T20:23:27.897183] [INFO ] [FORECASTER] Starting predict_future for GTLB [2025-12-31T20:23:27.898333] [DEBUG] [LOCAL ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt [2025-12-31T20:23:27.898402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:27.898456] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:27.898504] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:27.898617] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:27.961538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:27.962497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:27.962604] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:27.962642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:28.086149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:28.086338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:28.086390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:28.086421] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:28.089997] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: DOWN (p=37.53%) [2025-12-31T20:23:28.090311] [INFO ] [FORECASTER] Completed predict_future for GTLB [2025-12-31T20:23:28.090451] [INFO ] [sig ] GTLB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:28.231474] [INFO ] [LOCAL ] Saved forecast: GTLB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GTLB.txt [2025-12-31T20:23:28.231681] [INFO ] [sig ] [1460/3534] Completed GTLB in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:28.231741] [INFO ] [sig ] [1461/3534] Forecasting GTLS... [2025-12-31T20:23:28.231776] [INFO ] [sig ] Generating forecast for: GTLS [2025-12-31T20:23:28.231808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-12-31T20:23:28.244630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTLS'. [2025-12-31T20:23:28.245043] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-12-31T20:23:28.245970] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-12-31T20:23:28.246023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:28.246054] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:28.246080] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:28.246136] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:28.306044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:28.306966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:28.307052] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:28.307087] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:28.438542] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:28.438724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:28.438764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:28.438843] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:28.442228] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=38.82%) [2025-12-31T20:23:28.442502] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-12-31T20:23:28.442648] [INFO ] [sig ] GTLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:28.582240] [INFO ] [LOCAL ] Saved forecast: GTLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GTLS.txt [2025-12-31T20:23:28.582372] [INFO ] [sig ] [1461/3534] Completed GTLS in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:28.582411] [INFO ] [sig ] [1462/3534] Forecasting GTN... [2025-12-31T20:23:28.582440] [INFO ] [sig ] Generating forecast for: GTN [2025-12-31T20:23:28.582470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-12-31T20:23:28.593813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTN'. [2025-12-31T20:23:28.594085] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-12-31T20:23:28.594863] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-12-31T20:23:28.594915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:28.594947] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:28.594973] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:28.595035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:28.652289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:28.653219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:28.653304] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:28.653339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:28.778863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:28.779016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:28.779057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:28.779088] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:28.782740] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=76.39%) [2025-12-31T20:23:28.783013] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-12-31T20:23:28.783141] [INFO ] [sig ] GTN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:28.925924] [INFO ] [LOCAL ] Saved forecast: GTN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GTN.txt [2025-12-31T20:23:28.926050] [INFO ] [sig ] [1462/3534] Completed GTN in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:28.926089] [INFO ] [sig ] [1463/3534] Forecasting GTX... [2025-12-31T20:23:28.926123] [INFO ] [sig ] Generating forecast for: GTX [2025-12-31T20:23:28.926160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'. [2025-12-31T20:23:28.937280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTX'. [2025-12-31T20:23:28.937558] [INFO ] [FORECASTER] Starting predict_future for GTX [2025-12-31T20:23:28.938370] [DEBUG] [LOCAL ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt [2025-12-31T20:23:28.938423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:28.938454] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:28.938481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:28.938539] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:28.998458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:28.999372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:28.999462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:28.999513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:29.119698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:29.119860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:29.119903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:29.119933] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:29.123419] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-12-31T20:23:29.123720] [INFO ] [FORECASTER] Completed predict_future for GTX [2025-12-31T20:23:29.123853] [INFO ] [sig ] GTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:29.264255] [INFO ] [LOCAL ] Saved forecast: GTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GTX.txt [2025-12-31T20:23:29.264391] [INFO ] [sig ] [1463/3534] Completed GTX in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:29.264430] [INFO ] [sig ] [1464/3534] Forecasting GTY... [2025-12-31T20:23:29.264459] [INFO ] [sig ] Generating forecast for: GTY [2025-12-31T20:23:29.264490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-12-31T20:23:29.311003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GTY'. [2025-12-31T20:23:29.311310] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-12-31T20:23:29.312089] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-12-31T20:23:29.312140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:29.312171] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:29.312197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:29.312254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:29.370357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:29.371081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:29.371160] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:29.371197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:29.490969] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:29.491123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:29.491171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:29.491207] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:29.494618] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: UP (p=93.76%) [2025-12-31T20:23:29.494888] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-12-31T20:23:29.495010] [INFO ] [sig ] GTY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:29.634536] [INFO ] [LOCAL ] Saved forecast: GTY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GTY.txt [2025-12-31T20:23:29.634694] [INFO ] [sig ] [1464/3534] Completed GTY in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:29.634733] [INFO ] [sig ] [1465/3534] Forecasting GUG... [2025-12-31T20:23:29.634763] [INFO ] [sig ] Generating forecast for: GUG [2025-12-31T20:23:29.634793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-12-31T20:23:29.656861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GUG'. [2025-12-31T20:23:29.657258] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-12-31T20:23:29.658103] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-12-31T20:23:29.658168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:29.658209] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:29.658238] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:29.658307] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:29.715955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:29.716832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:29.716918] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:29.716952] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:29.836734] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:29.836890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:29.836931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:29.836960] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:29.840547] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=66.16%) [2025-12-31T20:23:29.840861] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-12-31T20:23:29.840987] [INFO ] [sig ] GUG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:29.986827] [INFO ] [LOCAL ] Saved forecast: GUG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GUG.txt [2025-12-31T20:23:29.986991] [INFO ] [sig ] [1465/3534] Completed GUG in 0.4s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:29.987031] [INFO ] [sig ] [1466/3534] Forecasting GVA... [2025-12-31T20:23:29.987061] [INFO ] [sig ] Generating forecast for: GVA [2025-12-31T20:23:29.987090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-12-31T20:23:29.998265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GVA'. [2025-12-31T20:23:29.998564] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-12-31T20:23:29.999356] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-12-31T20:23:29.999410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:29.999442] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:29.999468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:29.999530] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:30.058336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:30.059169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:30.059270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:30.059307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:30.177070] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:30.177227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:30.177269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:30.177299] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:30.180715] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=19.50%) [2025-12-31T20:23:30.180993] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-12-31T20:23:30.181115] [INFO ] [sig ] GVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:30.321279] [INFO ] [LOCAL ] Saved forecast: GVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GVA.txt [2025-12-31T20:23:30.321413] [INFO ] [sig ] [1466/3534] Completed GVA in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:30.321452] [INFO ] [sig ] [1467/3534] Forecasting GWH... [2025-12-31T20:23:30.321483] [INFO ] [sig ] Generating forecast for: GWH [2025-12-31T20:23:30.321512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-12-31T20:23:30.332940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWH'. [2025-12-31T20:23:30.333231] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-12-31T20:23:30.334005] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-12-31T20:23:30.334067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:30.334100] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:30.334127] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:30.334184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:30.390659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:30.391288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:30.391367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:30.391399] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:30.513185] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:30.513347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:30.513389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:30.513420] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:30.516973] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=79.13%) [2025-12-31T20:23:30.517338] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-12-31T20:23:30.517504] [INFO ] [sig ] GWH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:30.663017] [INFO ] [LOCAL ] Saved forecast: GWH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GWH.txt [2025-12-31T20:23:30.663185] [INFO ] [sig ] [1467/3534] Completed GWH in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:30.663227] [INFO ] [sig ] [1468/3534] Forecasting GWRE... [2025-12-31T20:23:30.663258] [INFO ] [sig ] Generating forecast for: GWRE [2025-12-31T20:23:30.663289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-12-31T20:23:30.675642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWRE'. [2025-12-31T20:23:30.676001] [INFO ] [FORECASTER] Starting predict_future for GWRE [2025-12-31T20:23:30.676825] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-12-31T20:23:30.676879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:30.676911] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:30.676938] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:30.676996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:30.734817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:30.735711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:30.735849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:30.735895] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:30.855829] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:30.855985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:30.856023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:30.856052] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:30.859498] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=13.28%) [2025-12-31T20:23:30.859810] [INFO ] [FORECASTER] Completed predict_future for GWRE [2025-12-31T20:23:30.859942] [INFO ] [sig ] GWRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:30.999505] [INFO ] [LOCAL ] Saved forecast: GWRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GWRE.txt [2025-12-31T20:23:30.999684] [INFO ] [sig ] [1468/3534] Completed GWRE in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:30.999726] [INFO ] [sig ] [1469/3534] Forecasting GWRS... [2025-12-31T20:23:30.999759] [INFO ] [sig ] Generating forecast for: GWRS [2025-12-31T20:23:30.999789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'. [2025-12-31T20:23:31.011172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GWRS'. [2025-12-31T20:23:31.011566] [INFO ] [FORECASTER] Starting predict_future for GWRS [2025-12-31T20:23:31.012414] [DEBUG] [LOCAL ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt [2025-12-31T20:23:31.012469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:31.012503] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:31.012531] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:31.012610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:31.073202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:31.074104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:31.074190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:31.074227] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:31.191509] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:31.191680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:31.191722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:31.191751] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:31.195219] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-12-31T20:23:31.195511] [INFO ] [FORECASTER] Completed predict_future for GWRS [2025-12-31T20:23:31.195656] [INFO ] [sig ] GWRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:31.334747] [INFO ] [LOCAL ] Saved forecast: GWRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/GWRS.txt [2025-12-31T20:23:31.334881] [INFO ] [sig ] [1469/3534] Completed GWRS in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:31.334920] [INFO ] [sig ] [1470/3534] Forecasting GXAI... [2025-12-31T20:23:31.334950] [INFO ] [sig ] Generating forecast for: GXAI [2025-12-31T20:23:31.334980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'. [2025-12-31T20:23:31.347205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GXAI'. [2025-12-31T20:23:31.347530] [INFO ] [FORECASTER] Starting predict_future for GXAI [2025-12-31T20:23:31.348326] [DEBUG] [LOCAL ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt [2025-12-31T20:23:31.348379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:31.348411] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:31.348437] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:31.348496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:31.410332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:31.411109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:31.411192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:31.411226] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:31.529384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:31.529542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:31.529597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:31.529628] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:31.532954] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=93.65%) [2025-12-31T20:23:31.533222] [INFO ] [FORECASTER] Completed predict_future for GXAI [2025-12-31T20:23:31.533345] [INFO ] [sig ] GXAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:31.676102] [INFO ] [LOCAL ] Saved forecast: GXAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GXAI.txt [2025-12-31T20:23:31.676270] [INFO ] [sig ] [1470/3534] Completed GXAI in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.9m [2025-12-31T20:23:31.676310] [INFO ] [sig ] [1471/3534] Forecasting GYRE... [2025-12-31T20:23:31.676339] [INFO ] [sig ] Generating forecast for: GYRE [2025-12-31T20:23:31.676371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'. [2025-12-31T20:23:31.688108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'GYRE'. [2025-12-31T20:23:31.688487] [INFO ] [FORECASTER] Starting predict_future for GYRE [2025-12-31T20:23:31.689315] [DEBUG] [LOCAL ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt [2025-12-31T20:23:31.689367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:31.689399] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:31.689425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:31.689482] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:31.746168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:31.747036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:31.747120] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:31.747152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:31.871507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:31.871685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:31.871731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:31.871763] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:31.875424] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=98.90%) [2025-12-31T20:23:31.875745] [INFO ] [FORECASTER] Completed predict_future for GYRE [2025-12-31T20:23:31.875876] [INFO ] [sig ] GYRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:32.018093] [INFO ] [LOCAL ] Saved forecast: GYRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/GYRE.txt [2025-12-31T20:23:32.018299] [INFO ] [sig ] [1471/3534] Completed GYRE in 0.3s | 2.90 sym/s | Total: 8.4m | ETA: 11.8m [2025-12-31T20:23:32.018367] [INFO ] [sig ] [1472/3534] Forecasting H... [2025-12-31T20:23:32.018410] [INFO ] [sig ] Generating forecast for: H [2025-12-31T20:23:32.018467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-12-31T20:23:32.030671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'H'. [2025-12-31T20:23:32.031019] [INFO ] [FORECASTER] Starting predict_future for H [2025-12-31T20:23:32.031834] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-12-31T20:23:32.031886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:32.031918] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:32.031945] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:32.032003] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:32.089563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:32.090452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:32.090539] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:32.090591] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:32.208763] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:32.208921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:32.208961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:32.208990] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:32.212746] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-12-31T20:23:32.213190] [INFO ] [FORECASTER] Completed predict_future for H [2025-12-31T20:23:32.213370] [INFO ] [sig ] H: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:32.358328] [INFO ] [LOCAL ] Saved forecast: H 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/H.txt [2025-12-31T20:23:32.358480] [INFO ] [sig ] [1472/3534] Completed H in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:32.358519] [INFO ] [sig ] [1473/3534] Forecasting HAE... [2025-12-31T20:23:32.358549] [INFO ] [sig ] Generating forecast for: HAE [2025-12-31T20:23:32.358602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-12-31T20:23:32.369794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAE'. [2025-12-31T20:23:32.370127] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-12-31T20:23:32.370943] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-12-31T20:23:32.370995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:32.371028] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:32.371056] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:32.371118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:32.427810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:32.428561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:32.428658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:32.428691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:32.550561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:32.550733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:32.550772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:32.550800] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:32.554142] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=6.98%) [2025-12-31T20:23:32.554474] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-12-31T20:23:32.554623] [INFO ] [sig ] HAE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:32.697626] [INFO ] [LOCAL ] Saved forecast: HAE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HAE.txt [2025-12-31T20:23:32.697780] [INFO ] [sig ] [1473/3534] Completed HAE in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:32.697820] [INFO ] [sig ] [1474/3534] Forecasting HAFC... [2025-12-31T20:23:32.697850] [INFO ] [sig ] Generating forecast for: HAFC [2025-12-31T20:23:32.697880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'. [2025-12-31T20:23:32.710295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAFC'. [2025-12-31T20:23:32.710662] [INFO ] [FORECASTER] Starting predict_future for HAFC [2025-12-31T20:23:32.711494] [DEBUG] [LOCAL ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt [2025-12-31T20:23:32.711548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:32.711605] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:32.711635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:32.711694] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:32.769993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:32.770829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:32.770912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:32.770946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:32.892313] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:32.892469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:32.892525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:32.892554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:32.895876] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=68.58%) [2025-12-31T20:23:32.896141] [INFO ] [FORECASTER] Completed predict_future for HAFC [2025-12-31T20:23:32.896264] [INFO ] [sig ] HAFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:33.056409] [INFO ] [LOCAL ] Saved forecast: HAFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HAFC.txt [2025-12-31T20:23:33.056564] [INFO ] [sig ] [1474/3534] Completed HAFC in 0.4s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:33.056624] [INFO ] [sig ] [1475/3534] Forecasting HAIN... [2025-12-31T20:23:33.056654] [INFO ] [sig ] Generating forecast for: HAIN [2025-12-31T20:23:33.056684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'. [2025-12-31T20:23:33.068385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAIN'. [2025-12-31T20:23:33.068760] [INFO ] [FORECASTER] Starting predict_future for HAIN [2025-12-31T20:23:33.069590] [DEBUG] [LOCAL ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt [2025-12-31T20:23:33.069652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:33.069711] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:33.069740] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:33.069799] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:33.129740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:33.130659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:33.130745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:33.130779] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:33.255017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:33.255179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:33.255219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:33.255248] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:33.258660] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=6.67%) [2025-12-31T20:23:33.258959] [INFO ] [FORECASTER] Completed predict_future for HAIN [2025-12-31T20:23:33.259092] [INFO ] [sig ] HAIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:33.405765] [INFO ] [LOCAL ] Saved forecast: HAIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HAIN.txt [2025-12-31T20:23:33.405924] [INFO ] [sig ] [1475/3534] Completed HAIN in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:33.405966] [INFO ] [sig ] [1476/3534] Forecasting HAL... [2025-12-31T20:23:33.405996] [INFO ] [sig ] Generating forecast for: HAL [2025-12-31T20:23:33.406026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-12-31T20:23:33.417389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAL'. [2025-12-31T20:23:33.417775] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-12-31T20:23:33.418555] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-12-31T20:23:33.418626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:33.418659] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:33.418686] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:33.418745] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:33.477475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:33.478373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:33.478456] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:33.478489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:33.600674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:33.600836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:33.600882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:33.600912] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:33.604402] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=75.42%) [2025-12-31T20:23:33.604725] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-12-31T20:23:33.604858] [INFO ] [sig ] HAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:33.748341] [INFO ] [LOCAL ] Saved forecast: HAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HAL.txt [2025-12-31T20:23:33.748502] [INFO ] [sig ] [1476/3534] Completed HAL in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:33.748542] [INFO ] [sig ] [1477/3534] Forecasting HALO... [2025-12-31T20:23:33.748591] [INFO ] [sig ] Generating forecast for: HALO [2025-12-31T20:23:33.748624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'. [2025-12-31T20:23:33.760416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HALO'. [2025-12-31T20:23:33.760794] [INFO ] [FORECASTER] Starting predict_future for HALO [2025-12-31T20:23:33.761554] [DEBUG] [LOCAL ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt [2025-12-31T20:23:33.761626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:33.761659] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:33.761686] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:33.761744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:33.820057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:33.820956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:33.821043] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:33.821076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:33.945299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:33.945460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:33.945500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:33.945530] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:33.948949] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: UP (p=56.14%) [2025-12-31T20:23:33.949225] [INFO ] [FORECASTER] Completed predict_future for HALO [2025-12-31T20:23:33.952394] [INFO ] [sig ] HALO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:34.092995] [INFO ] [LOCAL ] Saved forecast: HALO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HALO.txt [2025-12-31T20:23:34.093170] [INFO ] [sig ] [1477/3534] Completed HALO in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:34.093210] [INFO ] [sig ] [1478/3534] Forecasting HAS... [2025-12-31T20:23:34.093240] [INFO ] [sig ] Generating forecast for: HAS [2025-12-31T20:23:34.093272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'. [2025-12-31T20:23:34.104951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HAS'. [2025-12-31T20:23:34.105242] [INFO ] [FORECASTER] Starting predict_future for HAS [2025-12-31T20:23:34.106050] [DEBUG] [LOCAL ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt [2025-12-31T20:23:34.106103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:34.106147] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:34.106176] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:34.106235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:34.166246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:34.167149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:34.167234] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:34.167268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:34.290041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:34.290196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:34.290234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:34.290293] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:34.293679] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=25.38%) [2025-12-31T20:23:34.293951] [INFO ] [FORECASTER] Completed predict_future for HAS [2025-12-31T20:23:34.294075] [INFO ] [sig ] HAS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:34.435238] [INFO ] [LOCAL ] Saved forecast: HAS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HAS.txt [2025-12-31T20:23:34.435376] [INFO ] [sig ] [1478/3534] Completed HAS in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:34.435416] [INFO ] [sig ] [1479/3534] Forecasting HASI... [2025-12-31T20:23:34.435446] [INFO ] [sig ] Generating forecast for: HASI [2025-12-31T20:23:34.435477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-12-31T20:23:34.446752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HASI'. [2025-12-31T20:23:34.447027] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-12-31T20:23:34.447829] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-12-31T20:23:34.447880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:34.447916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:34.447943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:34.448000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:34.506705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:34.507547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:34.507646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:34.507680] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:34.629915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:34.630075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:34.630116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:34.630144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:34.633550] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=99.60%) [2025-12-31T20:23:34.633855] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-12-31T20:23:34.633982] [INFO ] [sig ] HASI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:34.779041] [INFO ] [LOCAL ] Saved forecast: HASI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HASI.txt [2025-12-31T20:23:34.779175] [INFO ] [sig ] [1479/3534] Completed HASI in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:34.779215] [INFO ] [sig ] [1480/3534] Forecasting HBAN... [2025-12-31T20:23:34.779258] [INFO ] [sig ] Generating forecast for: HBAN [2025-12-31T20:23:34.779302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'. [2025-12-31T20:23:34.790697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBAN'. [2025-12-31T20:23:34.790989] [INFO ] [FORECASTER] Starting predict_future for HBAN [2025-12-31T20:23:34.791757] [DEBUG] [LOCAL ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt [2025-12-31T20:23:34.791809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:34.791840] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:34.791867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:34.791925] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:34.851510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:34.852282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:34.852367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:34.852400] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:34.970936] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:34.971090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:34.971131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:34.971161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:34.974482] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: DOWN (p=4.09%) [2025-12-31T20:23:34.974768] [INFO ] [FORECASTER] Completed predict_future for HBAN [2025-12-31T20:23:34.974890] [INFO ] [sig ] HBAN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:35.113208] [INFO ] [LOCAL ] Saved forecast: HBAN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HBAN.txt [2025-12-31T20:23:35.113335] [INFO ] [sig ] [1480/3534] Completed HBAN in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:35.113375] [INFO ] [sig ] [1481/3534] Forecasting HBANL... [2025-12-31T20:23:35.113405] [INFO ] [sig ] Generating forecast for: HBANL [2025-12-31T20:23:35.113436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'. [2025-12-31T20:23:35.124806] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANL'. [2025-12-31T20:23:35.125161] [INFO ] [FORECASTER] Starting predict_future for HBANL [2025-12-31T20:23:35.126002] [DEBUG] [LOCAL ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt [2025-12-31T20:23:35.126054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:35.126087] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:35.126116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:35.126175] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:35.184931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:35.185725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:35.185807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:35.185841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:35.299719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:35.299877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:35.299918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:35.299947] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:35.303388] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: UP (p=76.78%) [2025-12-31T20:23:35.303687] [INFO ] [FORECASTER] Completed predict_future for HBANL [2025-12-31T20:23:35.303813] [INFO ] [sig ] HBANL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:35.446681] [INFO ] [LOCAL ] Saved forecast: HBANL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HBANL.txt [2025-12-31T20:23:35.446819] [INFO ] [sig ] [1481/3534] Completed HBANL in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:35.446880] [INFO ] [sig ] [1482/3534] Forecasting HBANP... [2025-12-31T20:23:35.446912] [INFO ] [sig ] Generating forecast for: HBANP [2025-12-31T20:23:35.446943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'. [2025-12-31T20:23:35.458205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBANP'. [2025-12-31T20:23:35.458501] [INFO ] [FORECASTER] Starting predict_future for HBANP [2025-12-31T20:23:35.459300] [DEBUG] [LOCAL ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt [2025-12-31T20:23:35.459354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:35.459386] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:35.459414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:35.459472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:35.518259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:35.519131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:35.519222] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:35.519276] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:35.634323] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:35.634475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:35.634515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:35.634543] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:35.638147] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=64.09%) [2025-12-31T20:23:35.638435] [INFO ] [FORECASTER] Completed predict_future for HBANP [2025-12-31T20:23:35.638563] [INFO ] [sig ] HBANP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:35.781678] [INFO ] [LOCAL ] Saved forecast: HBANP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HBANP.txt [2025-12-31T20:23:35.781868] [INFO ] [sig ] [1482/3534] Completed HBANP in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:35.781927] [INFO ] [sig ] [1483/3534] Forecasting HBB... [2025-12-31T20:23:35.781962] [INFO ] [sig ] Generating forecast for: HBB [2025-12-31T20:23:35.781995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-12-31T20:23:35.793341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBB'. [2025-12-31T20:23:35.793677] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-12-31T20:23:35.794533] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-12-31T20:23:35.794613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:35.794650] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:35.794679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:35.794740] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:35.852193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:35.852874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:35.852952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:35.852986] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:35.967034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:35.967182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:35.967221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:35.967250] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:35.970745] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-12-31T20:23:35.971044] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-12-31T20:23:35.971194] [INFO ] [sig ] HBB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:36.119275] [INFO ] [LOCAL ] Saved forecast: HBB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HBB.txt [2025-12-31T20:23:36.119419] [INFO ] [sig ] [1483/3534] Completed HBB in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:36.119461] [INFO ] [sig ] [1484/3534] Forecasting HBCP... [2025-12-31T20:23:36.119491] [INFO ] [sig ] Generating forecast for: HBCP [2025-12-31T20:23:36.119520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'. [2025-12-31T20:23:36.130671] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBCP'. [2025-12-31T20:23:36.130945] [INFO ] [FORECASTER] Starting predict_future for HBCP [2025-12-31T20:23:36.131746] [DEBUG] [LOCAL ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt [2025-12-31T20:23:36.131799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:36.131834] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:36.131862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:36.131922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:36.189985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:36.191001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:36.191092] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:36.191124] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:36.305266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:36.305391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:36.305430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:36.305458] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:36.308702] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=13.79%) [2025-12-31T20:23:36.308983] [INFO ] [FORECASTER] Completed predict_future for HBCP [2025-12-31T20:23:36.309106] [INFO ] [sig ] HBCP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:36.446780] [INFO ] [LOCAL ] Saved forecast: HBCP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HBCP.txt [2025-12-31T20:23:36.446930] [INFO ] [sig ] [1484/3534] Completed HBCP in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:36.446970] [INFO ] [sig ] [1485/3534] Forecasting HBM... [2025-12-31T20:23:36.447001] [INFO ] [sig ] Generating forecast for: HBM [2025-12-31T20:23:36.447032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-12-31T20:23:36.458799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBM'. [2025-12-31T20:23:36.459132] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-12-31T20:23:36.459959] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-12-31T20:23:36.460010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:36.460042] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:36.460069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:36.460127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:36.516318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:36.517133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:36.517245] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:36.517278] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:36.634739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:36.634882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:36.634939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:36.634969] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:36.638302] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=32.63%) [2025-12-31T20:23:36.638589] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-12-31T20:23:36.638712] [INFO ] [sig ] HBM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:36.779734] [INFO ] [LOCAL ] Saved forecast: HBM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HBM.txt [2025-12-31T20:23:36.779858] [INFO ] [sig ] [1485/3534] Completed HBM in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:36.779895] [INFO ] [sig ] [1486/3534] Forecasting HBNC... [2025-12-31T20:23:36.779925] [INFO ] [sig ] Generating forecast for: HBNC [2025-12-31T20:23:36.779955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'. [2025-12-31T20:23:36.791544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HBNC'. [2025-12-31T20:23:36.791849] [INFO ] [FORECASTER] Starting predict_future for HBNC [2025-12-31T20:23:36.792631] [DEBUG] [LOCAL ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt [2025-12-31T20:23:36.792682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:36.792714] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:36.792741] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:36.792798] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:36.849155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:36.849779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:36.849855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:36.849886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:36.966259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:36.966405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:36.966445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:36.966475] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:36.969804] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-12-31T20:23:36.970074] [INFO ] [FORECASTER] Completed predict_future for HBNC [2025-12-31T20:23:36.970192] [INFO ] [sig ] HBNC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:37.109084] [INFO ] [LOCAL ] Saved forecast: HBNC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HBNC.txt [2025-12-31T20:23:37.109199] [INFO ] [sig ] [1486/3534] Completed HBNC in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:37.109237] [INFO ] [sig ] [1487/3534] Forecasting HCA... [2025-12-31T20:23:37.109282] [INFO ] [sig ] Generating forecast for: HCA [2025-12-31T20:23:37.109314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-12-31T20:23:37.120667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCA'. [2025-12-31T20:23:37.120924] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-12-31T20:23:37.121713] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-12-31T20:23:37.121763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:37.121796] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:37.121823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:37.121879] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:37.178163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:37.178802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:37.178893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:37.178926] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:37.298843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:37.298971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:37.299008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:37.299036] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:37.302328] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=76.31%) [2025-12-31T20:23:37.302614] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-12-31T20:23:37.302738] [INFO ] [sig ] HCA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:37.446613] [INFO ] [LOCAL ] Saved forecast: HCA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HCA.txt [2025-12-31T20:23:37.446809] [INFO ] [sig ] [1487/3534] Completed HCA in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.8m [2025-12-31T20:23:37.446853] [INFO ] [sig ] [1488/3534] Forecasting HCC... [2025-12-31T20:23:37.446886] [INFO ] [sig ] Generating forecast for: HCC [2025-12-31T20:23:37.446919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-12-31T20:23:37.458366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCC'. [2025-12-31T20:23:37.458752] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-12-31T20:23:37.459616] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-12-31T20:23:37.459668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:37.459700] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:37.459726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:37.459784] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:37.516533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:37.517475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:37.517561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:37.517616] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:37.641434] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:37.641627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:37.641670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:37.641698] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:37.645141] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=95.62%) [2025-12-31T20:23:37.645431] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-12-31T20:23:37.645560] [INFO ] [sig ] HCC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:37.788328] [INFO ] [LOCAL ] Saved forecast: HCC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HCC.txt [2025-12-31T20:23:37.788522] [INFO ] [sig ] [1488/3534] Completed HCC in 0.3s | 2.90 sym/s | Total: 8.5m | ETA: 11.7m [2025-12-31T20:23:37.788563] [INFO ] [sig ] [1489/3534] Forecasting HCI... [2025-12-31T20:23:37.788615] [INFO ] [sig ] Generating forecast for: HCI [2025-12-31T20:23:37.788648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-12-31T20:23:37.800308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCI'. [2025-12-31T20:23:37.800685] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-12-31T20:23:37.801461] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-12-31T20:23:37.801512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:37.801545] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:37.801606] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:37.801668] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:37.858641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:37.859545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:37.859652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:37.859685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:37.977525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:37.977701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:37.977743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:37.977772] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:37.981187] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=19.63%) [2025-12-31T20:23:37.981484] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-12-31T20:23:37.981630] [INFO ] [sig ] HCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:38.118078] [INFO ] [LOCAL ] Saved forecast: HCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HCI.txt [2025-12-31T20:23:38.118213] [INFO ] [sig ] [1489/3534] Completed HCI in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:38.118251] [INFO ] [sig ] [1490/3534] Forecasting HCM... [2025-12-31T20:23:38.118280] [INFO ] [sig ] Generating forecast for: HCM [2025-12-31T20:23:38.118309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'. [2025-12-31T20:23:38.129744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCM'. [2025-12-31T20:23:38.130037] [INFO ] [FORECASTER] Starting predict_future for HCM [2025-12-31T20:23:38.130809] [DEBUG] [LOCAL ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt [2025-12-31T20:23:38.130860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:38.130891] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:38.130917] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:38.130974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:38.186669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:38.187315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:38.187394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:38.187426] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:38.307445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:38.307624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:38.307665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:38.307694] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:38.311032] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=48.73%) [2025-12-31T20:23:38.311301] [INFO ] [FORECASTER] Completed predict_future for HCM [2025-12-31T20:23:38.311425] [INFO ] [sig ] HCM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:38.448536] [INFO ] [LOCAL ] Saved forecast: HCM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HCM.txt [2025-12-31T20:23:38.448694] [INFO ] [sig ] [1490/3534] Completed HCM in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:38.448736] [INFO ] [sig ] [1491/3534] Forecasting HCSG... [2025-12-31T20:23:38.448765] [INFO ] [sig ] Generating forecast for: HCSG [2025-12-31T20:23:38.448796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'. [2025-12-31T20:23:38.460031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HCSG'. [2025-12-31T20:23:38.460315] [INFO ] [FORECASTER] Starting predict_future for HCSG [2025-12-31T20:23:38.461095] [DEBUG] [LOCAL ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt [2025-12-31T20:23:38.461147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:38.461179] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:38.461206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:38.461267] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:38.517201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:38.517871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:38.517947] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:38.517979] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:38.640692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:38.640889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:38.640936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:38.640969] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:38.644428] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=44.70%) [2025-12-31T20:23:38.644730] [INFO ] [FORECASTER] Completed predict_future for HCSG [2025-12-31T20:23:38.644854] [INFO ] [sig ] HCSG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:38.782288] [INFO ] [LOCAL ] Saved forecast: HCSG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HCSG.txt [2025-12-31T20:23:38.782450] [INFO ] [sig ] [1491/3534] Completed HCSG in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:38.782491] [INFO ] [sig ] [1492/3534] Forecasting HD... [2025-12-31T20:23:38.782521] [INFO ] [sig ] Generating forecast for: HD [2025-12-31T20:23:38.782552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-12-31T20:23:38.794841] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HD'. [2025-12-31T20:23:38.795211] [INFO ] [FORECASTER] Starting predict_future for HD [2025-12-31T20:23:38.795984] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-12-31T20:23:38.796035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:38.796102] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:38.796131] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:38.796189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:38.852416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:38.853262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:38.853344] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:38.853377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:38.972661] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:38.972816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:38.972856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:38.972885] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:38.976177] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=96.80%) [2025-12-31T20:23:38.976449] [INFO ] [FORECASTER] Completed predict_future for HD [2025-12-31T20:23:38.976588] [INFO ] [sig ] HD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:39.113588] [INFO ] [LOCAL ] Saved forecast: HD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HD.txt [2025-12-31T20:23:39.113726] [INFO ] [sig ] [1492/3534] Completed HD in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:39.113766] [INFO ] [sig ] [1493/3534] Forecasting HDB... [2025-12-31T20:23:39.113796] [INFO ] [sig ] Generating forecast for: HDB [2025-12-31T20:23:39.113852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-12-31T20:23:39.124899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDB'. [2025-12-31T20:23:39.125205] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-12-31T20:23:39.125981] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-12-31T20:23:39.126032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:39.126064] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:39.126090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:39.126148] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:39.181693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:39.182342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:39.182419] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:39.182452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:39.306343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:39.306508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:39.306563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:39.306610] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:39.310242] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=19.79%) [2025-12-31T20:23:39.310537] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-12-31T20:23:39.310690] [INFO ] [sig ] HDB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:39.450087] [INFO ] [LOCAL ] Saved forecast: HDB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HDB.txt [2025-12-31T20:23:39.450225] [INFO ] [sig ] [1493/3534] Completed HDB in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:39.450264] [INFO ] [sig ] [1494/3534] Forecasting HDSN... [2025-12-31T20:23:39.450294] [INFO ] [sig ] Generating forecast for: HDSN [2025-12-31T20:23:39.450324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'. [2025-12-31T20:23:39.461331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HDSN'. [2025-12-31T20:23:39.461623] [INFO ] [FORECASTER] Starting predict_future for HDSN [2025-12-31T20:23:39.462404] [DEBUG] [LOCAL ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt [2025-12-31T20:23:39.462455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:39.462486] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:39.462512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:39.462586] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:39.518276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:39.518901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:39.518977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:39.519008] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:39.635759] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:39.635869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:39.635904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:39.635931] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:39.639088] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=87.93%) [2025-12-31T20:23:39.639380] [INFO ] [FORECASTER] Completed predict_future for HDSN [2025-12-31T20:23:39.639499] [INFO ] [sig ] HDSN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:39.777282] [INFO ] [LOCAL ] Saved forecast: HDSN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HDSN.txt [2025-12-31T20:23:39.777399] [INFO ] [sig ] [1494/3534] Completed HDSN in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:39.777440] [INFO ] [sig ] [1495/3534] Forecasting HE... [2025-12-31T20:23:39.777472] [INFO ] [sig ] Generating forecast for: HE [2025-12-31T20:23:39.777502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-12-31T20:23:39.789137] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HE'. [2025-12-31T20:23:39.789437] [INFO ] [FORECASTER] Starting predict_future for HE [2025-12-31T20:23:39.790213] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-12-31T20:23:39.790264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:39.790295] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:39.790322] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:39.790378] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:39.846942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:39.847523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:39.847616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:39.847650] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:39.968143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:39.968341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:39.968391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:39.968420] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:39.972322] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=11.96%) [2025-12-31T20:23:39.972663] [INFO ] [FORECASTER] Completed predict_future for HE [2025-12-31T20:23:39.972803] [INFO ] [sig ] HE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:40.111675] [INFO ] [LOCAL ] Saved forecast: HE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HE.txt [2025-12-31T20:23:40.111833] [INFO ] [sig ] [1495/3534] Completed HE in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:40.111872] [INFO ] [sig ] [1496/3534] Forecasting HEI... [2025-12-31T20:23:40.111901] [INFO ] [sig ] Generating forecast for: HEI [2025-12-31T20:23:40.111943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-12-31T20:23:40.124315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEI'. [2025-12-31T20:23:40.124673] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-12-31T20:23:40.125487] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-12-31T20:23:40.125539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:40.125593] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:40.125624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:40.125692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:40.181800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:40.182754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:40.182843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:40.182876] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:40.306434] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:40.306605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:40.306650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:40.306680] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:40.310227] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=5.64%) [2025-12-31T20:23:40.310515] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-12-31T20:23:40.310666] [INFO ] [sig ] HEI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:40.454215] [INFO ] [LOCAL ] Saved forecast: HEI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HEI.txt [2025-12-31T20:23:40.454382] [INFO ] [sig ] [1496/3534] Completed HEI in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:40.454424] [INFO ] [sig ] [1497/3534] Forecasting HELE... [2025-12-31T20:23:40.454457] [INFO ] [sig ] Generating forecast for: HELE [2025-12-31T20:23:40.454489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'. [2025-12-31T20:23:40.465763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HELE'. [2025-12-31T20:23:40.466100] [INFO ] [FORECASTER] Starting predict_future for HELE [2025-12-31T20:23:40.466904] [DEBUG] [LOCAL ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt [2025-12-31T20:23:40.466958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:40.466992] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:40.467021] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:40.467088] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:40.523888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:40.524821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:40.524910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:40.524947] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:40.648904] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:40.649087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:40.649148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:40.649180] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:40.653050] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=71.69%) [2025-12-31T20:23:40.653370] [INFO ] [FORECASTER] Completed predict_future for HELE [2025-12-31T20:23:40.653508] [INFO ] [sig ] HELE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:40.793288] [INFO ] [LOCAL ] Saved forecast: HELE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HELE.txt [2025-12-31T20:23:40.793449] [INFO ] [sig ] [1497/3534] Completed HELE in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:40.793491] [INFO ] [sig ] [1498/3534] Forecasting HEPS... [2025-12-31T20:23:40.793522] [INFO ] [sig ] Generating forecast for: HEPS [2025-12-31T20:23:40.793553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'. [2025-12-31T20:23:40.805404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEPS'. [2025-12-31T20:23:40.805721] [INFO ] [FORECASTER] Starting predict_future for HEPS [2025-12-31T20:23:40.806541] [DEBUG] [LOCAL ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt [2025-12-31T20:23:40.806619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:40.806653] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:40.806679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:40.806736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:40.863071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:40.863802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:40.863893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:40.863927] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:40.984081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:40.984239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:40.984280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:40.984307] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:40.987759] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=57.10%) [2025-12-31T20:23:40.988043] [INFO ] [FORECASTER] Completed predict_future for HEPS [2025-12-31T20:23:40.988170] [INFO ] [sig ] HEPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:41.126865] [INFO ] [LOCAL ] Saved forecast: HEPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HEPS.txt [2025-12-31T20:23:41.127007] [INFO ] [sig ] [1498/3534] Completed HEPS in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:41.127048] [INFO ] [sig ] [1499/3534] Forecasting HEQ... [2025-12-31T20:23:41.127077] [INFO ] [sig ] Generating forecast for: HEQ [2025-12-31T20:23:41.127108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-12-31T20:23:41.138386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HEQ'. [2025-12-31T20:23:41.138722] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-12-31T20:23:41.139499] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-12-31T20:23:41.139551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:41.139606] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:41.139635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:41.139691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:41.195742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:41.196475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:41.196555] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:41.196605] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:41.310991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:41.311141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:41.311180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:41.311210] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:41.314547] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=89.10%) [2025-12-31T20:23:41.314833] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-12-31T20:23:41.314955] [INFO ] [sig ] HEQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:41.457812] [INFO ] [LOCAL ] Saved forecast: HEQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HEQ.txt [2025-12-31T20:23:41.457957] [INFO ] [sig ] [1499/3534] Completed HEQ in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:41.458004] [INFO ] [sig ] [1500/3534] Forecasting HERO... [2025-12-31T20:23:41.458035] [INFO ] [sig ] Generating forecast for: HERO [2025-12-31T20:23:41.458064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'. [2025-12-31T20:23:41.469039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HERO'. [2025-12-31T20:23:41.469362] [INFO ] [FORECASTER] Starting predict_future for HERO [2025-12-31T20:23:41.470131] [DEBUG] [LOCAL ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt [2025-12-31T20:23:41.470182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:41.470214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:41.470240] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:41.470297] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:41.526721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:41.527405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:41.527487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:41.527520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:41.648245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:41.648395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:41.648434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:41.648463] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:41.651856] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=99.52%) [2025-12-31T20:23:41.652124] [INFO ] [FORECASTER] Completed predict_future for HERO [2025-12-31T20:23:41.652246] [INFO ] [sig ] HERO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:41.790962] [INFO ] [LOCAL ] Saved forecast: HERO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HERO.txt [2025-12-31T20:23:41.791100] [INFO ] [sig ] [1500/3534] Completed HERO in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:41.791140] [INFO ] [sig ] [1501/3534] Forecasting HESM... [2025-12-31T20:23:41.791169] [INFO ] [sig ] Generating forecast for: HESM [2025-12-31T20:23:41.791199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-12-31T20:23:41.802636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HESM'. [2025-12-31T20:23:41.802932] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-12-31T20:23:41.803707] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-12-31T20:23:41.803757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:41.803789] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:41.803815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:41.803871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:41.860471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:41.861190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:41.861268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:41.861300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:41.985141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:41.985293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:41.985333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:41.985361] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:41.988726] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=17.10%) [2025-12-31T20:23:41.988995] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-12-31T20:23:41.989116] [INFO ] [sig ] HESM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:42.134496] [INFO ] [LOCAL ] Saved forecast: HESM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HESM.txt [2025-12-31T20:23:42.134717] [INFO ] [sig ] [1501/3534] Completed HESM in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:42.134767] [INFO ] [sig ] [1502/3534] Forecasting HFFG... [2025-12-31T20:23:42.134799] [INFO ] [sig ] Generating forecast for: HFFG [2025-12-31T20:23:42.134830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'. [2025-12-31T20:23:42.147385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFFG'. [2025-12-31T20:23:42.147720] [INFO ] [FORECASTER] Starting predict_future for HFFG [2025-12-31T20:23:42.148510] [DEBUG] [LOCAL ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt [2025-12-31T20:23:42.148606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:42.148641] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:42.148668] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:42.148729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:42.204801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:42.205515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:42.205647] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:42.205682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:42.323460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:42.323632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:42.323673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:42.323702] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:42.327068] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=1.57%) [2025-12-31T20:23:42.327340] [INFO ] [FORECASTER] Completed predict_future for HFFG [2025-12-31T20:23:42.327472] [INFO ] [sig ] HFFG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:42.465114] [INFO ] [LOCAL ] Saved forecast: HFFG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HFFG.txt [2025-12-31T20:23:42.465243] [INFO ] [sig ] [1502/3534] Completed HFFG in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:42.465282] [INFO ] [sig ] [1503/3534] Forecasting HFRO... [2025-12-31T20:23:42.465312] [INFO ] [sig ] Generating forecast for: HFRO [2025-12-31T20:23:42.465341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-12-31T20:23:42.476333] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFRO'. [2025-12-31T20:23:42.476634] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-12-31T20:23:42.477377] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-12-31T20:23:42.477428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:42.477460] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:42.477486] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:42.477543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:42.533473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:42.534097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:42.534171] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:42.534203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:42.654312] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:42.654466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:42.654505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:42.654533] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:42.657884] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=98.66%) [2025-12-31T20:23:42.658151] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-12-31T20:23:42.658270] [INFO ] [sig ] HFRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:42.800359] [INFO ] [LOCAL ] Saved forecast: HFRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HFRO.txt [2025-12-31T20:23:42.800501] [INFO ] [sig ] [1503/3534] Completed HFRO in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:42.800551] [INFO ] [sig ] [1504/3534] Forecasting HFWA... [2025-12-31T20:23:42.800610] [INFO ] [sig ] Generating forecast for: HFWA [2025-12-31T20:23:42.800648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'. [2025-12-31T20:23:42.811690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HFWA'. [2025-12-31T20:23:42.811984] [INFO ] [FORECASTER] Starting predict_future for HFWA [2025-12-31T20:23:42.812776] [DEBUG] [LOCAL ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt [2025-12-31T20:23:42.812827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:42.812859] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:42.812885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:42.812947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:42.869354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:42.870017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:42.870097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:42.870130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:42.988703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:42.988854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:42.988903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:42.988944] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:42.992345] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: UP (p=89.73%) [2025-12-31T20:23:42.992633] [INFO ] [FORECASTER] Completed predict_future for HFWA [2025-12-31T20:23:42.992753] [INFO ] [sig ] HFWA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:43.132713] [INFO ] [LOCAL ] Saved forecast: HFWA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HFWA.txt [2025-12-31T20:23:43.132872] [INFO ] [sig ] [1504/3534] Completed HFWA in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.7m [2025-12-31T20:23:43.132914] [INFO ] [sig ] [1505/3534] Forecasting HG... [2025-12-31T20:23:43.132944] [INFO ] [sig ] Generating forecast for: HG [2025-12-31T20:23:43.132974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'. [2025-12-31T20:23:43.144463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HG'. [2025-12-31T20:23:43.144840] [INFO ] [FORECASTER] Starting predict_future for HG [2025-12-31T20:23:43.145653] [DEBUG] [LOCAL ] No optimal features file found for HG: ./output/feature-sets/HG.txt [2025-12-31T20:23:43.145704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:43.145737] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:43.145764] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:43.145826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:43.204258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:43.205140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:43.205225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:43.205257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:43.328568] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:43.328739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:43.328780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:43.328810] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:43.332315] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=42.94%) [2025-12-31T20:23:43.332639] [INFO ] [FORECASTER] Completed predict_future for HG [2025-12-31T20:23:43.332771] [INFO ] [sig ] HG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:43.476128] [INFO ] [LOCAL ] Saved forecast: HG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HG.txt [2025-12-31T20:23:43.476286] [INFO ] [sig ] [1505/3534] Completed HG in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.6m [2025-12-31T20:23:43.476335] [INFO ] [sig ] [1506/3534] Forecasting HGBL... [2025-12-31T20:23:43.476366] [INFO ] [sig ] Generating forecast for: HGBL [2025-12-31T20:23:43.476397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'. [2025-12-31T20:23:43.487178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGBL'. [2025-12-31T20:23:43.487546] [INFO ] [FORECASTER] Starting predict_future for HGBL [2025-12-31T20:23:43.488413] [DEBUG] [LOCAL ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt [2025-12-31T20:23:43.488467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:43.488501] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:43.488532] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:43.488614] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:43.545920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:43.546691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:43.546771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:43.546804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:43.663382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:43.663529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:43.663619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:43.663657] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:43.667109] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=1.72%) [2025-12-31T20:23:43.667390] [INFO ] [FORECASTER] Completed predict_future for HGBL [2025-12-31T20:23:43.667529] [INFO ] [sig ] HGBL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:43.808158] [INFO ] [LOCAL ] Saved forecast: HGBL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HGBL.txt [2025-12-31T20:23:43.808287] [INFO ] [sig ] [1506/3534] Completed HGBL in 0.3s | 2.90 sym/s | Total: 8.6m | ETA: 11.6m [2025-12-31T20:23:43.808325] [INFO ] [sig ] [1507/3534] Forecasting HGLB... [2025-12-31T20:23:43.808354] [INFO ] [sig ] Generating forecast for: HGLB [2025-12-31T20:23:43.808385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-12-31T20:23:43.819296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGLB'. [2025-12-31T20:23:43.819620] [INFO ] [FORECASTER] Starting predict_future for HGLB [2025-12-31T20:23:43.820369] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-12-31T20:23:43.820421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:43.820453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:43.820482] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:43.820552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:43.878125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:43.878791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:43.878867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:43.878899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:44.002586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:44.002736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:44.002775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:44.002804] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:44.006116] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=22.08%) [2025-12-31T20:23:44.006399] [INFO ] [FORECASTER] Completed predict_future for HGLB [2025-12-31T20:23:44.006518] [INFO ] [sig ] HGLB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:44.151763] [INFO ] [LOCAL ] Saved forecast: HGLB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HGLB.txt [2025-12-31T20:23:44.152107] [INFO ] [sig ] [1507/3534] Completed HGLB in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:44.152154] [INFO ] [sig ] [1508/3534] Forecasting HGTY... [2025-12-31T20:23:44.152185] [INFO ] [sig ] Generating forecast for: HGTY [2025-12-31T20:23:44.152214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-12-31T20:23:44.164130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HGTY'. [2025-12-31T20:23:44.164427] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-12-31T20:23:44.165229] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-12-31T20:23:44.165280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:44.165312] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:44.165338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:44.165394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:44.224339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:44.225121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:44.225205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:44.225237] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:44.341125] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:44.341277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:44.341316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:44.341345] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:44.344718] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=84.21%) [2025-12-31T20:23:44.345015] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-12-31T20:23:44.345141] [INFO ] [sig ] HGTY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:44.482398] [INFO ] [LOCAL ] Saved forecast: HGTY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HGTY.txt [2025-12-31T20:23:44.482531] [INFO ] [sig ] [1508/3534] Completed HGTY in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:44.482588] [INFO ] [sig ] [1509/3534] Forecasting HHH... [2025-12-31T20:23:44.482621] [INFO ] [sig ] Generating forecast for: HHH [2025-12-31T20:23:44.482652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-12-31T20:23:44.494476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HHH'. [2025-12-31T20:23:44.494856] [INFO ] [FORECASTER] Starting predict_future for HHH [2025-12-31T20:23:44.495690] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-12-31T20:23:44.495742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:44.495802] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:44.495832] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:44.495891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:44.555846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:44.556784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:44.556872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:44.556904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:44.685851] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:44.686014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:44.686073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:44.686104] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:44.689616] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=85.49%) [2025-12-31T20:23:44.689912] [INFO ] [FORECASTER] Completed predict_future for HHH [2025-12-31T20:23:44.690047] [INFO ] [sig ] HHH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:44.833825] [INFO ] [LOCAL ] Saved forecast: HHH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HHH.txt [2025-12-31T20:23:44.833957] [INFO ] [sig ] [1509/3534] Completed HHH in 0.4s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:44.833996] [INFO ] [sig ] [1510/3534] Forecasting HI... [2025-12-31T20:23:44.834033] [INFO ] [sig ] Generating forecast for: HI [2025-12-31T20:23:44.834064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-12-31T20:23:44.845933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HI'. [2025-12-31T20:23:44.846223] [INFO ] [FORECASTER] Starting predict_future for HI [2025-12-31T20:23:44.846995] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-12-31T20:23:44.847047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:44.847078] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:44.847105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:44.847163] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:44.903561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:44.904165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:44.904239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:44.904271] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:45.030658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:45.030820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:45.030862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:45.030892] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:45.034366] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-12-31T20:23:45.034662] [INFO ] [FORECASTER] Completed predict_future for HI [2025-12-31T20:23:45.034788] [INFO ] [sig ] HI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:45.183786] [INFO ] [LOCAL ] Saved forecast: HI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HI.txt [2025-12-31T20:23:45.183914] [INFO ] [sig ] [1510/3534] Completed HI in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:45.183953] [INFO ] [sig ] [1511/3534] Forecasting HIFS... [2025-12-31T20:23:45.183984] [INFO ] [sig ] Generating forecast for: HIFS [2025-12-31T20:23:45.184014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'. [2025-12-31T20:23:45.195096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIFS'. [2025-12-31T20:23:45.195357] [INFO ] [FORECASTER] Starting predict_future for HIFS [2025-12-31T20:23:45.196126] [DEBUG] [LOCAL ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt [2025-12-31T20:23:45.196178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:45.196210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:45.196237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:45.196294] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:45.253079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:45.253683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:45.253758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:45.253790] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:45.364166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:45.364265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:45.364301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:45.364328] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:45.367449] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=42.68%) [2025-12-31T20:23:45.367731] [INFO ] [FORECASTER] Completed predict_future for HIFS [2025-12-31T20:23:45.367849] [INFO ] [sig ] HIFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:45.510441] [INFO ] [LOCAL ] Saved forecast: HIFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HIFS.txt [2025-12-31T20:23:45.510556] [INFO ] [sig ] [1511/3534] Completed HIFS in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:45.510611] [INFO ] [sig ] [1512/3534] Forecasting HIG... [2025-12-31T20:23:45.510641] [INFO ] [sig ] Generating forecast for: HIG [2025-12-31T20:23:45.510672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-12-31T20:23:45.521973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIG'. [2025-12-31T20:23:45.522234] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-12-31T20:23:45.523010] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-12-31T20:23:45.523061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:45.523093] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:45.523120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:45.523177] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:45.579861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:45.580451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:45.580528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:45.580559] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:45.697619] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:45.697704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:45.697740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:45.697768] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:45.700979] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=1.05%) [2025-12-31T20:23:45.701243] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-12-31T20:23:45.701365] [INFO ] [sig ] HIG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:45.839898] [INFO ] [LOCAL ] Saved forecast: HIG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HIG.txt [2025-12-31T20:23:45.840005] [INFO ] [sig ] [1512/3534] Completed HIG in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:45.840043] [INFO ] [sig ] [1513/3534] Forecasting HII... [2025-12-31T20:23:45.840072] [INFO ] [sig ] Generating forecast for: HII [2025-12-31T20:23:45.840102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-12-31T20:23:45.851123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HII'. [2025-12-31T20:23:45.851384] [INFO ] [FORECASTER] Starting predict_future for HII [2025-12-31T20:23:45.852146] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-12-31T20:23:45.852198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:45.852241] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:45.852269] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:45.852326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:45.908308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:45.908929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:45.909005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:45.909036] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:46.029149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:46.029242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:46.029291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:46.029319] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:46.032416] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=11.39%) [2025-12-31T20:23:46.032696] [INFO ] [FORECASTER] Completed predict_future for HII [2025-12-31T20:23:46.032814] [INFO ] [sig ] HII: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:46.177555] [INFO ] [LOCAL ] Saved forecast: HII 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HII.txt [2025-12-31T20:23:46.177717] [INFO ] [sig ] [1513/3534] Completed HII in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:46.177760] [INFO ] [sig ] [1514/3534] Forecasting HIMS... [2025-12-31T20:23:46.177789] [INFO ] [sig ] Generating forecast for: HIMS [2025-12-31T20:23:46.177819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-12-31T20:23:46.189124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMS'. [2025-12-31T20:23:46.189413] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-12-31T20:23:46.190212] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-12-31T20:23:46.190266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:46.190299] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:46.190326] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:46.190382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:46.246336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:46.246940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:46.247017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:46.247049] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:46.363321] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:46.363423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:46.363459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:46.363488] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:46.366600] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=59.34%) [2025-12-31T20:23:46.366863] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-12-31T20:23:46.366986] [INFO ] [sig ] HIMS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:46.504916] [INFO ] [LOCAL ] Saved forecast: HIMS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HIMS.txt [2025-12-31T20:23:46.505025] [INFO ] [sig ] [1514/3534] Completed HIMS in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:46.505063] [INFO ] [sig ] [1515/3534] Forecasting HIMX... [2025-12-31T20:23:46.505094] [INFO ] [sig ] Generating forecast for: HIMX [2025-12-31T20:23:46.505124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'. [2025-12-31T20:23:46.516247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIMX'. [2025-12-31T20:23:46.516525] [INFO ] [FORECASTER] Starting predict_future for HIMX [2025-12-31T20:23:46.517295] [DEBUG] [LOCAL ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt [2025-12-31T20:23:46.517345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:46.517376] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:46.517402] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:46.517459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:46.573525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:46.574135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:46.574211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:46.574243] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:46.695175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:46.695325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:46.695363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:46.695391] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:46.698718] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=23.39%) [2025-12-31T20:23:46.698984] [INFO ] [FORECASTER] Completed predict_future for HIMX [2025-12-31T20:23:46.699105] [INFO ] [sig ] HIMX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:46.841036] [INFO ] [LOCAL ] Saved forecast: HIMX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HIMX.txt [2025-12-31T20:23:46.841151] [INFO ] [sig ] [1515/3534] Completed HIMX in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:46.841192] [INFO ] [sig ] [1516/3534] Forecasting HIO... [2025-12-31T20:23:46.841221] [INFO ] [sig ] Generating forecast for: HIO [2025-12-31T20:23:46.841251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-12-31T20:23:46.852158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIO'. [2025-12-31T20:23:46.852435] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-12-31T20:23:46.853213] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-12-31T20:23:46.853265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:46.853296] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:46.853323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:46.853381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:46.909585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:46.910194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:46.910271] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:46.910302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:47.029588] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:47.029725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:47.029764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:47.029793] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:47.033084] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=73.67%) [2025-12-31T20:23:47.033352] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-12-31T20:23:47.033476] [INFO ] [sig ] HIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:47.170440] [INFO ] [LOCAL ] Saved forecast: HIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HIO.txt [2025-12-31T20:23:47.170545] [INFO ] [sig ] [1516/3534] Completed HIO in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:47.170602] [INFO ] [sig ] [1517/3534] Forecasting HIPO... [2025-12-31T20:23:47.170639] [INFO ] [sig ] Generating forecast for: HIPO [2025-12-31T20:23:47.170670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-12-31T20:23:47.182073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIPO'. [2025-12-31T20:23:47.182341] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-12-31T20:23:47.183111] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-12-31T20:23:47.183163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:47.183195] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:47.183222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:47.183284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:47.239355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:47.239951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:47.240027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:47.240059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:47.358339] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:47.358433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:47.358468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:47.358497] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:47.361698] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=12.61%) [2025-12-31T20:23:47.361959] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-12-31T20:23:47.362077] [INFO ] [sig ] HIPO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:47.503789] [INFO ] [LOCAL ] Saved forecast: HIPO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HIPO.txt [2025-12-31T20:23:47.503921] [INFO ] [sig ] [1517/3534] Completed HIPO in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:47.503960] [INFO ] [sig ] [1518/3534] Forecasting HITI... [2025-12-31T20:23:47.503989] [INFO ] [sig ] Generating forecast for: HITI [2025-12-31T20:23:47.504019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'. [2025-12-31T20:23:47.515341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HITI'. [2025-12-31T20:23:47.515625] [INFO ] [FORECASTER] Starting predict_future for HITI [2025-12-31T20:23:47.516403] [DEBUG] [LOCAL ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt [2025-12-31T20:23:47.516454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:47.516486] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:47.516513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:47.516586] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:47.572802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:47.573394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:47.573471] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:47.573503] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:47.692492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:47.692640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:47.692678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:47.692706] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:47.695924] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=3.67%) [2025-12-31T20:23:47.696186] [INFO ] [FORECASTER] Completed predict_future for HITI [2025-12-31T20:23:47.696306] [INFO ] [sig ] HITI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:47.833964] [INFO ] [LOCAL ] Saved forecast: HITI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HITI.txt [2025-12-31T20:23:47.834084] [INFO ] [sig ] [1518/3534] Completed HITI in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:47.834121] [INFO ] [sig ] [1519/3534] Forecasting HIVE... [2025-12-31T20:23:47.834151] [INFO ] [sig ] Generating forecast for: HIVE [2025-12-31T20:23:47.834181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'. [2025-12-31T20:23:47.845449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIVE'. [2025-12-31T20:23:47.845727] [INFO ] [FORECASTER] Starting predict_future for HIVE [2025-12-31T20:23:47.846466] [DEBUG] [LOCAL ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt [2025-12-31T20:23:47.846517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:47.846550] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:47.846596] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:47.846660] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:47.903389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:47.904035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:47.904138] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:47.904171] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:48.019552] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:48.019667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:48.019703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:48.019731] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:48.022819] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=36.73%) [2025-12-31T20:23:48.023084] [INFO ] [FORECASTER] Completed predict_future for HIVE [2025-12-31T20:23:48.023205] [INFO ] [sig ] HIVE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:48.160307] [INFO ] [LOCAL ] Saved forecast: HIVE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HIVE.txt [2025-12-31T20:23:48.160439] [INFO ] [sig ] [1519/3534] Completed HIVE in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:48.160479] [INFO ] [sig ] [1520/3534] Forecasting HIX... [2025-12-31T20:23:48.160508] [INFO ] [sig ] Generating forecast for: HIX [2025-12-31T20:23:48.160539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-12-31T20:23:48.175048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HIX'. [2025-12-31T20:23:48.175403] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-12-31T20:23:48.176212] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-12-31T20:23:48.176263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:48.176296] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:48.176323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:48.176381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:48.232325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:48.233145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:48.233225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:48.233257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:48.347647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:48.347776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:48.347813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:48.347858] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:48.351341] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=68.26%) [2025-12-31T20:23:48.351636] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-12-31T20:23:48.351760] [INFO ] [sig ] HIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:48.489508] [INFO ] [LOCAL ] Saved forecast: HIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HIX.txt [2025-12-31T20:23:48.489665] [INFO ] [sig ] [1520/3534] Completed HIX in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:48.489710] [INFO ] [sig ] [1521/3534] Forecasting HL... [2025-12-31T20:23:48.489739] [INFO ] [sig ] Generating forecast for: HL [2025-12-31T20:23:48.489775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-12-31T20:23:48.501356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HL'. [2025-12-31T20:23:48.501723] [INFO ] [FORECASTER] Starting predict_future for HL [2025-12-31T20:23:48.502520] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-12-31T20:23:48.502603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:48.502644] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:48.502673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:48.502732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:48.560918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:48.561629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:48.561712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:48.561745] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:48.680335] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:48.680480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:48.680519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:48.680548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:48.683840] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=9.04%) [2025-12-31T20:23:48.684106] [INFO ] [FORECASTER] Completed predict_future for HL [2025-12-31T20:23:48.684224] [INFO ] [sig ] HL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:48.820690] [INFO ] [LOCAL ] Saved forecast: HL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HL.txt [2025-12-31T20:23:48.820815] [INFO ] [sig ] [1521/3534] Completed HL in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.6m [2025-12-31T20:23:48.820854] [INFO ] [sig ] [1522/3534] Forecasting HLAL... [2025-12-31T20:23:48.820888] [INFO ] [sig ] Generating forecast for: HLAL [2025-12-31T20:23:48.820918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'. [2025-12-31T20:23:48.832422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLAL'. [2025-12-31T20:23:48.832709] [INFO ] [FORECASTER] Starting predict_future for HLAL [2025-12-31T20:23:48.833453] [DEBUG] [LOCAL ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt [2025-12-31T20:23:48.833505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:48.833537] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:48.833564] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:48.833642] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:48.895192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:48.895994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:48.896074] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:48.896139] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:49.017468] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:49.017608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:49.017647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:49.017676] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:49.020927] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=23.17%) [2025-12-31T20:23:49.021210] [INFO ] [FORECASTER] Completed predict_future for HLAL [2025-12-31T20:23:49.021334] [INFO ] [sig ] HLAL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:49.160384] [INFO ] [LOCAL ] Saved forecast: HLAL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HLAL.txt [2025-12-31T20:23:49.160537] [INFO ] [sig ] [1522/3534] Completed HLAL in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.5m [2025-12-31T20:23:49.160603] [INFO ] [sig ] [1523/3534] Forecasting HLF... [2025-12-31T20:23:49.160647] [INFO ] [sig ] Generating forecast for: HLF [2025-12-31T20:23:49.160692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-12-31T20:23:49.173007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLF'. [2025-12-31T20:23:49.173287] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-12-31T20:23:49.174081] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-12-31T20:23:49.174132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:49.174164] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:49.174192] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:49.174249] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:49.230042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:49.230667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:49.230743] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:49.230775] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:49.352223] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:49.352373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:49.352412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:49.352440] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:49.356352] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=33.89%) [2025-12-31T20:23:49.356654] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-12-31T20:23:49.356781] [INFO ] [sig ] HLF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:49.496195] [INFO ] [LOCAL ] Saved forecast: HLF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HLF.txt [2025-12-31T20:23:49.496337] [INFO ] [sig ] [1523/3534] Completed HLF in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.5m [2025-12-31T20:23:49.496379] [INFO ] [sig ] [1524/3534] Forecasting HLI... [2025-12-31T20:23:49.496410] [INFO ] [sig ] Generating forecast for: HLI [2025-12-31T20:23:49.496441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-12-31T20:23:49.508246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLI'. [2025-12-31T20:23:49.508561] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-12-31T20:23:49.509430] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-12-31T20:23:49.509483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:49.509516] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:49.509543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:49.509629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:49.568362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:49.572764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:49.572931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:49.572974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:49.688190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:49.688342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:49.688383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:49.688411] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:49.691778] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=38.45%) [2025-12-31T20:23:49.692061] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-12-31T20:23:49.692183] [INFO ] [sig ] HLI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:49.829677] [INFO ] [LOCAL ] Saved forecast: HLI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HLI.txt [2025-12-31T20:23:49.829803] [INFO ] [sig ] [1524/3534] Completed HLI in 0.3s | 2.90 sym/s | Total: 8.7m | ETA: 11.5m [2025-12-31T20:23:49.829842] [INFO ] [sig ] [1525/3534] Forecasting HLIO... [2025-12-31T20:23:49.829870] [INFO ] [sig ] Generating forecast for: HLIO [2025-12-31T20:23:49.829900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-12-31T20:23:49.841476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLIO'. [2025-12-31T20:23:49.841788] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-12-31T20:23:49.842589] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-12-31T20:23:49.842646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:49.842679] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:49.842707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:49.842766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:49.901126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:49.901769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:49.901845] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:49.901879] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:50.022249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:50.022383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:50.022426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:50.022456] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:50.025983] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=89.10%) [2025-12-31T20:23:50.026262] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-12-31T20:23:50.026385] [INFO ] [sig ] HLIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:50.165036] [INFO ] [LOCAL ] Saved forecast: HLIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HLIO.txt [2025-12-31T20:23:50.165157] [INFO ] [sig ] [1525/3534] Completed HLIO in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:50.165195] [INFO ] [sig ] [1526/3534] Forecasting HLLY... [2025-12-31T20:23:50.165224] [INFO ] [sig ] Generating forecast for: HLLY [2025-12-31T20:23:50.165254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-12-31T20:23:50.176609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLLY'. [2025-12-31T20:23:50.176905] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-12-31T20:23:50.177749] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-12-31T20:23:50.177813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:50.177871] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:50.177905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:50.177983] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:50.237797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:50.238428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:50.238507] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:50.238540] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:50.359493] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:50.359668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:50.359715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:50.359743] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:50.363102] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=3.36%) [2025-12-31T20:23:50.363381] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-12-31T20:23:50.363501] [INFO ] [sig ] HLLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:50.501431] [INFO ] [LOCAL ] Saved forecast: HLLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HLLY.txt [2025-12-31T20:23:50.501548] [INFO ] [sig ] [1526/3534] Completed HLLY in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:50.501604] [INFO ] [sig ] [1527/3534] Forecasting HLMN... [2025-12-31T20:23:50.501637] [INFO ] [sig ] Generating forecast for: HLMN [2025-12-31T20:23:50.501667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'. [2025-12-31T20:23:50.513265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLMN'. [2025-12-31T20:23:50.513591] [INFO ] [FORECASTER] Starting predict_future for HLMN [2025-12-31T20:23:50.514420] [DEBUG] [LOCAL ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt [2025-12-31T20:23:50.514475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:50.514509] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:50.514536] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:50.514620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:50.573048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:50.573726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:50.573806] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:50.573840] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:50.692527] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:50.692686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:50.692732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:50.692760] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:50.696056] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-12-31T20:23:50.696332] [INFO ] [FORECASTER] Completed predict_future for HLMN [2025-12-31T20:23:50.696453] [INFO ] [sig ] HLMN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:50.833391] [INFO ] [LOCAL ] Saved forecast: HLMN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HLMN.txt [2025-12-31T20:23:50.833519] [INFO ] [sig ] [1527/3534] Completed HLMN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:50.833559] [INFO ] [sig ] [1528/3534] Forecasting HLN... [2025-12-31T20:23:50.833607] [INFO ] [sig ] Generating forecast for: HLN [2025-12-31T20:23:50.833639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-12-31T20:23:50.844915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLN'. [2025-12-31T20:23:50.845194] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-12-31T20:23:50.846001] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-12-31T20:23:50.846054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:50.846088] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:50.846115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:50.846177] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:50.904387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:50.905083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:50.905162] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:50.905196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:51.027031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:51.027167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:51.027211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:51.027241] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:51.030674] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=90.75%) [2025-12-31T20:23:51.030952] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-12-31T20:23:51.031072] [INFO ] [sig ] HLN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:51.169003] [INFO ] [LOCAL ] Saved forecast: HLN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HLN.txt [2025-12-31T20:23:51.169136] [INFO ] [sig ] [1528/3534] Completed HLN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:51.169174] [INFO ] [sig ] [1529/3534] Forecasting HLNE... [2025-12-31T20:23:51.169203] [INFO ] [sig ] Generating forecast for: HLNE [2025-12-31T20:23:51.169233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'. [2025-12-31T20:23:51.180361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLNE'. [2025-12-31T20:23:51.180708] [INFO ] [FORECASTER] Starting predict_future for HLNE [2025-12-31T20:23:51.181474] [DEBUG] [LOCAL ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt [2025-12-31T20:23:51.181527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:51.181558] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:51.181606] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:51.181666] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:51.238898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:51.239611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:51.239694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:51.239727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:51.354836] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:51.354986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:51.355024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:51.355084] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:51.359822] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=5.33%) [2025-12-31T20:23:51.360112] [INFO ] [FORECASTER] Completed predict_future for HLNE [2025-12-31T20:23:51.360240] [INFO ] [sig ] HLNE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:51.498738] [INFO ] [LOCAL ] Saved forecast: HLNE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HLNE.txt [2025-12-31T20:23:51.498905] [INFO ] [sig ] [1529/3534] Completed HLNE in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:51.498947] [INFO ] [sig ] [1530/3534] Forecasting HLX... [2025-12-31T20:23:51.498976] [INFO ] [sig ] Generating forecast for: HLX [2025-12-31T20:23:51.499006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-12-31T20:23:51.510231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HLX'. [2025-12-31T20:23:51.510600] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-12-31T20:23:51.511403] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-12-31T20:23:51.511456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:51.511488] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:51.511515] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:51.511596] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:51.570508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:51.571394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:51.571477] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:51.571511] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:51.691284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:51.691449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:51.691488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:51.691517] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:51.694987] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=60.01%) [2025-12-31T20:23:51.695266] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-12-31T20:23:51.695386] [INFO ] [sig ] HLX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:51.846082] [INFO ] [LOCAL ] Saved forecast: HLX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HLX.txt [2025-12-31T20:23:51.846244] [INFO ] [sig ] [1530/3534] Completed HLX in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:51.846286] [INFO ] [sig ] [1531/3534] Forecasting HMC... [2025-12-31T20:23:51.846315] [INFO ] [sig ] Generating forecast for: HMC [2025-12-31T20:23:51.846345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-12-31T20:23:51.857532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMC'. [2025-12-31T20:23:51.857846] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-12-31T20:23:51.858625] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-12-31T20:23:51.858677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:51.858710] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:51.858737] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:51.858795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:51.918082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:51.918893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:51.918976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:51.919009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:52.039213] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:52.039391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:52.039434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:52.039464] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:52.042940] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=48.01%) [2025-12-31T20:23:52.043234] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-12-31T20:23:52.043360] [INFO ] [sig ] HMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:52.180893] [INFO ] [LOCAL ] Saved forecast: HMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HMC.txt [2025-12-31T20:23:52.181008] [INFO ] [sig ] [1531/3534] Completed HMC in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:52.181045] [INFO ] [sig ] [1532/3534] Forecasting HMN... [2025-12-31T20:23:52.181074] [INFO ] [sig ] Generating forecast for: HMN [2025-12-31T20:23:52.181104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-12-31T20:23:52.191995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMN'. [2025-12-31T20:23:52.192279] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-12-31T20:23:52.193097] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-12-31T20:23:52.193149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:52.193182] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:52.193209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:52.193267] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:52.252151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:52.252800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:52.252879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:52.252912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:52.373118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:52.373277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:52.373317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:52.373345] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:52.376704] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=71.96%) [2025-12-31T20:23:52.376977] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-12-31T20:23:52.377097] [INFO ] [sig ] HMN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:52.514560] [INFO ] [LOCAL ] Saved forecast: HMN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HMN.txt [2025-12-31T20:23:52.514709] [INFO ] [sig ] [1532/3534] Completed HMN in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:52.514750] [INFO ] [sig ] [1533/3534] Forecasting HMY... [2025-12-31T20:23:52.514780] [INFO ] [sig ] Generating forecast for: HMY [2025-12-31T20:23:52.514811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-12-31T20:23:52.526097] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HMY'. [2025-12-31T20:23:52.526404] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-12-31T20:23:52.527175] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-12-31T20:23:52.527226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:52.527258] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:52.527285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:52.527343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:52.582998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:52.583622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:52.583698] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:52.583730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:52.703454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:52.703626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:52.703667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:52.703696] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:52.706996] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=50.51%) [2025-12-31T20:23:52.707263] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-12-31T20:23:52.707384] [INFO ] [sig ] HMY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:52.844341] [INFO ] [LOCAL ] Saved forecast: HMY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HMY.txt [2025-12-31T20:23:52.844468] [INFO ] [sig ] [1533/3534] Completed HMY in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:52.844507] [INFO ] [sig ] [1534/3534] Forecasting HNDL... [2025-12-31T20:23:52.844538] [INFO ] [sig ] Generating forecast for: HNDL [2025-12-31T20:23:52.844585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'. [2025-12-31T20:23:52.856808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNDL'. [2025-12-31T20:23:52.857224] [INFO ] [FORECASTER] Starting predict_future for HNDL [2025-12-31T20:23:52.858150] [DEBUG] [LOCAL ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt [2025-12-31T20:23:52.858206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:52.858241] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:52.858267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:52.858325] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:52.918038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:52.918969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:52.919062] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:52.919096] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:53.045401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:53.045594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:53.045642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:53.045673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:53.049133] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: UP (p=77.64%) [2025-12-31T20:23:53.052498] [INFO ] [FORECASTER] Completed predict_future for HNDL [2025-12-31T20:23:53.052716] [INFO ] [sig ] HNDL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:53.205447] [INFO ] [LOCAL ] Saved forecast: HNDL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HNDL.txt [2025-12-31T20:23:53.205670] [INFO ] [sig ] [1534/3534] Completed HNDL in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:53.205731] [INFO ] [sig ] [1535/3534] Forecasting HNI... [2025-12-31T20:23:53.205784] [INFO ] [sig ] Generating forecast for: HNI [2025-12-31T20:23:53.205834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-12-31T20:23:53.219418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNI'. [2025-12-31T20:23:53.219801] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-12-31T20:23:53.220602] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-12-31T20:23:53.220656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:53.220688] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:53.220714] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:53.220772] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:53.280934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:53.281839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:53.281928] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:53.281961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:53.417985] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:53.418142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:53.418184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:53.418214] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:53.421940] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=7.82%) [2025-12-31T20:23:53.422235] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-12-31T20:23:53.422380] [INFO ] [sig ] HNI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:53.577638] [INFO ] [LOCAL ] Saved forecast: HNI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HNI.txt [2025-12-31T20:23:53.577812] [INFO ] [sig ] [1535/3534] Completed HNI in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:53.577861] [INFO ] [sig ] [1536/3534] Forecasting HNRG... [2025-12-31T20:23:53.577893] [INFO ] [sig ] Generating forecast for: HNRG [2025-12-31T20:23:53.577924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'. [2025-12-31T20:23:53.590542] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HNRG'. [2025-12-31T20:23:53.590907] [INFO ] [FORECASTER] Starting predict_future for HNRG [2025-12-31T20:23:53.591764] [DEBUG] [LOCAL ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt [2025-12-31T20:23:53.591820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:53.591853] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:53.591881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:53.591939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:53.653672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:53.654516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:53.654656] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:53.654692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:53.785289] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:53.785463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:53.785506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:53.785537] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:53.789183] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=26.19%) [2025-12-31T20:23:53.789499] [INFO ] [FORECASTER] Completed predict_future for HNRG [2025-12-31T20:23:53.789664] [INFO ] [sig ] HNRG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:53.943245] [INFO ] [LOCAL ] Saved forecast: HNRG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HNRG.txt [2025-12-31T20:23:53.943395] [INFO ] [sig ] [1536/3534] Completed HNRG in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:53.943436] [INFO ] [sig ] [1537/3534] Forecasting HOG... [2025-12-31T20:23:53.943467] [INFO ] [sig ] Generating forecast for: HOG [2025-12-31T20:23:53.943498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-12-31T20:23:53.956031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOG'. [2025-12-31T20:23:53.956362] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-12-31T20:23:53.957192] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-12-31T20:23:53.957246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:53.957293] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:53.957323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:53.957381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:54.028658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:54.029620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:54.029708] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:54.029742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:54.160024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:54.160187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:54.160228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:54.160259] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:54.164018] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=16.64%) [2025-12-31T20:23:54.164345] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-12-31T20:23:54.164480] [INFO ] [sig ] HOG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:54.314152] [INFO ] [LOCAL ] Saved forecast: HOG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HOG.txt [2025-12-31T20:23:54.314360] [INFO ] [sig ] [1537/3534] Completed HOG in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:54.314429] [INFO ] [sig ] [1538/3534] Forecasting HOLO... [2025-12-31T20:23:54.314481] [INFO ] [sig ] Generating forecast for: HOLO [2025-12-31T20:23:54.314532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'. [2025-12-31T20:23:54.327530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLO'. [2025-12-31T20:23:54.327935] [INFO ] [FORECASTER] Starting predict_future for HOLO [2025-12-31T20:23:54.328768] [DEBUG] [LOCAL ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt [2025-12-31T20:23:54.328827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:54.328869] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:54.328900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:54.328972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:54.389875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:54.390730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:54.390820] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:54.390853] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:54.529713] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:54.529906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:54.529953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:54.529983] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:54.533734] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=39.27%) [2025-12-31T20:23:54.534020] [INFO ] [FORECASTER] Completed predict_future for HOLO [2025-12-31T20:23:54.534165] [INFO ] [sig ] HOLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:54.684207] [INFO ] [LOCAL ] Saved forecast: HOLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HOLO.txt [2025-12-31T20:23:54.684354] [INFO ] [sig ] [1538/3534] Completed HOLO in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.5m [2025-12-31T20:23:54.684401] [INFO ] [sig ] [1539/3534] Forecasting HOLX... [2025-12-31T20:23:54.684446] [INFO ] [sig ] Generating forecast for: HOLX [2025-12-31T20:23:54.684491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'. [2025-12-31T20:23:54.696726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOLX'. [2025-12-31T20:23:54.697083] [INFO ] [FORECASTER] Starting predict_future for HOLX [2025-12-31T20:23:54.697885] [DEBUG] [LOCAL ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt [2025-12-31T20:23:54.697939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:54.697972] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:54.698000] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:54.698059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:54.758974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:54.759874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:54.759958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:54.759992] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:54.892775] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:54.892932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:54.892988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:54.893031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:54.896664] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=66.09%) [2025-12-31T20:23:54.896961] [INFO ] [FORECASTER] Completed predict_future for HOLX [2025-12-31T20:23:54.897090] [INFO ] [sig ] HOLX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:55.047196] [INFO ] [LOCAL ] Saved forecast: HOLX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HOLX.txt [2025-12-31T20:23:55.047376] [INFO ] [sig ] [1539/3534] Completed HOLX in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.4m [2025-12-31T20:23:55.047430] [INFO ] [sig ] [1540/3534] Forecasting HOMB... [2025-12-31T20:23:55.047472] [INFO ] [sig ] Generating forecast for: HOMB [2025-12-31T20:23:55.047520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-12-31T20:23:55.059776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOMB'. [2025-12-31T20:23:55.060109] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-12-31T20:23:55.060930] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-12-31T20:23:55.060985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:55.061018] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:55.061047] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:55.061107] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:55.124642] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:55.125503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:55.125607] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:55.125644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:55.251396] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:55.251560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:55.251621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:55.251650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:55.254996] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-12-31T20:23:55.255268] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-12-31T20:23:55.255393] [INFO ] [sig ] HOMB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:55.393122] [INFO ] [LOCAL ] Saved forecast: HOMB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HOMB.txt [2025-12-31T20:23:55.393264] [INFO ] [sig ] [1540/3534] Completed HOMB in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.4m [2025-12-31T20:23:55.393310] [INFO ] [sig ] [1541/3534] Forecasting HON... [2025-12-31T20:23:55.393340] [INFO ] [sig ] Generating forecast for: HON [2025-12-31T20:23:55.393372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'. [2025-12-31T20:23:55.405092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HON'. [2025-12-31T20:23:55.405404] [INFO ] [FORECASTER] Starting predict_future for HON [2025-12-31T20:23:55.406176] [DEBUG] [LOCAL ] No optimal features file found for HON: ./output/feature-sets/HON.txt [2025-12-31T20:23:55.406228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:55.406259] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:55.406286] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:55.406343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:55.461791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:55.462456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:55.462534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:55.462566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:55.583638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:55.583799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:55.583837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:55.583866] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:55.587198] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=31.85%) [2025-12-31T20:23:55.587470] [INFO ] [FORECASTER] Completed predict_future for HON [2025-12-31T20:23:55.587613] [INFO ] [sig ] HON: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:55.724608] [INFO ] [LOCAL ] Saved forecast: HON 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HON.txt [2025-12-31T20:23:55.724759] [INFO ] [sig ] [1541/3534] Completed HON in 0.3s | 2.90 sym/s | Total: 8.8m | ETA: 11.4m [2025-12-31T20:23:55.724802] [INFO ] [sig ] [1542/3534] Forecasting HOOD... [2025-12-31T20:23:55.724832] [INFO ] [sig ] Generating forecast for: HOOD [2025-12-31T20:23:55.724863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'. [2025-12-31T20:23:55.737419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOOD'. [2025-12-31T20:23:55.737782] [INFO ] [FORECASTER] Starting predict_future for HOOD [2025-12-31T20:23:55.738608] [DEBUG] [LOCAL ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt [2025-12-31T20:23:55.738661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:55.738696] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:55.738723] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:55.738780] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:55.800321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:55.801114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:55.801195] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:55.801229] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:55.931282] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:55.931442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:55.931482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:55.931514] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:55.935067] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=74.14%) [2025-12-31T20:23:55.935348] [INFO ] [FORECASTER] Completed predict_future for HOOD [2025-12-31T20:23:55.935494] [INFO ] [sig ] HOOD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:56.082886] [INFO ] [LOCAL ] Saved forecast: HOOD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HOOD.txt [2025-12-31T20:23:56.083034] [INFO ] [sig ] [1542/3534] Completed HOOD in 0.4s | 2.90 sym/s | Total: 8.8m | ETA: 11.4m [2025-12-31T20:23:56.083078] [INFO ] [sig ] [1543/3534] Forecasting HOPE... [2025-12-31T20:23:56.083109] [INFO ] [sig ] Generating forecast for: HOPE [2025-12-31T20:23:56.083141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'. [2025-12-31T20:23:56.095348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOPE'. [2025-12-31T20:23:56.095733] [INFO ] [FORECASTER] Starting predict_future for HOPE [2025-12-31T20:23:56.096512] [DEBUG] [LOCAL ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt [2025-12-31T20:23:56.096565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:56.096648] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:56.096678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:56.096737] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:56.155693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:56.156419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:56.156500] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:56.156535] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:56.276410] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:56.276565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:56.276624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:56.276655] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:56.280200] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=17.13%) [2025-12-31T20:23:56.280480] [INFO ] [FORECASTER] Completed predict_future for HOPE [2025-12-31T20:23:56.280626] [INFO ] [sig ] HOPE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:56.425953] [INFO ] [LOCAL ] Saved forecast: HOPE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HOPE.txt [2025-12-31T20:23:56.426108] [INFO ] [sig ] [1543/3534] Completed HOPE in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:56.426150] [INFO ] [sig ] [1544/3534] Forecasting HOTH... [2025-12-31T20:23:56.426183] [INFO ] [sig ] Generating forecast for: HOTH [2025-12-31T20:23:56.426215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'. [2025-12-31T20:23:56.439389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOTH'. [2025-12-31T20:23:56.439772] [INFO ] [FORECASTER] Starting predict_future for HOTH [2025-12-31T20:23:56.440560] [DEBUG] [LOCAL ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt [2025-12-31T20:23:56.440644] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:56.440679] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:56.440707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:56.440766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:56.501727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:56.502613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:56.502705] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:56.502738] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:56.627487] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:56.627663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:56.627723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:56.627754] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:56.631537] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=19.03%) [2025-12-31T20:23:56.631850] [INFO ] [FORECASTER] Completed predict_future for HOTH [2025-12-31T20:23:56.631985] [INFO ] [sig ] HOTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:56.775921] [INFO ] [LOCAL ] Saved forecast: HOTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HOTH.txt [2025-12-31T20:23:56.776063] [INFO ] [sig ] [1544/3534] Completed HOTH in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:56.776106] [INFO ] [sig ] [1545/3534] Forecasting HOUS... [2025-12-31T20:23:56.776136] [INFO ] [sig ] Generating forecast for: HOUS [2025-12-31T20:23:56.776168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-12-31T20:23:56.788764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HOUS'. [2025-12-31T20:23:56.789095] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-12-31T20:23:56.789958] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-12-31T20:23:56.790013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:56.790046] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:56.790073] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:56.790130] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:56.852728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:56.853558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:56.853668] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:56.853704] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:56.980789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:56.980954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:56.980999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:56.981028] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:56.984607] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=45.26%) [2025-12-31T20:23:56.984885] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-12-31T20:23:56.985011] [INFO ] [sig ] HOUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:57.132998] [INFO ] [LOCAL ] Saved forecast: HOUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HOUS.txt [2025-12-31T20:23:57.133144] [INFO ] [sig ] [1545/3534] Completed HOUS in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:57.133188] [INFO ] [sig ] [1546/3534] Forecasting HP... [2025-12-31T20:23:57.133220] [INFO ] [sig ] Generating forecast for: HP [2025-12-31T20:23:57.133264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-12-31T20:23:57.145641] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HP'. [2025-12-31T20:23:57.145967] [INFO ] [FORECASTER] Starting predict_future for HP [2025-12-31T20:23:57.146760] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-12-31T20:23:57.146815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:57.146848] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:57.146877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:57.146940] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:57.207855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:57.208729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:57.208834] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:57.208869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:57.333982] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:57.334152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:57.334194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:57.334262] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:57.337774] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=57.94%) [2025-12-31T20:23:57.338064] [INFO ] [FORECASTER] Completed predict_future for HP [2025-12-31T20:23:57.338194] [INFO ] [sig ] HP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:57.485097] [INFO ] [LOCAL ] Saved forecast: HP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HP.txt [2025-12-31T20:23:57.485284] [INFO ] [sig ] [1546/3534] Completed HP in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:57.485346] [INFO ] [sig ] [1547/3534] Forecasting HPE... [2025-12-31T20:23:57.485390] [INFO ] [sig ] Generating forecast for: HPE [2025-12-31T20:23:57.485434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-12-31T20:23:57.498937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPE'. [2025-12-31T20:23:57.499302] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-12-31T20:23:57.500226] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-12-31T20:23:57.500282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:57.500324] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:57.500356] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:57.500415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:57.560314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:57.561149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:57.561236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:57.561269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:57.685508] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:57.685705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:57.685763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:57.685804] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:57.689298] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=49.28%) [2025-12-31T20:23:57.689595] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-12-31T20:23:57.689724] [INFO ] [sig ] HPE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:57.836211] [INFO ] [LOCAL ] Saved forecast: HPE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HPE.txt [2025-12-31T20:23:57.836362] [INFO ] [sig ] [1547/3534] Completed HPE in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:57.836404] [INFO ] [sig ] [1548/3534] Forecasting HPF... [2025-12-31T20:23:57.836436] [INFO ] [sig ] Generating forecast for: HPF [2025-12-31T20:23:57.836467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-12-31T20:23:57.849417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPF'. [2025-12-31T20:23:57.849855] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-12-31T20:23:57.850913] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-12-31T20:23:57.850984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:57.851031] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:57.851088] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:57.851179] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:57.913054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:57.913864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:57.913963] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:57.914004] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:58.039084] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:58.039278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:58.039325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:58.039356] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:58.043204] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=69.49%) [2025-12-31T20:23:58.043528] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-12-31T20:23:58.043703] [INFO ] [sig ] HPF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:58.193475] [INFO ] [LOCAL ] Saved forecast: HPF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HPF.txt [2025-12-31T20:23:58.193639] [INFO ] [sig ] [1548/3534] Completed HPF in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:58.193684] [INFO ] [sig ] [1549/3534] Forecasting HPI... [2025-12-31T20:23:58.193714] [INFO ] [sig ] Generating forecast for: HPI [2025-12-31T20:23:58.193746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-12-31T20:23:58.206224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPI'. [2025-12-31T20:23:58.206590] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-12-31T20:23:58.207399] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-12-31T20:23:58.207455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:58.207487] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:58.207515] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:58.207601] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:58.270259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:58.271010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:58.271094] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:58.271128] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:58.393646] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:58.393798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:58.393840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:58.393870] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:58.397354] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=73.04%) [2025-12-31T20:23:58.397667] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-12-31T20:23:58.397794] [INFO ] [sig ] HPI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:58.546592] [INFO ] [LOCAL ] Saved forecast: HPI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HPI.txt [2025-12-31T20:23:58.546753] [INFO ] [sig ] [1549/3534] Completed HPI in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:58.546807] [INFO ] [sig ] [1550/3534] Forecasting HPK... [2025-12-31T20:23:58.546849] [INFO ] [sig ] Generating forecast for: HPK [2025-12-31T20:23:58.546883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'. [2025-12-31T20:23:58.559048] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPK'. [2025-12-31T20:23:58.559390] [INFO ] [FORECASTER] Starting predict_future for HPK [2025-12-31T20:23:58.560283] [DEBUG] [LOCAL ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt [2025-12-31T20:23:58.560337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:58.560370] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:58.560397] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:58.560459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:58.620844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:58.621681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:58.621766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:58.621799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:58.751831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:58.751995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:58.752046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:58.752079] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:58.755793] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=13.66%) [2025-12-31T20:23:58.756096] [INFO ] [FORECASTER] Completed predict_future for HPK [2025-12-31T20:23:58.756231] [INFO ] [sig ] HPK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:58.894955] [INFO ] [LOCAL ] Saved forecast: HPK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HPK.txt [2025-12-31T20:23:58.895100] [INFO ] [sig ] [1550/3534] Completed HPK in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:58.895140] [INFO ] [sig ] [1551/3534] Forecasting HPP... [2025-12-31T20:23:58.895170] [INFO ] [sig ] Generating forecast for: HPP [2025-12-31T20:23:58.895200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-12-31T20:23:58.906561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPP'. [2025-12-31T20:23:58.906883] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-12-31T20:23:58.907652] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-12-31T20:23:58.907705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:58.907736] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:58.907762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:58.907819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:58.963361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:58.964130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:58.964209] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:58.964241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:59.091764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:59.091945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:59.091992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:59.092031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:59.096144] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=38.89%) [2025-12-31T20:23:59.096511] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-12-31T20:23:59.096698] [INFO ] [sig ] HPP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:59.244164] [INFO ] [LOCAL ] Saved forecast: HPP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HPP.txt [2025-12-31T20:23:59.244366] [INFO ] [sig ] [1551/3534] Completed HPP in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:59.244417] [INFO ] [sig ] [1552/3534] Forecasting HPQ... [2025-12-31T20:23:59.244451] [INFO ] [sig ] Generating forecast for: HPQ [2025-12-31T20:23:59.244518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-12-31T20:23:59.257812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPQ'. [2025-12-31T20:23:59.258139] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-12-31T20:23:59.258951] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-12-31T20:23:59.259007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:59.259040] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:59.259068] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:59.259126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:59.319817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:59.320562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:59.320669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:59.320702] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:59.445193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:59.445349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:59.445391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:59.445422] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:59.449120] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=2.96%) [2025-12-31T20:23:59.449448] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-12-31T20:23:59.449621] [INFO ] [sig ] HPQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:23:59.597356] [INFO ] [LOCAL ] Saved forecast: HPQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HPQ.txt [2025-12-31T20:23:59.597488] [INFO ] [sig ] [1552/3534] Completed HPQ in 0.4s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:59.597528] [INFO ] [sig ] [1553/3534] Forecasting HPS... [2025-12-31T20:23:59.597557] [INFO ] [sig ] Generating forecast for: HPS [2025-12-31T20:23:59.597606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-12-31T20:23:59.610449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HPS'. [2025-12-31T20:23:59.610908] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-12-31T20:23:59.611789] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-12-31T20:23:59.611844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:59.611880] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:59.611913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:59.611973] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:23:59.669080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:23:59.670025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:23:59.670148] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:23:59.670183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:23:59.792178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:23:59.792346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:23:59.792389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:23:59.792419] [INFO ] [FORECASTER] Training complete [2025-12-31T20:23:59.795897] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=95.54%) [2025-12-31T20:23:59.796185] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-12-31T20:23:59.796316] [INFO ] [sig ] HPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:23:59.935542] [INFO ] [LOCAL ] Saved forecast: HPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HPS.txt [2025-12-31T20:23:59.935705] [INFO ] [sig ] [1553/3534] Completed HPS in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:23:59.935745] [INFO ] [sig ] [1554/3534] Forecasting HQI... [2025-12-31T20:23:59.935778] [INFO ] [sig ] Generating forecast for: HQI [2025-12-31T20:23:59.935822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'. [2025-12-31T20:23:59.947227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQI'. [2025-12-31T20:23:59.947543] [INFO ] [FORECASTER] Starting predict_future for HQI [2025-12-31T20:23:59.948484] [DEBUG] [LOCAL ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt [2025-12-31T20:23:59.948537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:23:59.948570] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:23:59.948623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:23:59.948682] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:00.004587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:00.005403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:00.005490] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:00.005522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:00.111036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:00.111204] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:24:00.111245] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:00.111278] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:00.115282] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=35.94%) [2025-12-31T20:24:00.115594] [INFO ] [FORECASTER] Completed predict_future for HQI [2025-12-31T20:24:00.115727] [INFO ] [sig ] HQI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:00.264145] [INFO ] [LOCAL ] Saved forecast: HQI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HQI.txt [2025-12-31T20:24:00.264311] [INFO ] [sig ] [1554/3534] Completed HQI in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:24:00.264350] [INFO ] [sig ] [1555/3534] Forecasting HQL... [2025-12-31T20:24:00.264381] [INFO ] [sig ] Generating forecast for: HQL [2025-12-31T20:24:00.264412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-12-31T20:24:00.282424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQL'. [2025-12-31T20:24:00.282787] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-12-31T20:24:00.283565] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-12-31T20:24:00.283640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:00.283671] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:00.283697] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:00.283754] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:00.340608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:00.341346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:00.341433] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:00.341466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:00.458166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:00.458330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:00.458371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:00.458401] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:00.461975] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-12-31T20:24:00.462278] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-12-31T20:24:00.462412] [INFO ] [sig ] HQL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:00.604967] [INFO ] [LOCAL ] Saved forecast: HQL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HQL.txt [2025-12-31T20:24:00.605109] [INFO ] [sig ] [1555/3534] Completed HQL in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:24:00.605149] [INFO ] [sig ] [1556/3534] Forecasting HQY... [2025-12-31T20:24:00.605178] [INFO ] [sig ] Generating forecast for: HQY [2025-12-31T20:24:00.605209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'. [2025-12-31T20:24:00.622625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HQY'. [2025-12-31T20:24:00.622988] [INFO ] [FORECASTER] Starting predict_future for HQY [2025-12-31T20:24:00.623881] [DEBUG] [LOCAL ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt [2025-12-31T20:24:00.623933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:00.623965] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:00.623991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:00.624049] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:00.680453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:00.681294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:00.681389] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:00.681427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:00.802895] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:00.803056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:00.803101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:00.803135] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:00.806810] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: UP (p=64.31%) [2025-12-31T20:24:00.807102] [INFO ] [FORECASTER] Completed predict_future for HQY [2025-12-31T20:24:00.807233] [INFO ] [sig ] HQY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:00.953368] [INFO ] [LOCAL ] Saved forecast: HQY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HQY.txt [2025-12-31T20:24:00.953526] [INFO ] [sig ] [1556/3534] Completed HQY in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.4m [2025-12-31T20:24:00.953567] [INFO ] [sig ] [1557/3534] Forecasting HRB... [2025-12-31T20:24:00.953617] [INFO ] [sig ] Generating forecast for: HRB [2025-12-31T20:24:00.953648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-12-31T20:24:00.965117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRB'. [2025-12-31T20:24:00.965430] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-12-31T20:24:00.966282] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-12-31T20:24:00.966336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:00.966369] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:00.966396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:00.966454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:01.023317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:01.024170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:01.024252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:01.024284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:01.148807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:01.149038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:01.149081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:01.149111] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:01.152667] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=15.87%) [2025-12-31T20:24:01.153006] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-12-31T20:24:01.153151] [INFO ] [sig ] HRB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:01.295679] [INFO ] [LOCAL ] Saved forecast: HRB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HRB.txt [2025-12-31T20:24:01.295811] [INFO ] [sig ] [1557/3534] Completed HRB in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.3m [2025-12-31T20:24:01.295851] [INFO ] [sig ] [1558/3534] Forecasting HRL... [2025-12-31T20:24:01.295881] [INFO ] [sig ] Generating forecast for: HRL [2025-12-31T20:24:01.295912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-12-31T20:24:01.310090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRL'. [2025-12-31T20:24:01.310378] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-12-31T20:24:01.311139] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-12-31T20:24:01.311191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:01.311223] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:01.311250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:01.311308] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:01.373639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:01.374297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:01.374373] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:01.374406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:01.491162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:01.491319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:01.491358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:01.491387] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:01.494753] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=33.55%) [2025-12-31T20:24:01.495031] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-12-31T20:24:01.495157] [INFO ] [sig ] HRL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:01.635279] [INFO ] [LOCAL ] Saved forecast: HRL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HRL.txt [2025-12-31T20:24:01.635448] [INFO ] [sig ] [1558/3534] Completed HRL in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.3m [2025-12-31T20:24:01.635489] [INFO ] [sig ] [1559/3534] Forecasting HRMY... [2025-12-31T20:24:01.635517] [INFO ] [sig ] Generating forecast for: HRMY [2025-12-31T20:24:01.635547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'. [2025-12-31T20:24:01.646822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRMY'. [2025-12-31T20:24:01.647193] [INFO ] [FORECASTER] Starting predict_future for HRMY [2025-12-31T20:24:01.647972] [DEBUG] [LOCAL ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt [2025-12-31T20:24:01.648024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:01.648057] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:01.648083] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:01.648141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:01.705635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:01.706508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:01.706615] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:01.706652] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:01.823746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:01.823914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:01.823956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:01.823987] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:01.827374] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=36.60%) [2025-12-31T20:24:01.827685] [INFO ] [FORECASTER] Completed predict_future for HRMY [2025-12-31T20:24:01.827814] [INFO ] [sig ] HRMY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:01.977249] [INFO ] [LOCAL ] Saved forecast: HRMY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HRMY.txt [2025-12-31T20:24:01.978053] [INFO ] [sig ] [1559/3534] Completed HRMY in 0.3s | 2.90 sym/s | Total: 8.9m | ETA: 11.3m [2025-12-31T20:24:01.978105] [INFO ] [sig ] [1560/3534] Forecasting HRTG... [2025-12-31T20:24:01.978138] [INFO ] [sig ] Generating forecast for: HRTG [2025-12-31T20:24:01.978172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-12-31T20:24:01.990430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTG'. [2025-12-31T20:24:01.990905] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-12-31T20:24:01.991744] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-12-31T20:24:01.991799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:01.991858] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:01.991888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:01.991949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:02.052623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:02.053729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:02.053815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:02.053849] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:02.179501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:02.179675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:02.179718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:02.179748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:02.183174] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=48.92%) [2025-12-31T20:24:02.183448] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-12-31T20:24:02.183597] [INFO ] [sig ] HRTG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:02.326882] [INFO ] [LOCAL ] Saved forecast: HRTG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HRTG.txt [2025-12-31T20:24:02.327053] [INFO ] [sig ] [1560/3534] Completed HRTG in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:02.327097] [INFO ] [sig ] [1561/3534] Forecasting HRTX... [2025-12-31T20:24:02.327128] [INFO ] [sig ] Generating forecast for: HRTX [2025-12-31T20:24:02.327158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'. [2025-12-31T20:24:02.339113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRTX'. [2025-12-31T20:24:02.339412] [INFO ] [FORECASTER] Starting predict_future for HRTX [2025-12-31T20:24:02.340195] [DEBUG] [LOCAL ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt [2025-12-31T20:24:02.340258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:02.340291] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:02.340318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:02.340375] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:02.397397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:02.398291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:02.398377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:02.398409] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:02.515831] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:02.515993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:02.516034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:02.516064] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:02.519400] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=62.12%) [2025-12-31T20:24:02.519696] [INFO ] [FORECASTER] Completed predict_future for HRTX [2025-12-31T20:24:02.519817] [INFO ] [sig ] HRTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:02.658855] [INFO ] [LOCAL ] Saved forecast: HRTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HRTX.txt [2025-12-31T20:24:02.659015] [INFO ] [sig ] [1561/3534] Completed HRTX in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:02.659056] [INFO ] [sig ] [1562/3534] Forecasting HRZN... [2025-12-31T20:24:02.659084] [INFO ] [sig ] Generating forecast for: HRZN [2025-12-31T20:24:02.659114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'. [2025-12-31T20:24:02.671226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HRZN'. [2025-12-31T20:24:02.671550] [INFO ] [FORECASTER] Starting predict_future for HRZN [2025-12-31T20:24:02.672346] [DEBUG] [LOCAL ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt [2025-12-31T20:24:02.672397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:02.672429] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:02.672456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:02.672513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:02.729254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:02.730143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:02.730224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:02.730257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:02.852011] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:02.852173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:02.852212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:02.852240] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:02.855660] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=96.35%) [2025-12-31T20:24:02.855979] [INFO ] [FORECASTER] Completed predict_future for HRZN [2025-12-31T20:24:02.856110] [INFO ] [sig ] HRZN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:02.997558] [INFO ] [LOCAL ] Saved forecast: HRZN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HRZN.txt [2025-12-31T20:24:02.997742] [INFO ] [sig ] [1562/3534] Completed HRZN in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:02.997785] [INFO ] [sig ] [1563/3534] Forecasting HSAI... [2025-12-31T20:24:02.997816] [INFO ] [sig ] Generating forecast for: HSAI [2025-12-31T20:24:02.997849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'. [2025-12-31T20:24:03.010127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSAI'. [2025-12-31T20:24:03.010537] [INFO ] [FORECASTER] Starting predict_future for HSAI [2025-12-31T20:24:03.011333] [DEBUG] [LOCAL ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt [2025-12-31T20:24:03.011386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:03.011418] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:03.011444] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:03.011501] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:03.068064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:03.068952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:03.069036] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:03.069070] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:03.189999] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:03.190127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:03.190164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:03.190221] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:03.193444] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=91.21%) [2025-12-31T20:24:03.193732] [INFO ] [FORECASTER] Completed predict_future for HSAI [2025-12-31T20:24:03.193854] [INFO ] [sig ] HSAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:03.333366] [INFO ] [LOCAL ] Saved forecast: HSAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HSAI.txt [2025-12-31T20:24:03.333511] [INFO ] [sig ] [1563/3534] Completed HSAI in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:03.333552] [INFO ] [sig ] [1564/3534] Forecasting HSBC... [2025-12-31T20:24:03.333606] [INFO ] [sig ] Generating forecast for: HSBC [2025-12-31T20:24:03.333640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-12-31T20:24:03.347283] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSBC'. [2025-12-31T20:24:03.347622] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-12-31T20:24:03.348448] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-12-31T20:24:03.348502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:03.348534] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:03.348561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:03.348640] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:03.406125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:03.406967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:03.407052] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:03.407086] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:03.529866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:03.530026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:03.530067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:03.530095] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:03.533460] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=99.27%) [2025-12-31T20:24:03.533753] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-12-31T20:24:03.533879] [INFO ] [sig ] HSBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:03.681412] [INFO ] [LOCAL ] Saved forecast: HSBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HSBC.txt [2025-12-31T20:24:03.681586] [INFO ] [sig ] [1564/3534] Completed HSBC in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:03.681638] [INFO ] [sig ] [1565/3534] Forecasting HSCS... [2025-12-31T20:24:03.681668] [INFO ] [sig ] Generating forecast for: HSCS [2025-12-31T20:24:03.681699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'. [2025-12-31T20:24:03.693059] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSCS'. [2025-12-31T20:24:03.693322] [INFO ] [FORECASTER] Starting predict_future for HSCS [2025-12-31T20:24:03.694106] [DEBUG] [LOCAL ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt [2025-12-31T20:24:03.694158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:03.694190] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:03.694217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:03.694275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:03.753544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:03.754374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:03.754456] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:03.754491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:03.866636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:03.866792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:03.866831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:03.866861] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:03.870209] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=11.67%) [2025-12-31T20:24:03.870479] [INFO ] [FORECASTER] Completed predict_future for HSCS [2025-12-31T20:24:03.870618] [INFO ] [sig ] HSCS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:04.012313] [INFO ] [LOCAL ] Saved forecast: HSCS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HSCS.txt [2025-12-31T20:24:04.012447] [INFO ] [sig ] [1565/3534] Completed HSCS in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:04.012489] [INFO ] [sig ] [1566/3534] Forecasting HSHP... [2025-12-31T20:24:04.012520] [INFO ] [sig ] Generating forecast for: HSHP [2025-12-31T20:24:04.012552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-12-31T20:24:04.024155] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSHP'. [2025-12-31T20:24:04.024453] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-12-31T20:24:04.025237] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-12-31T20:24:04.025290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:04.025322] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:04.025349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:04.025406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:04.083272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:04.083981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:04.084069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:04.084109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:04.207203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:04.207354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:04.207393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:04.207422] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:04.210829] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=61.31%) [2025-12-31T20:24:04.211106] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-12-31T20:24:04.211243] [INFO ] [sig ] HSHP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:04.354127] [INFO ] [LOCAL ] Saved forecast: HSHP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HSHP.txt [2025-12-31T20:24:04.354270] [INFO ] [sig ] [1566/3534] Completed HSHP in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:04.354316] [INFO ] [sig ] [1567/3534] Forecasting HSIC... [2025-12-31T20:24:04.354347] [INFO ] [sig ] Generating forecast for: HSIC [2025-12-31T20:24:04.354377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'. [2025-12-31T20:24:04.365754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSIC'. [2025-12-31T20:24:04.366025] [INFO ] [FORECASTER] Starting predict_future for HSIC [2025-12-31T20:24:04.366824] [DEBUG] [LOCAL ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt [2025-12-31T20:24:04.366876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:04.366915] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:04.366944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:04.367002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:04.423650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:04.424493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:04.424599] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:04.424636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:04.546431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:04.546599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:04.546641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:04.546670] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:04.550096] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=83.79%) [2025-12-31T20:24:04.550387] [INFO ] [FORECASTER] Completed predict_future for HSIC [2025-12-31T20:24:04.550514] [INFO ] [sig ] HSIC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:04.692383] [INFO ] [LOCAL ] Saved forecast: HSIC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HSIC.txt [2025-12-31T20:24:04.692512] [INFO ] [sig ] [1567/3534] Completed HSIC in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:04.692551] [INFO ] [sig ] [1568/3534] Forecasting HSTM... [2025-12-31T20:24:04.692598] [INFO ] [sig ] Generating forecast for: HSTM [2025-12-31T20:24:04.692631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'. [2025-12-31T20:24:04.707174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSTM'. [2025-12-31T20:24:04.707794] [INFO ] [FORECASTER] Starting predict_future for HSTM [2025-12-31T20:24:04.708770] [DEBUG] [LOCAL ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt [2025-12-31T20:24:04.708828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:04.708864] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:04.708893] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:04.708955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:04.771120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:04.772372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:04.772486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:04.772521] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:04.896301] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:04.896541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:04.896632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:04.896665] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:04.900780] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=48.59%) [2025-12-31T20:24:04.901166] [INFO ] [FORECASTER] Completed predict_future for HSTM [2025-12-31T20:24:04.901314] [INFO ] [sig ] HSTM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:05.051870] [INFO ] [LOCAL ] Saved forecast: HSTM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HSTM.txt [2025-12-31T20:24:05.052100] [INFO ] [sig ] [1568/3534] Completed HSTM in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:05.052147] [INFO ] [sig ] [1569/3534] Forecasting HSY... [2025-12-31T20:24:05.052178] [INFO ] [sig ] Generating forecast for: HSY [2025-12-31T20:24:05.052212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-12-31T20:24:05.068433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HSY'. [2025-12-31T20:24:05.068997] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-12-31T20:24:05.069995] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-12-31T20:24:05.070055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:05.070091] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:05.070121] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:05.070193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:05.137674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:05.138642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:05.138728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:05.138761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:05.254687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:05.254849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:05.254890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:05.254918] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:05.258271] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=4.68%) [2025-12-31T20:24:05.258556] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-12-31T20:24:05.258698] [INFO ] [sig ] HSY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:05.403270] [INFO ] [LOCAL ] Saved forecast: HSY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HSY.txt [2025-12-31T20:24:05.403429] [INFO ] [sig ] [1569/3534] Completed HSY in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:05.403470] [INFO ] [sig ] [1570/3534] Forecasting HTBK... [2025-12-31T20:24:05.403501] [INFO ] [sig ] Generating forecast for: HTBK [2025-12-31T20:24:05.403532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'. [2025-12-31T20:24:05.421654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTBK'. [2025-12-31T20:24:05.422289] [INFO ] [FORECASTER] Starting predict_future for HTBK [2025-12-31T20:24:05.423420] [DEBUG] [LOCAL ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt [2025-12-31T20:24:05.423477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:05.423513] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:05.423542] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:05.423626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:05.484851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:05.486242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:05.486385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:05.486425] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:05.612063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:05.612302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:05.612348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:05.612378] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:05.616612] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=87.45%) [2025-12-31T20:24:05.616946] [INFO ] [FORECASTER] Completed predict_future for HTBK [2025-12-31T20:24:05.617113] [INFO ] [sig ] HTBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:05.766450] [INFO ] [LOCAL ] Saved forecast: HTBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HTBK.txt [2025-12-31T20:24:05.766647] [INFO ] [sig ] [1570/3534] Completed HTBK in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:05.766696] [INFO ] [sig ] [1571/3534] Forecasting HTD... [2025-12-31T20:24:05.766728] [INFO ] [sig ] Generating forecast for: HTD [2025-12-31T20:24:05.766761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-12-31T20:24:05.780273] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTD'. [2025-12-31T20:24:05.780725] [INFO ] [FORECASTER] Starting predict_future for HTD [2025-12-31T20:24:05.781559] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-12-31T20:24:05.781632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:05.781665] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:05.781692] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:05.781750] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:05.838128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:05.838954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:05.839042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:05.839082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:05.958888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:05.959052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:05.959092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:05.959120] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:05.962464] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=89.84%) [2025-12-31T20:24:05.962749] [INFO ] [FORECASTER] Completed predict_future for HTD [2025-12-31T20:24:05.962869] [INFO ] [sig ] HTD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:06.168055] [INFO ] [LOCAL ] Saved forecast: HTD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HTD.txt [2025-12-31T20:24:06.168209] [INFO ] [sig ] [1571/3534] Completed HTD in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:06.168251] [INFO ] [sig ] [1572/3534] Forecasting HTGC... [2025-12-31T20:24:06.168280] [INFO ] [sig ] Generating forecast for: HTGC [2025-12-31T20:24:06.168311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-12-31T20:24:06.181318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTGC'. [2025-12-31T20:24:06.181710] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-12-31T20:24:06.182629] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-12-31T20:24:06.182684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:06.182735] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:06.182766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:06.182825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:06.244756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:06.245596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:06.245695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:06.245744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:06.371890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:06.372044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:06.372085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:06.372115] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:06.375657] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=75.06%) [2025-12-31T20:24:06.375964] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-12-31T20:24:06.376100] [INFO ] [sig ] HTGC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:06.524563] [INFO ] [LOCAL ] Saved forecast: HTGC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HTGC.txt [2025-12-31T20:24:06.524732] [INFO ] [sig ] [1572/3534] Completed HTGC in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:06.524780] [INFO ] [sig ] [1573/3534] Forecasting HTH... [2025-12-31T20:24:06.524822] [INFO ] [sig ] Generating forecast for: HTH [2025-12-31T20:24:06.524855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-12-31T20:24:06.537988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTH'. [2025-12-31T20:24:06.538367] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-12-31T20:24:06.539189] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-12-31T20:24:06.539244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:06.539305] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:06.539334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:06.539393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:06.605793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:06.606689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:06.606773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:06.606807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:06.726978] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:06.727150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:06.727191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:06.727222] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:06.730737] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-12-31T20:24:06.731029] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-12-31T20:24:06.731181] [INFO ] [sig ] HTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:06.880145] [INFO ] [LOCAL ] Saved forecast: HTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HTH.txt [2025-12-31T20:24:06.880340] [INFO ] [sig ] [1573/3534] Completed HTH in 0.4s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:06.880388] [INFO ] [sig ] [1574/3534] Forecasting HTLD... [2025-12-31T20:24:06.880420] [INFO ] [sig ] Generating forecast for: HTLD [2025-12-31T20:24:06.880453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'. [2025-12-31T20:24:06.893654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTLD'. [2025-12-31T20:24:06.894004] [INFO ] [FORECASTER] Starting predict_future for HTLD [2025-12-31T20:24:06.894830] [DEBUG] [LOCAL ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt [2025-12-31T20:24:06.894884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:06.894918] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:06.894956] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:06.895040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:06.963870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:06.964723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:06.964808] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:06.964842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:07.083463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:07.083643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:07.083688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:07.083719] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:07.087240] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=64.02%) [2025-12-31T20:24:07.087535] [INFO ] [FORECASTER] Completed predict_future for HTLD [2025-12-31T20:24:07.087683] [INFO ] [sig ] HTLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:07.228737] [INFO ] [LOCAL ] Saved forecast: HTLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HTLD.txt [2025-12-31T20:24:07.228899] [INFO ] [sig ] [1574/3534] Completed HTLD in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.3m [2025-12-31T20:24:07.228941] [INFO ] [sig ] [1575/3534] Forecasting HTOO... [2025-12-31T20:24:07.228971] [INFO ] [sig ] Generating forecast for: HTOO [2025-12-31T20:24:07.229002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'. [2025-12-31T20:24:07.243162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTOO'. [2025-12-31T20:24:07.243782] [INFO ] [FORECASTER] Starting predict_future for HTOO [2025-12-31T20:24:07.244789] [DEBUG] [LOCAL ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt [2025-12-31T20:24:07.244848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:07.244885] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:07.244914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:07.245012] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:07.304447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:07.305461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:07.305556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:07.305610] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:07.422696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:07.422865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:07.422906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:07.422937] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:07.426495] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: UP (p=87.99%) [2025-12-31T20:24:07.426797] [INFO ] [FORECASTER] Completed predict_future for HTOO [2025-12-31T20:24:07.426926] [INFO ] [sig ] HTOO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:07.570333] [INFO ] [LOCAL ] Saved forecast: HTOO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HTOO.txt [2025-12-31T20:24:07.570504] [INFO ] [sig ] [1575/3534] Completed HTOO in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.2m [2025-12-31T20:24:07.570548] [INFO ] [sig ] [1576/3534] Forecasting HTZ... [2025-12-31T20:24:07.570614] [INFO ] [sig ] Generating forecast for: HTZ [2025-12-31T20:24:07.570652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'. [2025-12-31T20:24:07.583461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HTZ'. [2025-12-31T20:24:07.583837] [INFO ] [FORECASTER] Starting predict_future for HTZ [2025-12-31T20:24:07.584659] [DEBUG] [LOCAL ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt [2025-12-31T20:24:07.584712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:07.584745] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:07.584772] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:07.584829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:07.642908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:07.643791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:07.643889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:07.643924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:07.764896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:07.765069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:07.765109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:07.765139] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:07.768783] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=9.04%) [2025-12-31T20:24:07.769099] [INFO ] [FORECASTER] Completed predict_future for HTZ [2025-12-31T20:24:07.769234] [INFO ] [sig ] HTZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:07.917512] [INFO ] [LOCAL ] Saved forecast: HTZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HTZ.txt [2025-12-31T20:24:07.917700] [INFO ] [sig ] [1576/3534] Completed HTZ in 0.3s | 2.90 sym/s | Total: 9.0m | ETA: 11.2m [2025-12-31T20:24:07.917760] [INFO ] [sig ] [1577/3534] Forecasting HUBB... [2025-12-31T20:24:07.917807] [INFO ] [sig ] Generating forecast for: HUBB [2025-12-31T20:24:07.917846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-12-31T20:24:07.932297] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBB'. [2025-12-31T20:24:07.932989] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-12-31T20:24:07.934081] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-12-31T20:24:07.934139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:07.934209] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:07.934239] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:07.934311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:07.997935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:07.999144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:07.999294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:07.999333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:08.121600] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:08.121834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:08.121878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:08.121909] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:08.125939] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-12-31T20:24:08.126268] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-12-31T20:24:08.126405] [INFO ] [sig ] HUBB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:08.288877] [INFO ] [LOCAL ] Saved forecast: HUBB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HUBB.txt [2025-12-31T20:24:08.289057] [INFO ] [sig ] [1577/3534] Completed HUBB in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:08.289102] [INFO ] [sig ] [1578/3534] Forecasting HUBG... [2025-12-31T20:24:08.289132] [INFO ] [sig ] Generating forecast for: HUBG [2025-12-31T20:24:08.289164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'. [2025-12-31T20:24:08.303008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBG'. [2025-12-31T20:24:08.303475] [INFO ] [FORECASTER] Starting predict_future for HUBG [2025-12-31T20:24:08.304346] [DEBUG] [LOCAL ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt [2025-12-31T20:24:08.304402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:08.304437] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:08.304466] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:08.304545] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:08.362321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:08.363222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:08.363315] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:08.363349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:08.481443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:08.481628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:08.481672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:08.481703] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:08.485243] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=70.00%) [2025-12-31T20:24:08.485531] [INFO ] [FORECASTER] Completed predict_future for HUBG [2025-12-31T20:24:08.485680] [INFO ] [sig ] HUBG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:08.626237] [INFO ] [LOCAL ] Saved forecast: HUBG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HUBG.txt [2025-12-31T20:24:08.626402] [INFO ] [sig ] [1578/3534] Completed HUBG in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:08.626447] [INFO ] [sig ] [1579/3534] Forecasting HUBS... [2025-12-31T20:24:08.626479] [INFO ] [sig ] Generating forecast for: HUBS [2025-12-31T20:24:08.626511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-12-31T20:24:08.638741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUBS'. [2025-12-31T20:24:08.639035] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-12-31T20:24:08.639844] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-12-31T20:24:08.639898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:08.639931] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:08.639958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:08.640015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:08.698059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:08.698792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:08.698874] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:08.698908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:08.823888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:08.824063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:08.824103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:08.824161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:08.827982] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=29.50%) [2025-12-31T20:24:08.828273] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-12-31T20:24:08.828409] [INFO ] [sig ] HUBS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:08.969085] [INFO ] [LOCAL ] Saved forecast: HUBS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HUBS.txt [2025-12-31T20:24:08.969233] [INFO ] [sig ] [1579/3534] Completed HUBS in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:08.969286] [INFO ] [sig ] [1580/3534] Forecasting HUM... [2025-12-31T20:24:08.969315] [INFO ] [sig ] Generating forecast for: HUM [2025-12-31T20:24:08.969346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-12-31T20:24:08.982400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUM'. [2025-12-31T20:24:08.982711] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-12-31T20:24:08.983492] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-12-31T20:24:08.983546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:08.983598] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:08.983628] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:08.983686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:09.041210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:09.041970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:09.042051] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:09.042084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:09.161415] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:09.161590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:09.161634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:09.161714] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:09.165215] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=9.62%) [2025-12-31T20:24:09.165492] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-12-31T20:24:09.165637] [INFO ] [sig ] HUM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:09.305755] [INFO ] [LOCAL ] Saved forecast: HUM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HUM.txt [2025-12-31T20:24:09.305882] [INFO ] [sig ] [1580/3534] Completed HUM in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:09.305922] [INFO ] [sig ] [1581/3534] Forecasting HUMA... [2025-12-31T20:24:09.305951] [INFO ] [sig ] Generating forecast for: HUMA [2025-12-31T20:24:09.305983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'. [2025-12-31T20:24:09.318004] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUMA'. [2025-12-31T20:24:09.318297] [INFO ] [FORECASTER] Starting predict_future for HUMA [2025-12-31T20:24:09.319094] [DEBUG] [LOCAL ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt [2025-12-31T20:24:09.319149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:09.319183] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:09.319209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:09.319293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:09.377785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:09.378479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:09.378562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:09.378631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:09.501309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:09.501462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:09.501502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:09.501531] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:09.505234] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=9.85%) [2025-12-31T20:24:09.505518] [INFO ] [FORECASTER] Completed predict_future for HUMA [2025-12-31T20:24:09.505658] [INFO ] [sig ] HUMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:09.651307] [INFO ] [LOCAL ] Saved forecast: HUMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HUMA.txt [2025-12-31T20:24:09.651457] [INFO ] [sig ] [1581/3534] Completed HUMA in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:09.651508] [INFO ] [sig ] [1582/3534] Forecasting HUN... [2025-12-31T20:24:09.651542] [INFO ] [sig ] Generating forecast for: HUN [2025-12-31T20:24:09.651595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-12-31T20:24:09.667654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUN'. [2025-12-31T20:24:09.668295] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-12-31T20:24:09.669505] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-12-31T20:24:09.669563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:09.669692] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:09.669729] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:09.669803] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:09.729040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:09.730508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:09.730650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:09.730688] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:09.858809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:09.859007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:09.859050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:09.859080] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:09.862783] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=52.93%) [2025-12-31T20:24:09.863097] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-12-31T20:24:09.863241] [INFO ] [sig ] HUN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:10.005030] [INFO ] [LOCAL ] Saved forecast: HUN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HUN.txt [2025-12-31T20:24:10.005217] [INFO ] [sig ] [1582/3534] Completed HUN in 0.4s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:10.005263] [INFO ] [sig ] [1583/3534] Forecasting HURC... [2025-12-31T20:24:10.005294] [INFO ] [sig ] Generating forecast for: HURC [2025-12-31T20:24:10.005326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'. [2025-12-31T20:24:10.017986] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURC'. [2025-12-31T20:24:10.018384] [INFO ] [FORECASTER] Starting predict_future for HURC [2025-12-31T20:24:10.019214] [DEBUG] [LOCAL ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt [2025-12-31T20:24:10.019295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:10.019330] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:10.019370] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:10.019431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:10.080346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:10.081262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:10.081351] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:10.081385] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:10.195466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:10.195645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:10.195686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:10.195715] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:10.199343] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=64.04%) [2025-12-31T20:24:10.199681] [INFO ] [FORECASTER] Completed predict_future for HURC [2025-12-31T20:24:10.199816] [INFO ] [sig ] HURC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:10.341588] [INFO ] [LOCAL ] Saved forecast: HURC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HURC.txt [2025-12-31T20:24:10.341728] [INFO ] [sig ] [1583/3534] Completed HURC in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:10.341771] [INFO ] [sig ] [1584/3534] Forecasting HURN... [2025-12-31T20:24:10.341802] [INFO ] [sig ] Generating forecast for: HURN [2025-12-31T20:24:10.341834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'. [2025-12-31T20:24:10.353994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HURN'. [2025-12-31T20:24:10.354333] [INFO ] [FORECASTER] Starting predict_future for HURN [2025-12-31T20:24:10.355138] [DEBUG] [LOCAL ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt [2025-12-31T20:24:10.355191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:10.355223] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:10.355250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:10.355307] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:10.411368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:10.412110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:10.412192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:10.412224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:10.527696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:10.527841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:10.527880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:10.527908] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:10.531247] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: DOWN (p=2.46%) [2025-12-31T20:24:10.531518] [INFO ] [FORECASTER] Completed predict_future for HURN [2025-12-31T20:24:10.531655] [INFO ] [sig ] HURN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:10.670987] [INFO ] [LOCAL ] Saved forecast: HURN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HURN.txt [2025-12-31T20:24:10.671121] [INFO ] [sig ] [1584/3534] Completed HURN in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:10.671161] [INFO ] [sig ] [1585/3534] Forecasting HUYA... [2025-12-31T20:24:10.671190] [INFO ] [sig ] Generating forecast for: HUYA [2025-12-31T20:24:10.671220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-12-31T20:24:10.683702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HUYA'. [2025-12-31T20:24:10.684054] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-12-31T20:24:10.684944] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-12-31T20:24:10.684999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:10.685032] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:10.685059] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:10.685126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:10.744701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:10.745397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:10.745479] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:10.745512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:10.869912] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:10.870075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:10.870115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:10.870144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:10.873476] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: UP (p=61.58%) [2025-12-31T20:24:10.873762] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-12-31T20:24:10.873884] [INFO ] [sig ] HUYA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:11.015605] [INFO ] [LOCAL ] Saved forecast: HUYA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HUYA.txt [2025-12-31T20:24:11.015763] [INFO ] [sig ] [1585/3534] Completed HUYA in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:11.015805] [INFO ] [sig ] [1586/3534] Forecasting HWC... [2025-12-31T20:24:11.015834] [INFO ] [sig ] Generating forecast for: HWC [2025-12-31T20:24:11.015866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'. [2025-12-31T20:24:11.028235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWC'. [2025-12-31T20:24:11.028587] [INFO ] [FORECASTER] Starting predict_future for HWC [2025-12-31T20:24:11.029563] [DEBUG] [LOCAL ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt [2025-12-31T20:24:11.029638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:11.029671] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:11.029698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:11.029757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:11.086921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:11.087718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:11.087801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:11.087833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:11.210728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:11.210891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:11.210930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:11.210960] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:11.214406] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-12-31T20:24:11.214692] [INFO ] [FORECASTER] Completed predict_future for HWC [2025-12-31T20:24:11.214818] [INFO ] [sig ] HWC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:11.354759] [INFO ] [LOCAL ] Saved forecast: HWC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HWC.txt [2025-12-31T20:24:11.354897] [INFO ] [sig ] [1586/3534] Completed HWC in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:11.354937] [INFO ] [sig ] [1587/3534] Forecasting HWH... [2025-12-31T20:24:11.354968] [INFO ] [sig ] Generating forecast for: HWH [2025-12-31T20:24:11.355007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'. [2025-12-31T20:24:11.366837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWH'. [2025-12-31T20:24:11.367202] [INFO ] [FORECASTER] Starting predict_future for HWH [2025-12-31T20:24:11.368040] [DEBUG] [LOCAL ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt [2025-12-31T20:24:11.368094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:11.368127] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:11.368156] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:11.368219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:11.428119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:11.428880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:11.429004] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:11.429038] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:11.552382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:11.552543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:11.552603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:11.552637] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:11.556174] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=94.74%) [2025-12-31T20:24:11.556476] [INFO ] [FORECASTER] Completed predict_future for HWH [2025-12-31T20:24:11.556637] [INFO ] [sig ] HWH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:11.699157] [INFO ] [LOCAL ] Saved forecast: HWH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HWH.txt [2025-12-31T20:24:11.699366] [INFO ] [sig ] [1587/3534] Completed HWH in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:11.699410] [INFO ] [sig ] [1588/3534] Forecasting HWKN... [2025-12-31T20:24:11.699442] [INFO ] [sig ] Generating forecast for: HWKN [2025-12-31T20:24:11.699473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'. [2025-12-31T20:24:11.711548] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWKN'. [2025-12-31T20:24:11.711882] [INFO ] [FORECASTER] Starting predict_future for HWKN [2025-12-31T20:24:11.712701] [DEBUG] [LOCAL ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt [2025-12-31T20:24:11.712753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:11.712785] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:11.712811] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:11.712868] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:11.773718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:11.774679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:11.774764] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:11.774795] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:11.889834] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:11.889990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:11.890031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:11.890058] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:11.893470] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: DOWN (p=49.33%) [2025-12-31T20:24:11.893775] [INFO ] [FORECASTER] Completed predict_future for HWKN [2025-12-31T20:24:11.893909] [INFO ] [sig ] HWKN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:12.032718] [INFO ] [LOCAL ] Saved forecast: HWKN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HWKN.txt [2025-12-31T20:24:12.032866] [INFO ] [sig ] [1588/3534] Completed HWKN in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:12.032922] [INFO ] [sig ] [1589/3534] Forecasting HWM... [2025-12-31T20:24:12.032954] [INFO ] [sig ] Generating forecast for: HWM [2025-12-31T20:24:12.032987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-12-31T20:24:12.044343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HWM'. [2025-12-31T20:24:12.044660] [INFO ] [FORECASTER] Starting predict_future for HWM [2025-12-31T20:24:12.045414] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-12-31T20:24:12.045466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:12.045498] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:12.045524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:12.045600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:12.103199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:12.103925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:12.104005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:12.104037] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:12.219996] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:12.220144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:12.220184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:12.220213] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:12.223522] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=2.13%) [2025-12-31T20:24:12.223815] [INFO ] [FORECASTER] Completed predict_future for HWM [2025-12-31T20:24:12.223936] [INFO ] [sig ] HWM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:12.361943] [INFO ] [LOCAL ] Saved forecast: HWM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HWM.txt [2025-12-31T20:24:12.362093] [INFO ] [sig ] [1589/3534] Completed HWM in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:12.362136] [INFO ] [sig ] [1590/3534] Forecasting HXL... [2025-12-31T20:24:12.362166] [INFO ] [sig ] Generating forecast for: HXL [2025-12-31T20:24:12.362197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-12-31T20:24:12.373237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HXL'. [2025-12-31T20:24:12.373533] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-12-31T20:24:12.374325] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-12-31T20:24:12.374378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:12.374412] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:12.374440] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:12.374499] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:12.432614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:12.433314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:12.433395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:12.433428] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:12.563250] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:12.563433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:12.563477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:12.563507] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:12.567174] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=16.37%) [2025-12-31T20:24:12.567534] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-12-31T20:24:12.567672] [INFO ] [sig ] HXL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:12.710839] [INFO ] [LOCAL ] Saved forecast: HXL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HXL.txt [2025-12-31T20:24:12.711019] [INFO ] [sig ] [1590/3534] Completed HXL in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:12.711059] [INFO ] [sig ] [1591/3534] Forecasting HY... [2025-12-31T20:24:12.711090] [INFO ] [sig ] Generating forecast for: HY [2025-12-31T20:24:12.711121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-12-31T20:24:12.722230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HY'. [2025-12-31T20:24:12.722565] [INFO ] [FORECASTER] Starting predict_future for HY [2025-12-31T20:24:12.723362] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-12-31T20:24:12.723413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:12.723445] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:12.723471] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:12.723527] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:12.780104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:12.780925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:12.781007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:12.781039] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:12.899233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:12.899421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:12.899461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:12.899492] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:12.902935] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=6.56%) [2025-12-31T20:24:12.903227] [INFO ] [FORECASTER] Completed predict_future for HY [2025-12-31T20:24:12.903358] [INFO ] [sig ] HY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:13.048276] [INFO ] [LOCAL ] Saved forecast: HY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HY.txt [2025-12-31T20:24:13.048418] [INFO ] [sig ] [1591/3534] Completed HY in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.2m [2025-12-31T20:24:13.048457] [INFO ] [sig ] [1592/3534] Forecasting HYFM... [2025-12-31T20:24:13.048487] [INFO ] [sig ] Generating forecast for: HYFM [2025-12-31T20:24:13.048517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'. [2025-12-31T20:24:13.059028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYFM'. [2025-12-31T20:24:13.059351] [INFO ] [FORECASTER] Starting predict_future for HYFM [2025-12-31T20:24:13.060127] [DEBUG] [LOCAL ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt [2025-12-31T20:24:13.060180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:13.060212] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:13.060239] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:13.060301] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:13.118259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:13.119056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:13.119139] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:13.119174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:13.235377] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:13.235551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:13.235609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:13.235639] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:13.239001] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: UP (p=98.10%) [2025-12-31T20:24:13.239308] [INFO ] [FORECASTER] Completed predict_future for HYFM [2025-12-31T20:24:13.239437] [INFO ] [sig ] HYFM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:13.382671] [INFO ] [LOCAL ] Saved forecast: HYFM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HYFM.txt [2025-12-31T20:24:13.382832] [INFO ] [sig ] [1592/3534] Completed HYFM in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.1m [2025-12-31T20:24:13.382873] [INFO ] [sig ] [1593/3534] Forecasting HYI... [2025-12-31T20:24:13.382904] [INFO ] [sig ] Generating forecast for: HYI [2025-12-31T20:24:13.382933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-12-31T20:24:13.395210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYI'. [2025-12-31T20:24:13.395608] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-12-31T20:24:13.396472] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-12-31T20:24:13.396525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:13.396558] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:13.396614] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:13.396674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:13.456986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:13.457717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:13.457798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:13.457833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:13.574668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:13.574824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:13.574863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:13.574893] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:13.578235] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=48.39%) [2025-12-31T20:24:13.578506] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-12-31T20:24:13.578646] [INFO ] [sig ] HYI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:13.718402] [INFO ] [LOCAL ] Saved forecast: HYI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HYI.txt [2025-12-31T20:24:13.718550] [INFO ] [sig ] [1593/3534] Completed HYI in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.1m [2025-12-31T20:24:13.718607] [INFO ] [sig ] [1594/3534] Forecasting HYLS... [2025-12-31T20:24:13.718638] [INFO ] [sig ] Generating forecast for: HYLS [2025-12-31T20:24:13.718669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'. [2025-12-31T20:24:13.729833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYLS'. [2025-12-31T20:24:13.730143] [INFO ] [FORECASTER] Starting predict_future for HYLS [2025-12-31T20:24:13.730981] [DEBUG] [LOCAL ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt [2025-12-31T20:24:13.731035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:13.731093] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:13.731123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:13.731189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:13.789204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:13.789949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:13.790030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:13.790064] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:13.907928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:13.908084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:13.908123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:13.908152] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:13.911492] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-12-31T20:24:13.911776] [INFO ] [FORECASTER] Completed predict_future for HYLS [2025-12-31T20:24:13.911895] [INFO ] [sig ] HYLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:14.054441] [INFO ] [LOCAL ] Saved forecast: HYLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HYLS.txt [2025-12-31T20:24:14.054646] [INFO ] [sig ] [1594/3534] Completed HYLS in 0.3s | 2.90 sym/s | Total: 9.1m | ETA: 11.1m [2025-12-31T20:24:14.054691] [INFO ] [sig ] [1595/3534] Forecasting HYMC... [2025-12-31T20:24:14.054722] [INFO ] [sig ] Generating forecast for: HYMC [2025-12-31T20:24:14.054752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'. [2025-12-31T20:24:14.066410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYMC'. [2025-12-31T20:24:14.066789] [INFO ] [FORECASTER] Starting predict_future for HYMC [2025-12-31T20:24:14.067611] [DEBUG] [LOCAL ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt [2025-12-31T20:24:14.067663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:14.067695] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:14.067721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:14.067778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:14.123843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:14.124833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:14.124931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:14.124963] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:14.243677] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:14.243844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:14.243885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:14.243912] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:14.247538] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=82.30%) [2025-12-31T20:24:14.247845] [INFO ] [FORECASTER] Completed predict_future for HYMC [2025-12-31T20:24:14.247974] [INFO ] [sig ] HYMC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:14.387980] [INFO ] [LOCAL ] Saved forecast: HYMC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HYMC.txt [2025-12-31T20:24:14.388142] [INFO ] [sig ] [1595/3534] Completed HYMC in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:14.388183] [INFO ] [sig ] [1596/3534] Forecasting HYXF... [2025-12-31T20:24:14.388212] [INFO ] [sig ] Generating forecast for: HYXF [2025-12-31T20:24:14.388242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'. [2025-12-31T20:24:14.398458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYXF'. [2025-12-31T20:24:14.398776] [INFO ] [FORECASTER] Starting predict_future for HYXF [2025-12-31T20:24:14.399549] [DEBUG] [LOCAL ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt [2025-12-31T20:24:14.399648] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:14.399683] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:14.399711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:14.399768] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:14.456001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:14.456667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:14.456744] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:14.456776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:14.560898] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:14.561059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:14.561100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:14.561128] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:14.564486] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=75.43%) [2025-12-31T20:24:14.564777] [INFO ] [FORECASTER] Completed predict_future for HYXF [2025-12-31T20:24:14.564904] [INFO ] [sig ] HYXF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:14.706033] [INFO ] [LOCAL ] Saved forecast: HYXF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HYXF.txt [2025-12-31T20:24:14.706190] [INFO ] [sig ] [1596/3534] Completed HYXF in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:14.706229] [INFO ] [sig ] [1597/3534] Forecasting HYZD... [2025-12-31T20:24:14.706260] [INFO ] [sig ] Generating forecast for: HYZD [2025-12-31T20:24:14.706291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'. [2025-12-31T20:24:14.717511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HYZD'. [2025-12-31T20:24:14.717861] [INFO ] [FORECASTER] Starting predict_future for HYZD [2025-12-31T20:24:14.718646] [DEBUG] [LOCAL ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt [2025-12-31T20:24:14.718698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:14.718729] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:14.718755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:14.718812] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:14.774290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:14.775182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:14.775271] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:14.775303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:14.894200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:14.894371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:14.894412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:14.894477] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:14.897905] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-12-31T20:24:14.898199] [INFO ] [FORECASTER] Completed predict_future for HYZD [2025-12-31T20:24:14.898331] [INFO ] [sig ] HYZD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:15.061144] [INFO ] [LOCAL ] Saved forecast: HYZD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/HYZD.txt [2025-12-31T20:24:15.061379] [INFO ] [sig ] [1597/3534] Completed HYZD in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:15.061447] [INFO ] [sig ] [1598/3534] Forecasting HZO... [2025-12-31T20:24:15.061499] [INFO ] [sig ] Generating forecast for: HZO [2025-12-31T20:24:15.061551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-12-31T20:24:15.078128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'HZO'. [2025-12-31T20:24:15.078648] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-12-31T20:24:15.079914] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-12-31T20:24:15.079985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:15.080037] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:15.080081] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:15.080172] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:15.162135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:15.163369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:15.163489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:15.163547] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:15.333425] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:15.333666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:15.333733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:15.333785] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:15.339303] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=64.29%) [2025-12-31T20:24:15.339873] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-12-31T20:24:15.340092] [INFO ] [sig ] HZO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:15.538600] [INFO ] [LOCAL ] Saved forecast: HZO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/HZO.txt [2025-12-31T20:24:15.538780] [INFO ] [sig ] [1598/3534] Completed HZO in 0.5s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:15.538833] [INFO ] [sig ] [1599/3534] Forecasting IAC... [2025-12-31T20:24:15.538866] [INFO ] [sig ] Generating forecast for: IAC [2025-12-31T20:24:15.538899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'. [2025-12-31T20:24:15.555825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAC'. [2025-12-31T20:24:15.556339] [INFO ] [FORECASTER] Starting predict_future for IAC [2025-12-31T20:24:15.557275] [DEBUG] [LOCAL ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt [2025-12-31T20:24:15.557333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:15.557368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:15.557397] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:15.557457] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:15.633099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:15.634332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:15.634449] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:15.634499] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:15.773744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:15.773916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:15.773959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:15.773990] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:15.777843] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: DOWN (p=7.29%) [2025-12-31T20:24:15.778197] [INFO ] [FORECASTER] Completed predict_future for IAC [2025-12-31T20:24:15.778346] [INFO ] [sig ] IAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:15.922228] [INFO ] [LOCAL ] Saved forecast: IAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IAC.txt [2025-12-31T20:24:15.922393] [INFO ] [sig ] [1599/3534] Completed IAC in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:15.922441] [INFO ] [sig ] [1600/3534] Forecasting IAE... [2025-12-31T20:24:15.922473] [INFO ] [sig ] Generating forecast for: IAE [2025-12-31T20:24:15.922505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-12-31T20:24:15.934068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAE'. [2025-12-31T20:24:15.934454] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-12-31T20:24:15.935267] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-12-31T20:24:15.935322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:15.935353] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:15.935380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:15.935438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:15.997082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:15.998028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:15.998130] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:15.998173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:16.121014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:16.121178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:16.121221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:16.121252] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:16.125224] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=99.08%) [2025-12-31T20:24:16.125505] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-12-31T20:24:16.125678] [INFO ] [sig ] IAE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:16.271619] [INFO ] [LOCAL ] Saved forecast: IAE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IAE.txt [2025-12-31T20:24:16.271817] [INFO ] [sig ] [1600/3534] Completed IAE in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:16.271864] [INFO ] [sig ] [1601/3534] Forecasting IAG... [2025-12-31T20:24:16.271905] [INFO ] [sig ] Generating forecast for: IAG [2025-12-31T20:24:16.271940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-12-31T20:24:16.284347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IAG'. [2025-12-31T20:24:16.284782] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-12-31T20:24:16.285686] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-12-31T20:24:16.285749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:16.285782] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:16.285810] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:16.285870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:16.347935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:16.348862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:16.348949] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:16.348994] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:16.485904] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:16.486061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:16.486116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:16.486155] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:16.489569] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=91.31%) [2025-12-31T20:24:16.489859] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-12-31T20:24:16.490005] [INFO ] [sig ] IAG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:16.631466] [INFO ] [LOCAL ] Saved forecast: IAG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IAG.txt [2025-12-31T20:24:16.631617] [INFO ] [sig ] [1601/3534] Completed IAG in 0.4s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:16.631660] [INFO ] [sig ] [1602/3534] Forecasting IBB... [2025-12-31T20:24:16.631689] [INFO ] [sig ] Generating forecast for: IBB [2025-12-31T20:24:16.631722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'. [2025-12-31T20:24:16.644311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBB'. [2025-12-31T20:24:16.644710] [INFO ] [FORECASTER] Starting predict_future for IBB [2025-12-31T20:24:16.645505] [DEBUG] [LOCAL ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt [2025-12-31T20:24:16.645559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:16.645623] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:16.645654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:16.645713] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:16.704627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:16.705295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:16.705391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:16.705430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:16.829960] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:16.830125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:16.830167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:16.830198] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:16.833692] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=50.86%) [2025-12-31T20:24:16.833968] [INFO ] [FORECASTER] Completed predict_future for IBB [2025-12-31T20:24:16.834109] [INFO ] [sig ] IBB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:16.975824] [INFO ] [LOCAL ] Saved forecast: IBB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IBB.txt [2025-12-31T20:24:16.975943] [INFO ] [sig ] [1602/3534] Completed IBB in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:16.975984] [INFO ] [sig ] [1603/3534] Forecasting IBBQ... [2025-12-31T20:24:16.976014] [INFO ] [sig ] Generating forecast for: IBBQ [2025-12-31T20:24:16.976045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'. [2025-12-31T20:24:16.987282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'. [2025-12-31T20:24:16.987555] [INFO ] [FORECASTER] Starting predict_future for IBBQ [2025-12-31T20:24:16.988356] [DEBUG] [LOCAL ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt [2025-12-31T20:24:16.988422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:16.988455] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:16.988483] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:16.988542] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:17.049710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:17.050703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:17.050792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:17.050826] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:17.157557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:17.157736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:17.157778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:17.157826] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:17.161298] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=61.97%) [2025-12-31T20:24:17.161615] [INFO ] [FORECASTER] Completed predict_future for IBBQ [2025-12-31T20:24:17.161741] [INFO ] [sig ] IBBQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:17.300786] [INFO ] [LOCAL ] Saved forecast: IBBQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IBBQ.txt [2025-12-31T20:24:17.300923] [INFO ] [sig ] [1603/3534] Completed IBBQ in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:17.300961] [INFO ] [sig ] [1604/3534] Forecasting IBCP... [2025-12-31T20:24:17.300991] [INFO ] [sig ] Generating forecast for: IBCP [2025-12-31T20:24:17.301022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'. [2025-12-31T20:24:17.312668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBCP'. [2025-12-31T20:24:17.312947] [INFO ] [FORECASTER] Starting predict_future for IBCP [2025-12-31T20:24:17.313721] [DEBUG] [LOCAL ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt [2025-12-31T20:24:17.313772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:17.313803] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:17.313830] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:17.313886] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:17.371223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:17.372111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:17.372231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:17.372264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:17.487396] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:17.487560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:17.487620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:17.487650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:17.491046] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=27.67%) [2025-12-31T20:24:17.491329] [INFO ] [FORECASTER] Completed predict_future for IBCP [2025-12-31T20:24:17.491472] [INFO ] [sig ] IBCP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:17.629331] [INFO ] [LOCAL ] Saved forecast: IBCP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBCP.txt [2025-12-31T20:24:17.629451] [INFO ] [sig ] [1604/3534] Completed IBCP in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:17.629490] [INFO ] [sig ] [1605/3534] Forecasting IBEX... [2025-12-31T20:24:17.629520] [INFO ] [sig ] Generating forecast for: IBEX [2025-12-31T20:24:17.629551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'. [2025-12-31T20:24:17.641128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBEX'. [2025-12-31T20:24:17.641404] [INFO ] [FORECASTER] Starting predict_future for IBEX [2025-12-31T20:24:17.642193] [DEBUG] [LOCAL ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt [2025-12-31T20:24:17.642245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:17.642277] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:17.642303] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:17.642360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:17.699750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:17.700438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:17.700538] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:17.700588] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:17.821770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:17.821929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:17.821969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:17.821997] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:17.825427] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=5.75%) [2025-12-31T20:24:17.825802] [INFO ] [FORECASTER] Completed predict_future for IBEX [2025-12-31T20:24:17.825941] [INFO ] [sig ] IBEX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:17.966114] [INFO ] [LOCAL ] Saved forecast: IBEX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBEX.txt [2025-12-31T20:24:17.966242] [INFO ] [sig ] [1605/3534] Completed IBEX in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:17.966281] [INFO ] [sig ] [1606/3534] Forecasting IBM... [2025-12-31T20:24:17.966311] [INFO ] [sig ] Generating forecast for: IBM [2025-12-31T20:24:17.966341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-12-31T20:24:17.978036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBM'. [2025-12-31T20:24:17.978329] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-12-31T20:24:17.979112] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-12-31T20:24:17.979165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:17.979198] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:17.979225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:17.979307] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:18.037771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:18.038406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:18.038485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:18.038518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:18.162879] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:18.163030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:18.163069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:18.163099] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:18.166517] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=69.42%) [2025-12-31T20:24:18.166804] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-12-31T20:24:18.166926] [INFO ] [sig ] IBM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:18.306978] [INFO ] [LOCAL ] Saved forecast: IBM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IBM.txt [2025-12-31T20:24:18.307117] [INFO ] [sig ] [1606/3534] Completed IBM in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:18.307155] [INFO ] [sig ] [1607/3534] Forecasting IBN... [2025-12-31T20:24:18.307185] [INFO ] [sig ] Generating forecast for: IBN [2025-12-31T20:24:18.307216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-12-31T20:24:18.318723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBN'. [2025-12-31T20:24:18.318999] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-12-31T20:24:18.319832] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-12-31T20:24:18.319884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:18.319916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:18.319953] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:18.320012] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:18.377929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:18.378763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:18.378844] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:18.378876] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:18.498940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:18.499095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:18.499136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:18.499166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:18.502612] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=88.36%) [2025-12-31T20:24:18.502888] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-12-31T20:24:18.503010] [INFO ] [sig ] IBN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:18.641945] [INFO ] [LOCAL ] Saved forecast: IBN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IBN.txt [2025-12-31T20:24:18.642119] [INFO ] [sig ] [1607/3534] Completed IBN in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:18.642167] [INFO ] [sig ] [1608/3534] Forecasting IBOC... [2025-12-31T20:24:18.642198] [INFO ] [sig ] Generating forecast for: IBOC [2025-12-31T20:24:18.642229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'. [2025-12-31T20:24:18.653641] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBOC'. [2025-12-31T20:24:18.653995] [INFO ] [FORECASTER] Starting predict_future for IBOC [2025-12-31T20:24:18.654797] [DEBUG] [LOCAL ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt [2025-12-31T20:24:18.654851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:18.654884] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:18.654912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:18.654971] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:18.712124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:18.712819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:18.712896] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:18.712928] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:18.825180] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:18.825340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:18.825382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:18.825413] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:18.828835] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=25.69%) [2025-12-31T20:24:18.829113] [INFO ] [FORECASTER] Completed predict_future for IBOC [2025-12-31T20:24:18.829239] [INFO ] [sig ] IBOC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:18.973666] [INFO ] [LOCAL ] Saved forecast: IBOC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBOC.txt [2025-12-31T20:24:18.973814] [INFO ] [sig ] [1608/3534] Completed IBOC in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:18.973856] [INFO ] [sig ] [1609/3534] Forecasting IBP... [2025-12-31T20:24:18.973886] [INFO ] [sig ] Generating forecast for: IBP [2025-12-31T20:24:18.973919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-12-31T20:24:18.986188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBP'. [2025-12-31T20:24:18.986595] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-12-31T20:24:18.987405] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-12-31T20:24:18.987459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:18.987493] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:18.987521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:18.987597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:19.044758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:19.045713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:19.045798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:19.045831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:19.166981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:19.167141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:19.167180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:19.167210] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:19.170626] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=8.34%) [2025-12-31T20:24:19.170895] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-12-31T20:24:19.171015] [INFO ] [sig ] IBP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:19.310606] [INFO ] [LOCAL ] Saved forecast: IBP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBP.txt [2025-12-31T20:24:19.310764] [INFO ] [sig ] [1609/3534] Completed IBP in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.1m [2025-12-31T20:24:19.310802] [INFO ] [sig ] [1610/3534] Forecasting IBRX... [2025-12-31T20:24:19.310833] [INFO ] [sig ] Generating forecast for: IBRX [2025-12-31T20:24:19.310865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'. [2025-12-31T20:24:19.322147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBRX'. [2025-12-31T20:24:19.322480] [INFO ] [FORECASTER] Starting predict_future for IBRX [2025-12-31T20:24:19.323292] [DEBUG] [LOCAL ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt [2025-12-31T20:24:19.323346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:19.323380] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:19.323408] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:19.323467] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:19.379782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:19.380652] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:19.380733] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:19.380765] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:19.503449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:19.503626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:19.503670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:19.503700] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:19.507226] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=39.05%) [2025-12-31T20:24:19.507501] [INFO ] [FORECASTER] Completed predict_future for IBRX [2025-12-31T20:24:19.507649] [INFO ] [sig ] IBRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:19.648747] [INFO ] [LOCAL ] Saved forecast: IBRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBRX.txt [2025-12-31T20:24:19.648906] [INFO ] [sig ] [1610/3534] Completed IBRX in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.0m [2025-12-31T20:24:19.648947] [INFO ] [sig ] [1611/3534] Forecasting IBTG... [2025-12-31T20:24:19.648977] [INFO ] [sig ] Generating forecast for: IBTG [2025-12-31T20:24:19.649014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'. [2025-12-31T20:24:19.660797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTG'. [2025-12-31T20:24:19.661137] [INFO ] [FORECASTER] Starting predict_future for IBTG [2025-12-31T20:24:19.662148] [DEBUG] [LOCAL ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt [2025-12-31T20:24:19.662199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:19.662256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:19.662283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:19.662340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:19.721641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:19.722479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:19.722563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:19.722616] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:19.842203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:19.842356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:19.842396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:19.842424] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:19.845761] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=78.07%) [2025-12-31T20:24:19.846040] [INFO ] [FORECASTER] Completed predict_future for IBTG [2025-12-31T20:24:19.846164] [INFO ] [sig ] IBTG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:19.984395] [INFO ] [LOCAL ] Saved forecast: IBTG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IBTG.txt [2025-12-31T20:24:19.984526] [INFO ] [sig ] [1611/3534] Completed IBTG in 0.3s | 2.90 sym/s | Total: 9.2m | ETA: 11.0m [2025-12-31T20:24:19.984566] [INFO ] [sig ] [1612/3534] Forecasting IBTH... [2025-12-31T20:24:19.984616] [INFO ] [sig ] Generating forecast for: IBTH [2025-12-31T20:24:19.984646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'. [2025-12-31T20:24:19.995674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTH'. [2025-12-31T20:24:19.995977] [INFO ] [FORECASTER] Starting predict_future for IBTH [2025-12-31T20:24:19.996776] [DEBUG] [LOCAL ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt [2025-12-31T20:24:19.996827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:19.996860] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:19.996886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:19.996943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:20.053423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:20.054191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:20.054273] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:20.054306] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:20.177401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:20.177570] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:20.177651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:20.177698] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:20.181605] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: DOWN (p=26.49%) [2025-12-31T20:24:20.181891] [INFO ] [FORECASTER] Completed predict_future for IBTH [2025-12-31T20:24:20.182020] [INFO ] [sig ] IBTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:20.334622] [INFO ] [LOCAL ] Saved forecast: IBTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBTH.txt [2025-12-31T20:24:20.334770] [INFO ] [sig ] [1612/3534] Completed IBTH in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:20.334809] [INFO ] [sig ] [1613/3534] Forecasting IBTI... [2025-12-31T20:24:20.334839] [INFO ] [sig ] Generating forecast for: IBTI [2025-12-31T20:24:20.334869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'. [2025-12-31T20:24:20.346030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTI'. [2025-12-31T20:24:20.346340] [INFO ] [FORECASTER] Starting predict_future for IBTI [2025-12-31T20:24:20.347135] [DEBUG] [LOCAL ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt [2025-12-31T20:24:20.347187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:20.347218] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:20.347244] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:20.347300] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:20.406683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:20.407447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:20.407529] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:20.407563] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:20.528827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:20.528983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:20.529022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:20.529051] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:20.532439] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-12-31T20:24:20.532726] [INFO ] [FORECASTER] Completed predict_future for IBTI [2025-12-31T20:24:20.532849] [INFO ] [sig ] IBTI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:20.671623] [INFO ] [LOCAL ] Saved forecast: IBTI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBTI.txt [2025-12-31T20:24:20.671760] [INFO ] [sig ] [1613/3534] Completed IBTI in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:20.671802] [INFO ] [sig ] [1614/3534] Forecasting IBTJ... [2025-12-31T20:24:20.671830] [INFO ] [sig ] Generating forecast for: IBTJ [2025-12-31T20:24:20.671862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'. [2025-12-31T20:24:20.683243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'. [2025-12-31T20:24:20.683540] [INFO ] [FORECASTER] Starting predict_future for IBTJ [2025-12-31T20:24:20.684352] [DEBUG] [LOCAL ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt [2025-12-31T20:24:20.684405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:20.684439] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:20.684469] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:20.684528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:20.743412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:20.744173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:20.744274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:20.744307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:20.864701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:20.864852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:20.864892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:20.864964] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:20.868300] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=6.50%) [2025-12-31T20:24:20.868566] [INFO ] [FORECASTER] Completed predict_future for IBTJ [2025-12-31T20:24:20.868705] [INFO ] [sig ] IBTJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:21.011165] [INFO ] [LOCAL ] Saved forecast: IBTJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBTJ.txt [2025-12-31T20:24:21.011312] [INFO ] [sig ] [1614/3534] Completed IBTJ in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:21.011354] [INFO ] [sig ] [1615/3534] Forecasting IBTK... [2025-12-31T20:24:21.011383] [INFO ] [sig ] Generating forecast for: IBTK [2025-12-31T20:24:21.011419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'. [2025-12-31T20:24:21.022545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTK'. [2025-12-31T20:24:21.022890] [INFO ] [FORECASTER] Starting predict_future for IBTK [2025-12-31T20:24:21.023682] [DEBUG] [LOCAL ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt [2025-12-31T20:24:21.023734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:21.023766] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:21.023793] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:21.023851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:21.080181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:21.080883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:21.080960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:21.080992] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:21.200196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:21.200350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:21.200397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:21.200433] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:21.203836] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=0.66%) [2025-12-31T20:24:21.204108] [INFO ] [FORECASTER] Completed predict_future for IBTK [2025-12-31T20:24:21.204230] [INFO ] [sig ] IBTK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:21.344089] [INFO ] [LOCAL ] Saved forecast: IBTK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBTK.txt [2025-12-31T20:24:21.344221] [INFO ] [sig ] [1615/3534] Completed IBTK in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:21.344268] [INFO ] [sig ] [1616/3534] Forecasting IBTL... [2025-12-31T20:24:21.344300] [INFO ] [sig ] Generating forecast for: IBTL [2025-12-31T20:24:21.344329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'. [2025-12-31T20:24:21.355332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTL'. [2025-12-31T20:24:21.355635] [INFO ] [FORECASTER] Starting predict_future for IBTL [2025-12-31T20:24:21.356387] [DEBUG] [LOCAL ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt [2025-12-31T20:24:21.356438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:21.356470] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:21.356496] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:21.356553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:21.414172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:21.415054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:21.415140] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:21.415189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:21.537345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:21.537482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:21.537520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:21.537549] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:21.540847] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=72.89%) [2025-12-31T20:24:21.541116] [INFO ] [FORECASTER] Completed predict_future for IBTL [2025-12-31T20:24:21.541236] [INFO ] [sig ] IBTL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:21.685595] [INFO ] [LOCAL ] Saved forecast: IBTL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IBTL.txt [2025-12-31T20:24:21.685731] [INFO ] [sig ] [1616/3534] Completed IBTL in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:21.685772] [INFO ] [sig ] [1617/3534] Forecasting IBTM... [2025-12-31T20:24:21.685801] [INFO ] [sig ] Generating forecast for: IBTM [2025-12-31T20:24:21.685832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'. [2025-12-31T20:24:21.698345] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTM'. [2025-12-31T20:24:21.698804] [INFO ] [FORECASTER] Starting predict_future for IBTM [2025-12-31T20:24:21.699639] [DEBUG] [LOCAL ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt [2025-12-31T20:24:21.699691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:21.699722] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:21.699748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:21.699805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:21.758749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:21.759682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:21.759765] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:21.759796] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:21.879362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:21.879522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:21.879775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:21.879803] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:21.883170] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=81.81%) [2025-12-31T20:24:21.883440] [INFO ] [FORECASTER] Completed predict_future for IBTM [2025-12-31T20:24:21.883563] [INFO ] [sig ] IBTM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:22.030764] [INFO ] [LOCAL ] Saved forecast: IBTM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IBTM.txt [2025-12-31T20:24:22.030900] [INFO ] [sig ] [1617/3534] Completed IBTM in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:22.030940] [INFO ] [sig ] [1618/3534] Forecasting IBTO... [2025-12-31T20:24:22.030969] [INFO ] [sig ] Generating forecast for: IBTO [2025-12-31T20:24:22.031000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'. [2025-12-31T20:24:22.043259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IBTO'. [2025-12-31T20:24:22.043596] [INFO ] [FORECASTER] Starting predict_future for IBTO [2025-12-31T20:24:22.044395] [DEBUG] [LOCAL ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt [2025-12-31T20:24:22.044450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:22.044484] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:22.044512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:22.044607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:22.102906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:22.103770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:22.103859] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:22.103891] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:22.225266] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:22.225432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:22.225477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:22.225504] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:22.228949] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=1.34%) [2025-12-31T20:24:22.229241] [INFO ] [FORECASTER] Completed predict_future for IBTO [2025-12-31T20:24:22.229395] [INFO ] [sig ] IBTO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:22.367043] [INFO ] [LOCAL ] Saved forecast: IBTO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IBTO.txt [2025-12-31T20:24:22.367179] [INFO ] [sig ] [1618/3534] Completed IBTO in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:22.367219] [INFO ] [sig ] [1619/3534] Forecasting ICE... [2025-12-31T20:24:22.367249] [INFO ] [sig ] Generating forecast for: ICE [2025-12-31T20:24:22.367279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-12-31T20:24:22.378976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICE'. [2025-12-31T20:24:22.379282] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-12-31T20:24:22.380089] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-12-31T20:24:22.380141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:22.380172] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:22.380198] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:22.380254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:22.436221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:22.436972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:22.437051] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:22.437084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:22.567228] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:22.567399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:22.567449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:22.567484] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:22.570982] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=11.34%) [2025-12-31T20:24:22.571259] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-12-31T20:24:22.571384] [INFO ] [sig ] ICE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:22.715929] [INFO ] [LOCAL ] Saved forecast: ICE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ICE.txt [2025-12-31T20:24:22.716073] [INFO ] [sig ] [1619/3534] Completed ICE in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:22.716114] [INFO ] [sig ] [1620/3534] Forecasting ICFI... [2025-12-31T20:24:22.716143] [INFO ] [sig ] Generating forecast for: ICFI [2025-12-31T20:24:22.716173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'. [2025-12-31T20:24:22.729930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICFI'. [2025-12-31T20:24:22.730614] [INFO ] [FORECASTER] Starting predict_future for ICFI [2025-12-31T20:24:22.731687] [DEBUG] [LOCAL ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt [2025-12-31T20:24:22.731745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:22.731787] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:22.731817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:22.731879] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:22.791731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:22.792916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:22.793024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:22.793060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:22.917307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:22.917533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:22.917598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:22.917633] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:22.921538] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: DOWN (p=47.74%) [2025-12-31T20:24:22.921874] [INFO ] [FORECASTER] Completed predict_future for ICFI [2025-12-31T20:24:22.922016] [INFO ] [sig ] ICFI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:23.077518] [INFO ] [LOCAL ] Saved forecast: ICFI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ICFI.txt [2025-12-31T20:24:23.077787] [INFO ] [sig ] [1620/3534] Completed ICFI in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:23.078029] [INFO ] [sig ] [1621/3534] Forecasting ICL... [2025-12-31T20:24:23.078063] [INFO ] [sig ] Generating forecast for: ICL [2025-12-31T20:24:23.078099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-12-31T20:24:23.091978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICL'. [2025-12-31T20:24:23.092553] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-12-31T20:24:23.093539] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-12-31T20:24:23.093619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:23.093655] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:23.093684] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:23.093747] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:23.154760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:23.155985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:23.156141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:23.156178] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:23.287399] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:23.287657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:23.287706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:23.287738] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:23.292155] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=12.52%) [2025-12-31T20:24:23.292630] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-12-31T20:24:23.292796] [INFO ] [sig ] ICL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:23.450230] [INFO ] [LOCAL ] Saved forecast: ICL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ICL.txt [2025-12-31T20:24:23.450469] [INFO ] [sig ] [1621/3534] Completed ICL in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:23.450515] [INFO ] [sig ] [1622/3534] Forecasting ICLN... [2025-12-31T20:24:23.450546] [INFO ] [sig ] Generating forecast for: ICLN [2025-12-31T20:24:23.450597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'. [2025-12-31T20:24:23.465318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICLN'. [2025-12-31T20:24:23.465935] [INFO ] [FORECASTER] Starting predict_future for ICLN [2025-12-31T20:24:23.466957] [DEBUG] [LOCAL ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt [2025-12-31T20:24:23.467010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:23.467044] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:23.467071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:23.467129] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:23.527916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:23.529089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:23.529188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:23.529222] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:23.654837] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:23.655078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:23.655138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:23.655171] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:23.658986] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=9.12%) [2025-12-31T20:24:23.659318] [INFO ] [FORECASTER] Completed predict_future for ICLN [2025-12-31T20:24:23.659463] [INFO ] [sig ] ICLN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:23.805965] [INFO ] [LOCAL ] Saved forecast: ICLN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ICLN.txt [2025-12-31T20:24:23.806163] [INFO ] [sig ] [1622/3534] Completed ICLN in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:23.806207] [INFO ] [sig ] [1623/3534] Forecasting ICMB... [2025-12-31T20:24:23.806237] [INFO ] [sig ] Generating forecast for: ICMB [2025-12-31T20:24:23.806269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'. [2025-12-31T20:24:23.818969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICMB'. [2025-12-31T20:24:23.819455] [INFO ] [FORECASTER] Starting predict_future for ICMB [2025-12-31T20:24:23.820413] [DEBUG] [LOCAL ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt [2025-12-31T20:24:23.820466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:23.820500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:23.820526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:23.820612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:23.879395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:23.880481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:23.880597] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:23.880634] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:23.994363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:23.994598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:23.994644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:23.994679] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:23.998472] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=30.77%) [2025-12-31T20:24:23.998836] [INFO ] [FORECASTER] Completed predict_future for ICMB [2025-12-31T20:24:23.999004] [INFO ] [sig ] ICMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:24.145831] [INFO ] [LOCAL ] Saved forecast: ICMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ICMB.txt [2025-12-31T20:24:24.146059] [INFO ] [sig ] [1623/3534] Completed ICMB in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:24.146106] [INFO ] [sig ] [1624/3534] Forecasting ICOP... [2025-12-31T20:24:24.146139] [INFO ] [sig ] Generating forecast for: ICOP [2025-12-31T20:24:24.146172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'. [2025-12-31T20:24:24.159021] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICOP'. [2025-12-31T20:24:24.159641] [INFO ] [FORECASTER] Starting predict_future for ICOP [2025-12-31T20:24:24.160518] [DEBUG] [LOCAL ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt [2025-12-31T20:24:24.160589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:24.160627] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:24.160654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:24.160712] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:24.221505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:24.222977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:24.223079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:24.223113] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:24.342971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:24.343223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:24.343267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:24.343296] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:24.347373] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: DOWN (p=13.46%) [2025-12-31T20:24:24.347762] [INFO ] [FORECASTER] Completed predict_future for ICOP [2025-12-31T20:24:24.347916] [INFO ] [sig ] ICOP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:24.499902] [INFO ] [LOCAL ] Saved forecast: ICOP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ICOP.txt [2025-12-31T20:24:24.500173] [INFO ] [sig ] [1624/3534] Completed ICOP in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:24.500231] [INFO ] [sig ] [1625/3534] Forecasting ICUI... [2025-12-31T20:24:24.500265] [INFO ] [sig ] Generating forecast for: ICUI [2025-12-31T20:24:24.500297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'. [2025-12-31T20:24:24.513936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ICUI'. [2025-12-31T20:24:24.514405] [INFO ] [FORECASTER] Starting predict_future for ICUI [2025-12-31T20:24:24.515314] [DEBUG] [LOCAL ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt [2025-12-31T20:24:24.515370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:24.515404] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:24.515431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:24.515489] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:24.576053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:24.577191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:24.577286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:24.577319] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:24.704113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:24.704284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:24.704325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:24.704354] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:24.708947] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=23.94%) [2025-12-31T20:24:24.709324] [INFO ] [FORECASTER] Completed predict_future for ICUI [2025-12-31T20:24:24.709468] [INFO ] [sig ] ICUI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:24.872740] [INFO ] [LOCAL ] Saved forecast: ICUI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ICUI.txt [2025-12-31T20:24:24.872908] [INFO ] [sig ] [1625/3534] Completed ICUI in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:24.872950] [INFO ] [sig ] [1626/3534] Forecasting IDA... [2025-12-31T20:24:24.872981] [INFO ] [sig ] Generating forecast for: IDA [2025-12-31T20:24:24.873012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-12-31T20:24:24.885363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDA'. [2025-12-31T20:24:24.885765] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-12-31T20:24:24.886598] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-12-31T20:24:24.886651] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:24.886684] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:24.886710] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:24.886766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:24.951783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:24.952804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:24.952914] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:24.952958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:25.085521] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:25.085712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:25.085932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:25.085962] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:25.089981] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=59.24%) [2025-12-31T20:24:25.090332] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-12-31T20:24:25.090475] [INFO ] [sig ] IDA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:25.257763] [INFO ] [LOCAL ] Saved forecast: IDA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IDA.txt [2025-12-31T20:24:25.257934] [INFO ] [sig ] [1626/3534] Completed IDA in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 11.0m [2025-12-31T20:24:25.257974] [INFO ] [sig ] [1627/3534] Forecasting IDAI... [2025-12-31T20:24:25.258004] [INFO ] [sig ] Generating forecast for: IDAI [2025-12-31T20:24:25.258034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'. [2025-12-31T20:24:25.271018] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDAI'. [2025-12-31T20:24:25.271438] [INFO ] [FORECASTER] Starting predict_future for IDAI [2025-12-31T20:24:25.272291] [DEBUG] [LOCAL ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt [2025-12-31T20:24:25.272345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:25.272378] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:25.272404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:25.272461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:25.338593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:25.339495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:25.339607] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:25.339643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:25.461412] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:25.461604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:25.461649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:25.461681] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:25.465205] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=50.77%) [2025-12-31T20:24:25.465480] [INFO ] [FORECASTER] Completed predict_future for IDAI [2025-12-31T20:24:25.465624] [INFO ] [sig ] IDAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:25.611711] [INFO ] [LOCAL ] Saved forecast: IDAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IDAI.txt [2025-12-31T20:24:25.611855] [INFO ] [sig ] [1627/3534] Completed IDAI in 0.4s | 2.90 sym/s | Total: 9.3m | ETA: 10.9m [2025-12-31T20:24:25.611895] [INFO ] [sig ] [1628/3534] Forecasting IDCC... [2025-12-31T20:24:25.611924] [INFO ] [sig ] Generating forecast for: IDCC [2025-12-31T20:24:25.611955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'. [2025-12-31T20:24:25.623339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDCC'. [2025-12-31T20:24:25.623675] [INFO ] [FORECASTER] Starting predict_future for IDCC [2025-12-31T20:24:25.624425] [DEBUG] [LOCAL ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt [2025-12-31T20:24:25.624477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:25.624532] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:25.624561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:25.624641] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:25.683035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:25.683876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:25.683958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:25.683993] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:25.805509] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:25.805704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:25.805754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:25.805785] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:25.809347] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=69.98%) [2025-12-31T20:24:25.809662] [INFO ] [FORECASTER] Completed predict_future for IDCC [2025-12-31T20:24:25.809789] [INFO ] [sig ] IDCC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:25.949139] [INFO ] [LOCAL ] Saved forecast: IDCC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IDCC.txt [2025-12-31T20:24:25.949295] [INFO ] [sig ] [1628/3534] Completed IDCC in 0.3s | 2.90 sym/s | Total: 9.3m | ETA: 10.9m [2025-12-31T20:24:25.949337] [INFO ] [sig ] [1629/3534] Forecasting IDE... [2025-12-31T20:24:25.949370] [INFO ] [sig ] Generating forecast for: IDE [2025-12-31T20:24:25.949400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-12-31T20:24:25.960909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDE'. [2025-12-31T20:24:25.961203] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-12-31T20:24:25.961974] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-12-31T20:24:25.962026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:25.962057] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:25.962084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:25.962140] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:26.018722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:26.019550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:26.019654] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:26.019687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:26.136994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:26.137153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:26.137193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:26.137222] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:26.140570] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=61.77%) [2025-12-31T20:24:26.140864] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-12-31T20:24:26.140988] [INFO ] [sig ] IDE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:26.281733] [INFO ] [LOCAL ] Saved forecast: IDE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IDE.txt [2025-12-31T20:24:26.281883] [INFO ] [sig ] [1629/3534] Completed IDE in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:26.281924] [INFO ] [sig ] [1630/3534] Forecasting IDN... [2025-12-31T20:24:26.281954] [INFO ] [sig ] Generating forecast for: IDN [2025-12-31T20:24:26.281984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'. [2025-12-31T20:24:26.292930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDN'. [2025-12-31T20:24:26.293214] [INFO ] [FORECASTER] Starting predict_future for IDN [2025-12-31T20:24:26.293986] [DEBUG] [LOCAL ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt [2025-12-31T20:24:26.294037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:26.294070] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:26.294096] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:26.294153] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:26.350525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:26.351182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:26.351259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:26.351291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:26.470509] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:26.470710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:26.470755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:26.470785] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:26.474230] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=27.03%) [2025-12-31T20:24:26.474509] [INFO ] [FORECASTER] Completed predict_future for IDN [2025-12-31T20:24:26.474651] [INFO ] [sig ] IDN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:26.613986] [INFO ] [LOCAL ] Saved forecast: IDN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IDN.txt [2025-12-31T20:24:26.614148] [INFO ] [sig ] [1630/3534] Completed IDN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:26.614190] [INFO ] [sig ] [1631/3534] Forecasting IDXX... [2025-12-31T20:24:26.614219] [INFO ] [sig ] Generating forecast for: IDXX [2025-12-31T20:24:26.614249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'. [2025-12-31T20:24:26.625888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDXX'. [2025-12-31T20:24:26.626248] [INFO ] [FORECASTER] Starting predict_future for IDXX [2025-12-31T20:24:26.627031] [DEBUG] [LOCAL ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt [2025-12-31T20:24:26.627095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:26.627127] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:26.627154] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:26.627210] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:26.685223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:26.686087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:26.686169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:26.686201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:26.803353] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:26.803507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:26.803547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:26.803624] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:26.806964] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=29.46%) [2025-12-31T20:24:26.807236] [INFO ] [FORECASTER] Completed predict_future for IDXX [2025-12-31T20:24:26.807359] [INFO ] [sig ] IDXX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:26.948208] [INFO ] [LOCAL ] Saved forecast: IDXX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IDXX.txt [2025-12-31T20:24:26.948370] [INFO ] [sig ] [1631/3534] Completed IDXX in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:26.948411] [INFO ] [sig ] [1632/3534] Forecasting IDYA... [2025-12-31T20:24:26.948441] [INFO ] [sig ] Generating forecast for: IDYA [2025-12-31T20:24:26.948471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'. [2025-12-31T20:24:26.960432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IDYA'. [2025-12-31T20:24:26.960877] [INFO ] [FORECASTER] Starting predict_future for IDYA [2025-12-31T20:24:26.961777] [DEBUG] [LOCAL ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt [2025-12-31T20:24:26.961837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:26.961871] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:26.961899] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:26.961958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:27.020283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:27.021194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:27.021282] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:27.021316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:27.145407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:27.145589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:27.145633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:27.145662] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:27.149172] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=29.87%) [2025-12-31T20:24:27.149477] [INFO ] [FORECASTER] Completed predict_future for IDYA [2025-12-31T20:24:27.149652] [INFO ] [sig ] IDYA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:27.293699] [INFO ] [LOCAL ] Saved forecast: IDYA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IDYA.txt [2025-12-31T20:24:27.293860] [INFO ] [sig ] [1632/3534] Completed IDYA in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:27.293902] [INFO ] [sig ] [1633/3534] Forecasting IEF... [2025-12-31T20:24:27.293932] [INFO ] [sig ] Generating forecast for: IEF [2025-12-31T20:24:27.293962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'. [2025-12-31T20:24:27.305862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEF'. [2025-12-31T20:24:27.306208] [INFO ] [FORECASTER] Starting predict_future for IEF [2025-12-31T20:24:27.306999] [DEBUG] [LOCAL ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt [2025-12-31T20:24:27.307052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:27.307084] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:27.307111] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:27.307170] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:27.363323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:27.364053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:27.364134] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:27.364166] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:27.484774] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:27.484937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:27.484978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:27.485008] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:27.488408] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: DOWN (p=13.15%) [2025-12-31T20:24:27.488727] [INFO ] [FORECASTER] Completed predict_future for IEF [2025-12-31T20:24:27.488857] [INFO ] [sig ] IEF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:27.628684] [INFO ] [LOCAL ] Saved forecast: IEF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IEF.txt [2025-12-31T20:24:27.628838] [INFO ] [sig ] [1633/3534] Completed IEF in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:27.628880] [INFO ] [sig ] [1634/3534] Forecasting IEI... [2025-12-31T20:24:27.628910] [INFO ] [sig ] Generating forecast for: IEI [2025-12-31T20:24:27.628941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'. [2025-12-31T20:24:27.640868] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEI'. [2025-12-31T20:24:27.641222] [INFO ] [FORECASTER] Starting predict_future for IEI [2025-12-31T20:24:27.642046] [DEBUG] [LOCAL ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt [2025-12-31T20:24:27.642098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:27.642130] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:27.642156] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:27.642212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:27.698025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:27.698692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:27.698772] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:27.698805] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:27.818037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:27.818195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:27.818235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:27.818264] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:27.821712] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-12-31T20:24:27.821983] [INFO ] [FORECASTER] Completed predict_future for IEI [2025-12-31T20:24:27.822106] [INFO ] [sig ] IEI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:27.960695] [INFO ] [LOCAL ] Saved forecast: IEI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IEI.txt [2025-12-31T20:24:27.960843] [INFO ] [sig ] [1634/3534] Completed IEI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:27.960892] [INFO ] [sig ] [1635/3534] Forecasting IEP... [2025-12-31T20:24:27.960924] [INFO ] [sig ] Generating forecast for: IEP [2025-12-31T20:24:27.960956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'. [2025-12-31T20:24:27.975727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEP'. [2025-12-31T20:24:27.976205] [INFO ] [FORECASTER] Starting predict_future for IEP [2025-12-31T20:24:27.977067] [DEBUG] [LOCAL ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt [2025-12-31T20:24:27.977129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:27.977165] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:27.977194] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:27.977254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:28.035336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:28.036206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:28.036291] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:28.036324] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:28.158271] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:28.158428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:28.158468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:28.158496] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:28.162268] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=54.37%) [2025-12-31T20:24:28.162684] [INFO ] [FORECASTER] Completed predict_future for IEP [2025-12-31T20:24:28.162856] [INFO ] [sig ] IEP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:28.304188] [INFO ] [LOCAL ] Saved forecast: IEP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IEP.txt [2025-12-31T20:24:28.304336] [INFO ] [sig ] [1635/3534] Completed IEP in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:28.304375] [INFO ] [sig ] [1636/3534] Forecasting IESC... [2025-12-31T20:24:28.304405] [INFO ] [sig ] Generating forecast for: IESC [2025-12-31T20:24:28.304435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'. [2025-12-31T20:24:28.316228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IESC'. [2025-12-31T20:24:28.316544] [INFO ] [FORECASTER] Starting predict_future for IESC [2025-12-31T20:24:28.317345] [DEBUG] [LOCAL ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt [2025-12-31T20:24:28.317398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:28.317430] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:28.317456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:28.317513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:28.373995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:28.374906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:28.374994] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:28.375028] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:28.496516] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:28.496679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:28.496720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:28.496748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:28.500150] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=67.33%) [2025-12-31T20:24:28.500420] [INFO ] [FORECASTER] Completed predict_future for IESC [2025-12-31T20:24:28.500609] [INFO ] [sig ] IESC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:28.639882] [INFO ] [LOCAL ] Saved forecast: IESC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IESC.txt [2025-12-31T20:24:28.640005] [INFO ] [sig ] [1636/3534] Completed IESC in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:28.640044] [INFO ] [sig ] [1637/3534] Forecasting IEX... [2025-12-31T20:24:28.640074] [INFO ] [sig ] Generating forecast for: IEX [2025-12-31T20:24:28.640104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-12-31T20:24:28.651490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IEX'. [2025-12-31T20:24:28.651780] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-12-31T20:24:28.652536] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-12-31T20:24:28.652603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:28.652641] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:28.652669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:28.652725] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:28.709272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:28.709898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:28.709975] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:28.710006] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:28.830048] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:28.830198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:28.830238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:28.830268] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:28.833680] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=53.66%) [2025-12-31T20:24:28.833950] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-12-31T20:24:28.834071] [INFO ] [sig ] IEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:28.973900] [INFO ] [LOCAL ] Saved forecast: IEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IEX.txt [2025-12-31T20:24:28.974058] [INFO ] [sig ] [1637/3534] Completed IEX in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:28.974101] [INFO ] [sig ] [1638/3534] Forecasting IFF... [2025-12-31T20:24:28.974130] [INFO ] [sig ] Generating forecast for: IFF [2025-12-31T20:24:28.974162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-12-31T20:24:28.985672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFF'. [2025-12-31T20:24:28.985983] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-12-31T20:24:28.986759] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-12-31T20:24:28.986810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:28.986843] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:28.986871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:28.986929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:29.043406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:29.044147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:29.044257] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:29.044291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:29.166526] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:29.166678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:29.166735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:29.166768] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:29.170201] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=47.90%) [2025-12-31T20:24:29.170473] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-12-31T20:24:29.170618] [INFO ] [sig ] IFF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:29.310423] [INFO ] [LOCAL ] Saved forecast: IFF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IFF.txt [2025-12-31T20:24:29.310548] [INFO ] [sig ] [1638/3534] Completed IFF in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:29.310604] [INFO ] [sig ] [1639/3534] Forecasting IFN... [2025-12-31T20:24:29.310639] [INFO ] [sig ] Generating forecast for: IFN [2025-12-31T20:24:29.310672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-12-31T20:24:29.321785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFN'. [2025-12-31T20:24:29.322046] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-12-31T20:24:29.322819] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-12-31T20:24:29.322872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:29.322904] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:29.322931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:29.322989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:29.380945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:29.381620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:29.381701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:29.381735] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:29.498619] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:29.498787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:29.498828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:29.498857] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:29.502390] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=44.78%) [2025-12-31T20:24:29.502679] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-12-31T20:24:29.502814] [INFO ] [sig ] IFN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:29.642167] [INFO ] [LOCAL ] Saved forecast: IFN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IFN.txt [2025-12-31T20:24:29.642327] [INFO ] [sig ] [1639/3534] Completed IFN in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:29.642371] [INFO ] [sig ] [1640/3534] Forecasting IFS... [2025-12-31T20:24:29.642402] [INFO ] [sig ] Generating forecast for: IFS [2025-12-31T20:24:29.642434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-12-31T20:24:29.653852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IFS'. [2025-12-31T20:24:29.654143] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-12-31T20:24:29.654948] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-12-31T20:24:29.655002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:29.655034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:29.655062] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:29.655121] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:29.712912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:29.713642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:29.713732] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:29.713766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:29.831316] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:29.831495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:29.831548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:29.831607] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:29.836345] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=92.50%) [2025-12-31T20:24:29.836759] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-12-31T20:24:29.836933] [INFO ] [sig ] IFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:29.995110] [INFO ] [LOCAL ] Saved forecast: IFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IFS.txt [2025-12-31T20:24:29.995337] [INFO ] [sig ] [1640/3534] Completed IFS in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:29.995391] [INFO ] [sig ] [1641/3534] Forecasting IGA... [2025-12-31T20:24:29.995431] [INFO ] [sig ] Generating forecast for: IGA [2025-12-31T20:24:29.995470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-12-31T20:24:30.010294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGA'. [2025-12-31T20:24:30.010764] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-12-31T20:24:30.011727] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-12-31T20:24:30.011795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:30.011829] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:30.011857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:30.011917] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:30.069306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:30.070453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:30.070689] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:30.070724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:30.190908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:30.191070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:30.191110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:30.191138] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:30.194645] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=37.49%) [2025-12-31T20:24:30.194959] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-12-31T20:24:30.195092] [INFO ] [sig ] IGA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:30.337947] [INFO ] [LOCAL ] Saved forecast: IGA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IGA.txt [2025-12-31T20:24:30.338103] [INFO ] [sig ] [1641/3534] Completed IGA in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:30.338144] [INFO ] [sig ] [1642/3534] Forecasting IGD... [2025-12-31T20:24:30.338174] [INFO ] [sig ] Generating forecast for: IGD [2025-12-31T20:24:30.338204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-12-31T20:24:30.349991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGD'. [2025-12-31T20:24:30.350452] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-12-31T20:24:30.351417] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-12-31T20:24:30.351469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:30.351503] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:30.351546] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:30.351627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:30.407208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:30.407848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:30.407927] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:30.407958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:30.522078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:30.522189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:30.522224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:30.522252] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:30.525418] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=12.56%) [2025-12-31T20:24:30.525705] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-12-31T20:24:30.525827] [INFO ] [sig ] IGD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:30.663732] [INFO ] [LOCAL ] Saved forecast: IGD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IGD.txt [2025-12-31T20:24:30.663837] [INFO ] [sig ] [1642/3534] Completed IGD in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:30.663875] [INFO ] [sig ] [1643/3534] Forecasting IGF... [2025-12-31T20:24:30.663904] [INFO ] [sig ] Generating forecast for: IGF [2025-12-31T20:24:30.663934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'. [2025-12-31T20:24:30.675100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGF'. [2025-12-31T20:24:30.675350] [INFO ] [FORECASTER] Starting predict_future for IGF [2025-12-31T20:24:30.676121] [DEBUG] [LOCAL ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt [2025-12-31T20:24:30.676173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:30.676204] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:30.676230] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:30.676286] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:30.732457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:30.733070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:30.733145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:30.733177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:30.854088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:30.854217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:30.854253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:30.854281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:30.857440] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=66.79%) [2025-12-31T20:24:30.857717] [INFO ] [FORECASTER] Completed predict_future for IGF [2025-12-31T20:24:30.857838] [INFO ] [sig ] IGF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:30.996887] [INFO ] [LOCAL ] Saved forecast: IGF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IGF.txt [2025-12-31T20:24:30.997048] [INFO ] [sig ] [1643/3534] Completed IGF in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.9m [2025-12-31T20:24:30.997089] [INFO ] [sig ] [1644/3534] Forecasting IGI... [2025-12-31T20:24:30.997118] [INFO ] [sig ] Generating forecast for: IGI [2025-12-31T20:24:30.997149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-12-31T20:24:31.008748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGI'. [2025-12-31T20:24:31.009048] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-12-31T20:24:31.009860] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-12-31T20:24:31.009913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:31.009946] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:31.009974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:31.010032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:31.066256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:31.067182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:31.067265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:31.067297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:31.166729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:31.166885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:31.166923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:31.166953] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:31.170456] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=17.63%) [2025-12-31T20:24:31.170751] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-12-31T20:24:31.170872] [INFO ] [sig ] IGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:31.309357] [INFO ] [LOCAL ] Saved forecast: IGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IGI.txt [2025-12-31T20:24:31.309513] [INFO ] [sig ] [1644/3534] Completed IGI in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.8m [2025-12-31T20:24:31.309555] [INFO ] [sig ] [1645/3534] Forecasting IGIB... [2025-12-31T20:24:31.309603] [INFO ] [sig ] Generating forecast for: IGIB [2025-12-31T20:24:31.309636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'. [2025-12-31T20:24:31.321356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIB'. [2025-12-31T20:24:31.321687] [INFO ] [FORECASTER] Starting predict_future for IGIB [2025-12-31T20:24:31.322430] [DEBUG] [LOCAL ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt [2025-12-31T20:24:31.322482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:31.322537] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:31.322565] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:31.322643] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:31.378921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:31.379814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:31.379893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:31.379925] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:31.500370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:31.500528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:31.500566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:31.500616] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:31.504121] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=93.18%) [2025-12-31T20:24:31.504388] [INFO ] [FORECASTER] Completed predict_future for IGIB [2025-12-31T20:24:31.504509] [INFO ] [sig ] IGIB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:31.646726] [INFO ] [LOCAL ] Saved forecast: IGIB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IGIB.txt [2025-12-31T20:24:31.646880] [INFO ] [sig ] [1645/3534] Completed IGIB in 0.3s | 2.90 sym/s | Total: 9.4m | ETA: 10.8m [2025-12-31T20:24:31.646923] [INFO ] [sig ] [1646/3534] Forecasting IGIC... [2025-12-31T20:24:31.646952] [INFO ] [sig ] Generating forecast for: IGIC [2025-12-31T20:24:31.646989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'. [2025-12-31T20:24:31.664828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGIC'. [2025-12-31T20:24:31.665239] [INFO ] [FORECASTER] Starting predict_future for IGIC [2025-12-31T20:24:31.666189] [DEBUG] [LOCAL ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt [2025-12-31T20:24:31.666245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:31.666278] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:31.666311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:31.666401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:31.725853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:31.726637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:31.726722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:31.726757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:31.843993] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:31.844155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:31.844197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:31.844226] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:31.847552] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=17.41%) [2025-12-31T20:24:31.847848] [INFO ] [FORECASTER] Completed predict_future for IGIC [2025-12-31T20:24:31.847972] [INFO ] [sig ] IGIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:32.008916] [INFO ] [LOCAL ] Saved forecast: IGIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IGIC.txt [2025-12-31T20:24:32.009077] [INFO ] [sig ] [1646/3534] Completed IGIC in 0.4s | 2.90 sym/s | Total: 9.4m | ETA: 10.8m [2025-12-31T20:24:32.009118] [INFO ] [sig ] [1647/3534] Forecasting IGSB... [2025-12-31T20:24:32.009147] [INFO ] [sig ] Generating forecast for: IGSB [2025-12-31T20:24:32.009178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'. [2025-12-31T20:24:32.021674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IGSB'. [2025-12-31T20:24:32.022019] [INFO ] [FORECASTER] Starting predict_future for IGSB [2025-12-31T20:24:32.022797] [DEBUG] [LOCAL ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt [2025-12-31T20:24:32.022848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:32.022881] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:32.022909] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:32.022966] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:32.078748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:32.079666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:32.079771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:32.079803] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:32.196882] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:32.197037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:32.197078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:32.197107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:32.200414] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=98.25%) [2025-12-31T20:24:32.200699] [INFO ] [FORECASTER] Completed predict_future for IGSB [2025-12-31T20:24:32.200820] [INFO ] [sig ] IGSB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:32.337369] [INFO ] [LOCAL ] Saved forecast: IGSB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IGSB.txt [2025-12-31T20:24:32.337479] [INFO ] [sig ] [1647/3534] Completed IGSB in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:32.337518] [INFO ] [sig ] [1648/3534] Forecasting IHD... [2025-12-31T20:24:32.337547] [INFO ] [sig ] Generating forecast for: IHD [2025-12-31T20:24:32.337595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-12-31T20:24:32.348353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHD'. [2025-12-31T20:24:32.348629] [INFO ] [FORECASTER] Starting predict_future for IHD [2025-12-31T20:24:32.349414] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-12-31T20:24:32.349465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:32.349497] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:32.349524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:32.349603] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:32.406732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:32.407318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:32.407392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:32.407423] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:32.521130] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:32.521244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:32.521279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:32.521335] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:32.524506] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-12-31T20:24:32.524797] [INFO ] [FORECASTER] Completed predict_future for IHD [2025-12-31T20:24:32.524917] [INFO ] [sig ] IHD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:32.663683] [INFO ] [LOCAL ] Saved forecast: IHD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IHD.txt [2025-12-31T20:24:32.663789] [INFO ] [sig ] [1648/3534] Completed IHD in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:32.663828] [INFO ] [sig ] [1649/3534] Forecasting IHG... [2025-12-31T20:24:32.663857] [INFO ] [sig ] Generating forecast for: IHG [2025-12-31T20:24:32.663888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-12-31T20:24:32.675415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHG'. [2025-12-31T20:24:32.675688] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-12-31T20:24:32.676416] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-12-31T20:24:32.676467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:32.676499] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:32.676527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:32.676606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:32.733544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:32.734169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:32.734244] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:32.734275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:32.852717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:32.852824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:32.852860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:32.852888] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:32.856038] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=62.03%) [2025-12-31T20:24:32.856298] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-12-31T20:24:32.856416] [INFO ] [sig ] IHG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:32.994045] [INFO ] [LOCAL ] Saved forecast: IHG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IHG.txt [2025-12-31T20:24:32.994148] [INFO ] [sig ] [1649/3534] Completed IHG in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:32.994186] [INFO ] [sig ] [1650/3534] Forecasting IHS... [2025-12-31T20:24:32.994215] [INFO ] [sig ] Generating forecast for: IHS [2025-12-31T20:24:32.994245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-12-31T20:24:33.005649] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IHS'. [2025-12-31T20:24:33.005901] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-12-31T20:24:33.006652] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-12-31T20:24:33.006704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:33.006736] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:33.006763] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:33.006820] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:33.063729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:33.064334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:33.064410] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:33.064442] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:33.181035] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:33.181128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:33.181163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:33.181192] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:33.184265] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: DOWN (p=42.47%) [2025-12-31T20:24:33.184528] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-12-31T20:24:33.184666] [INFO ] [sig ] IHS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:33.324310] [INFO ] [LOCAL ] Saved forecast: IHS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IHS.txt [2025-12-31T20:24:33.324414] [INFO ] [sig ] [1650/3534] Completed IHS in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:33.324453] [INFO ] [sig ] [1651/3534] Forecasting IIF... [2025-12-31T20:24:33.324481] [INFO ] [sig ] Generating forecast for: IIF [2025-12-31T20:24:33.324512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-12-31T20:24:33.335484] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIF'. [2025-12-31T20:24:33.335752] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-12-31T20:24:33.336487] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-12-31T20:24:33.336539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:33.336600] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:33.336631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:33.336688] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:33.395484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:33.396111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:33.396188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:33.396220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:33.510041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:33.510161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:33.510197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:33.510225] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:33.513417] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=26.29%) [2025-12-31T20:24:33.513710] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-12-31T20:24:33.513828] [INFO ] [sig ] IIF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:33.651950] [INFO ] [LOCAL ] Saved forecast: IIF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IIF.txt [2025-12-31T20:24:33.652056] [INFO ] [sig ] [1651/3534] Completed IIF in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:33.652094] [INFO ] [sig ] [1652/3534] Forecasting III... [2025-12-31T20:24:33.652123] [INFO ] [sig ] Generating forecast for: III [2025-12-31T20:24:33.652154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'. [2025-12-31T20:24:33.663113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'III'. [2025-12-31T20:24:33.663369] [INFO ] [FORECASTER] Starting predict_future for III [2025-12-31T20:24:33.664131] [DEBUG] [LOCAL ] No optimal features file found for III: ./output/feature-sets/III.txt [2025-12-31T20:24:33.664182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:33.664214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:33.664241] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:33.664303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:33.720912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:33.721491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:33.721565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:33.721619] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:33.838022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:33.838131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:33.838167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:33.838196] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:33.841377] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=76.61%) [2025-12-31T20:24:33.841666] [INFO ] [FORECASTER] Completed predict_future for III [2025-12-31T20:24:33.841789] [INFO ] [sig ] III: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:33.980795] [INFO ] [LOCAL ] Saved forecast: III 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/III.txt [2025-12-31T20:24:33.980899] [INFO ] [sig ] [1652/3534] Completed III in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:33.980936] [INFO ] [sig ] [1653/3534] Forecasting IIIN... [2025-12-31T20:24:33.980967] [INFO ] [sig ] Generating forecast for: IIIN [2025-12-31T20:24:33.980997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-12-31T20:24:33.992057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIIN'. [2025-12-31T20:24:33.992312] [INFO ] [FORECASTER] Starting predict_future for IIIN [2025-12-31T20:24:33.993094] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-12-31T20:24:33.993147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:33.993178] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:33.993205] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:33.993262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:34.050670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:34.051238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:34.051311] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:34.051343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:34.169746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:34.169841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:34.169878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:34.169905] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:34.172972] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=5.12%) [2025-12-31T20:24:34.173236] [INFO ] [FORECASTER] Completed predict_future for IIIN [2025-12-31T20:24:34.173354] [INFO ] [sig ] IIIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:34.311664] [INFO ] [LOCAL ] Saved forecast: IIIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IIIN.txt [2025-12-31T20:24:34.311773] [INFO ] [sig ] [1653/3534] Completed IIIN in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:34.311832] [INFO ] [sig ] [1654/3534] Forecasting IIM... [2025-12-31T20:24:34.311862] [INFO ] [sig ] Generating forecast for: IIM [2025-12-31T20:24:34.311892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-12-31T20:24:34.323001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IIM'. [2025-12-31T20:24:34.323261] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-12-31T20:24:34.324027] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-12-31T20:24:34.324078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:34.324109] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:34.324135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:34.324191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:34.380659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:34.381246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:34.381322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:34.381353] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:34.496782] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:34.496886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:34.496922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:34.496949] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:34.500117] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=32.41%) [2025-12-31T20:24:34.500385] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-12-31T20:24:34.500503] [INFO ] [sig ] IIM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:34.639699] [INFO ] [LOCAL ] Saved forecast: IIM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IIM.txt [2025-12-31T20:24:34.639806] [INFO ] [sig ] [1654/3534] Completed IIM in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:34.639845] [INFO ] [sig ] [1655/3534] Forecasting ILMN... [2025-12-31T20:24:34.639873] [INFO ] [sig ] Generating forecast for: ILMN [2025-12-31T20:24:34.639903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'. [2025-12-31T20:24:34.650879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ILMN'. [2025-12-31T20:24:34.651140] [INFO ] [FORECASTER] Starting predict_future for ILMN [2025-12-31T20:24:34.651913] [DEBUG] [LOCAL ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt [2025-12-31T20:24:34.651973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:34.652006] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:34.652034] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:34.652091] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:34.708047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:34.708642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:34.708741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:34.708773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:34.829037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:34.829137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:34.829173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:34.829201] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:34.832306] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=95.03%) [2025-12-31T20:24:34.832569] [INFO ] [FORECASTER] Completed predict_future for ILMN [2025-12-31T20:24:34.832707] [INFO ] [sig ] ILMN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:34.975216] [INFO ] [LOCAL ] Saved forecast: ILMN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ILMN.txt [2025-12-31T20:24:34.975353] [INFO ] [sig ] [1655/3534] Completed ILMN in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:34.975408] [INFO ] [sig ] [1656/3534] Forecasting IMAX... [2025-12-31T20:24:34.975438] [INFO ] [sig ] Generating forecast for: IMAX [2025-12-31T20:24:34.975480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-12-31T20:24:34.986970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMAX'. [2025-12-31T20:24:34.987240] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-12-31T20:24:34.988019] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-12-31T20:24:34.988070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:34.988103] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:34.988129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:34.988186] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:35.044476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:35.045110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:35.045185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:35.045218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:35.159842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:35.159960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:35.159997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:35.160026] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:35.163254] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=34.62%) [2025-12-31T20:24:35.163521] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-12-31T20:24:35.163657] [INFO ] [sig ] IMAX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:35.302920] [INFO ] [LOCAL ] Saved forecast: IMAX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IMAX.txt [2025-12-31T20:24:35.303029] [INFO ] [sig ] [1656/3534] Completed IMAX in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:35.303068] [INFO ] [sig ] [1657/3534] Forecasting IMKTA... [2025-12-31T20:24:35.303097] [INFO ] [sig ] Generating forecast for: IMKTA [2025-12-31T20:24:35.303126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'. [2025-12-31T20:24:35.314365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'. [2025-12-31T20:24:35.314700] [INFO ] [FORECASTER] Starting predict_future for IMKTA [2025-12-31T20:24:35.315468] [DEBUG] [LOCAL ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt [2025-12-31T20:24:35.315524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:35.315556] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:35.315616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:35.315675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:35.371856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:35.372456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:35.372533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:35.372564] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:35.484973] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:35.485094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:35.485130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:35.485158] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:35.488333] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=35.85%) [2025-12-31T20:24:35.488617] [INFO ] [FORECASTER] Completed predict_future for IMKTA [2025-12-31T20:24:35.488740] [INFO ] [sig ] IMKTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:35.625650] [INFO ] [LOCAL ] Saved forecast: IMKTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IMKTA.txt [2025-12-31T20:24:35.625762] [INFO ] [sig ] [1657/3534] Completed IMKTA in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:35.625800] [INFO ] [sig ] [1658/3534] Forecasting IMMP... [2025-12-31T20:24:35.625829] [INFO ] [sig ] Generating forecast for: IMMP [2025-12-31T20:24:35.625859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'. [2025-12-31T20:24:35.637151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMP'. [2025-12-31T20:24:35.637419] [INFO ] [FORECASTER] Starting predict_future for IMMP [2025-12-31T20:24:35.638191] [DEBUG] [LOCAL ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt [2025-12-31T20:24:35.638243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:35.638274] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:35.638301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:35.638357] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:35.694154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:35.694766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:35.694843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:35.694875] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:35.811303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:35.811405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:35.811443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:35.811472] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:35.814610] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=98.37%) [2025-12-31T20:24:35.814877] [INFO ] [FORECASTER] Completed predict_future for IMMP [2025-12-31T20:24:35.814996] [INFO ] [sig ] IMMP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:35.952722] [INFO ] [LOCAL ] Saved forecast: IMMP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IMMP.txt [2025-12-31T20:24:35.952840] [INFO ] [sig ] [1658/3534] Completed IMMP in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:35.952885] [INFO ] [sig ] [1659/3534] Forecasting IMMX... [2025-12-31T20:24:35.952917] [INFO ] [sig ] Generating forecast for: IMMX [2025-12-31T20:24:35.952948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'. [2025-12-31T20:24:35.964056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMMX'. [2025-12-31T20:24:35.964321] [INFO ] [FORECASTER] Starting predict_future for IMMX [2025-12-31T20:24:35.965099] [DEBUG] [LOCAL ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt [2025-12-31T20:24:35.965152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:35.965184] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:35.965212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:35.965270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:36.022112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:36.022713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:36.022788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:36.022821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:36.139716] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:36.139826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:36.139861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:36.139889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:36.143014] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=95.67%) [2025-12-31T20:24:36.143281] [INFO ] [FORECASTER] Completed predict_future for IMMX [2025-12-31T20:24:36.143400] [INFO ] [sig ] IMMX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:36.281693] [INFO ] [LOCAL ] Saved forecast: IMMX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IMMX.txt [2025-12-31T20:24:36.281805] [INFO ] [sig ] [1659/3534] Completed IMMX in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:36.281843] [INFO ] [sig ] [1660/3534] Forecasting IMNM... [2025-12-31T20:24:36.281873] [INFO ] [sig ] Generating forecast for: IMNM [2025-12-31T20:24:36.281903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'. [2025-12-31T20:24:36.293017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNM'. [2025-12-31T20:24:36.293286] [INFO ] [FORECASTER] Starting predict_future for IMNM [2025-12-31T20:24:36.294063] [DEBUG] [LOCAL ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt [2025-12-31T20:24:36.294117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:36.294150] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:36.294177] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:36.294233] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:36.350374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:36.351028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:36.351103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:36.351134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:36.476148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:36.476283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:36.476323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:36.476351] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:36.479642] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=29.86%) [2025-12-31T20:24:36.479936] [INFO ] [FORECASTER] Completed predict_future for IMNM [2025-12-31T20:24:36.480054] [INFO ] [sig ] IMNM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:36.617659] [INFO ] [LOCAL ] Saved forecast: IMNM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IMNM.txt [2025-12-31T20:24:36.617775] [INFO ] [sig ] [1660/3534] Completed IMNM in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.8m [2025-12-31T20:24:36.617814] [INFO ] [sig ] [1661/3534] Forecasting IMNN... [2025-12-31T20:24:36.617844] [INFO ] [sig ] Generating forecast for: IMNN [2025-12-31T20:24:36.617873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'. [2025-12-31T20:24:36.628922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMNN'. [2025-12-31T20:24:36.629231] [INFO ] [FORECASTER] Starting predict_future for IMNN [2025-12-31T20:24:36.630046] [DEBUG] [LOCAL ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt [2025-12-31T20:24:36.630098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:36.630130] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:36.630157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:36.630214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:36.686492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:36.687112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:36.687187] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:36.687219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:36.802587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:36.802695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:36.802732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:36.802762] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:36.806117] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=92.33%) [2025-12-31T20:24:36.806429] [INFO ] [FORECASTER] Completed predict_future for IMNN [2025-12-31T20:24:36.806563] [INFO ] [sig ] IMNN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:36.946337] [INFO ] [LOCAL ] Saved forecast: IMNN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IMNN.txt [2025-12-31T20:24:36.946465] [INFO ] [sig ] [1661/3534] Completed IMNN in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.7m [2025-12-31T20:24:36.946505] [INFO ] [sig ] [1662/3534] Forecasting IMOS... [2025-12-31T20:24:36.946535] [INFO ] [sig ] Generating forecast for: IMOS [2025-12-31T20:24:36.946566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'. [2025-12-31T20:24:36.958140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMOS'. [2025-12-31T20:24:36.958410] [INFO ] [FORECASTER] Starting predict_future for IMOS [2025-12-31T20:24:36.959180] [DEBUG] [LOCAL ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt [2025-12-31T20:24:36.959282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:36.959318] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:36.959345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:36.959402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:37.015954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:37.016556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:37.016649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:37.016681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:37.135249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:37.135392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:37.135432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:37.135460] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:37.138704] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: DOWN (p=17.46%) [2025-12-31T20:24:37.138973] [INFO ] [FORECASTER] Completed predict_future for IMOS [2025-12-31T20:24:37.139092] [INFO ] [sig ] IMOS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:37.276718] [INFO ] [LOCAL ] Saved forecast: IMOS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IMOS.txt [2025-12-31T20:24:37.276845] [INFO ] [sig ] [1662/3534] Completed IMOS in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.7m [2025-12-31T20:24:37.276885] [INFO ] [sig ] [1663/3534] Forecasting IMPP... [2025-12-31T20:24:37.276913] [INFO ] [sig ] Generating forecast for: IMPP [2025-12-31T20:24:37.276942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'. [2025-12-31T20:24:37.289292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMPP'. [2025-12-31T20:24:37.289713] [INFO ] [FORECASTER] Starting predict_future for IMPP [2025-12-31T20:24:37.290502] [DEBUG] [LOCAL ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt [2025-12-31T20:24:37.290555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:37.290613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:37.290641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:37.290699] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:37.348695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:37.349527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:37.349631] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:37.349666] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:37.468216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:37.468382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:37.468422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:37.468458] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:37.471925] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: DOWN (p=20.38%) [2025-12-31T20:24:37.472199] [INFO ] [FORECASTER] Completed predict_future for IMPP [2025-12-31T20:24:37.472318] [INFO ] [sig ] IMPP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:37.610876] [INFO ] [LOCAL ] Saved forecast: IMPP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IMPP.txt [2025-12-31T20:24:37.611006] [INFO ] [sig ] [1663/3534] Completed IMPP in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.7m [2025-12-31T20:24:37.611045] [INFO ] [sig ] [1664/3534] Forecasting IMRX... [2025-12-31T20:24:37.611075] [INFO ] [sig ] Generating forecast for: IMRX [2025-12-31T20:24:37.611104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'. [2025-12-31T20:24:37.622729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMRX'. [2025-12-31T20:24:37.623011] [INFO ] [FORECASTER] Starting predict_future for IMRX [2025-12-31T20:24:37.623781] [DEBUG] [LOCAL ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt [2025-12-31T20:24:37.623833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:37.623865] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:37.623892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:37.623949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:37.680188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:37.680799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:37.680878] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:37.680909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:37.797225] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:37.797359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:37.797397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:37.797427] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:37.800833] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=16.79%) [2025-12-31T20:24:37.801104] [INFO ] [FORECASTER] Completed predict_future for IMRX [2025-12-31T20:24:37.801228] [INFO ] [sig ] IMRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:37.940522] [INFO ] [LOCAL ] Saved forecast: IMRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IMRX.txt [2025-12-31T20:24:37.940662] [INFO ] [sig ] [1664/3534] Completed IMRX in 0.3s | 2.90 sym/s | Total: 9.5m | ETA: 10.7m [2025-12-31T20:24:37.940703] [INFO ] [sig ] [1665/3534] Forecasting IMTX... [2025-12-31T20:24:37.940733] [INFO ] [sig ] Generating forecast for: IMTX [2025-12-31T20:24:37.940763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'. [2025-12-31T20:24:37.951923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMTX'. [2025-12-31T20:24:37.952188] [INFO ] [FORECASTER] Starting predict_future for IMTX [2025-12-31T20:24:37.952954] [DEBUG] [LOCAL ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt [2025-12-31T20:24:37.953005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:37.953036] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:37.953062] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:37.953118] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:38.011013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:38.011684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:38.011761] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:38.011794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:38.130638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:38.130779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:38.130849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:38.130880] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:38.134247] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-12-31T20:24:38.134520] [INFO ] [FORECASTER] Completed predict_future for IMTX [2025-12-31T20:24:38.134684] [INFO ] [sig ] IMTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:38.277664] [INFO ] [LOCAL ] Saved forecast: IMTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IMTX.txt [2025-12-31T20:24:38.277813] [INFO ] [sig ] [1665/3534] Completed IMTX in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:38.277862] [INFO ] [sig ] [1666/3534] Forecasting IMXI... [2025-12-31T20:24:38.277894] [INFO ] [sig ] Generating forecast for: IMXI [2025-12-31T20:24:38.277925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'. [2025-12-31T20:24:38.289616] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IMXI'. [2025-12-31T20:24:38.289906] [INFO ] [FORECASTER] Starting predict_future for IMXI [2025-12-31T20:24:38.290695] [DEBUG] [LOCAL ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt [2025-12-31T20:24:38.290748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:38.290793] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:38.290823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:38.290883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:38.348119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:38.348784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:38.348867] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:38.348901] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:38.469290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:38.469438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:38.469482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:38.469524] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:38.472821] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=68.07%) [2025-12-31T20:24:38.473083] [INFO ] [FORECASTER] Completed predict_future for IMXI [2025-12-31T20:24:38.473205] [INFO ] [sig ] IMXI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:38.611795] [INFO ] [LOCAL ] Saved forecast: IMXI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IMXI.txt [2025-12-31T20:24:38.611917] [INFO ] [sig ] [1666/3534] Completed IMXI in 0.3s | 2.90 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:38.611956] [INFO ] [sig ] [1667/3534] Forecasting INAB... [2025-12-31T20:24:38.611985] [INFO ] [sig ] Generating forecast for: INAB [2025-12-31T20:24:38.612016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'. [2025-12-31T20:24:38.622693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INAB'. [2025-12-31T20:24:38.622984] [INFO ] [FORECASTER] Starting predict_future for INAB [2025-12-31T20:24:38.623747] [DEBUG] [LOCAL ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt [2025-12-31T20:24:38.623798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:38.623832] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:38.623862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:38.623919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:38.680268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:38.680898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:38.680972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:38.681004] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:38.795276] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:38.795415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:38.795456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:38.795487] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:38.798844] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=75.08%) [2025-12-31T20:24:38.799115] [INFO ] [FORECASTER] Completed predict_future for INAB [2025-12-31T20:24:38.799240] [INFO ] [sig ] INAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:38.945528] [INFO ] [LOCAL ] Saved forecast: INAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INAB.txt [2025-12-31T20:24:38.945696] [INFO ] [sig ] [1667/3534] Completed INAB in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:38.945747] [INFO ] [sig ] [1668/3534] Forecasting INBK... [2025-12-31T20:24:38.945780] [INFO ] [sig ] Generating forecast for: INBK [2025-12-31T20:24:38.945811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'. [2025-12-31T20:24:38.956770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBK'. [2025-12-31T20:24:38.957055] [INFO ] [FORECASTER] Starting predict_future for INBK [2025-12-31T20:24:38.957827] [DEBUG] [LOCAL ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt [2025-12-31T20:24:38.957879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:38.957911] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:38.957937] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:38.957995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:39.014896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:39.015503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:39.015603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:39.015638] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:39.136847] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:39.137001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:39.137044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:39.137072] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:39.140405] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=57.44%) [2025-12-31T20:24:39.140694] [INFO ] [FORECASTER] Completed predict_future for INBK [2025-12-31T20:24:39.140817] [INFO ] [sig ] INBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:39.280156] [INFO ] [LOCAL ] Saved forecast: INBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INBK.txt [2025-12-31T20:24:39.280298] [INFO ] [sig ] [1668/3534] Completed INBK in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:39.280337] [INFO ] [sig ] [1669/3534] Forecasting INBX... [2025-12-31T20:24:39.280392] [INFO ] [sig ] Generating forecast for: INBX [2025-12-31T20:24:39.280424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'. [2025-12-31T20:24:39.291721] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INBX'. [2025-12-31T20:24:39.292009] [INFO ] [FORECASTER] Starting predict_future for INBX [2025-12-31T20:24:39.292772] [DEBUG] [LOCAL ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt [2025-12-31T20:24:39.292823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:39.292854] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:39.292881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:39.292938] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:39.349987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:39.350824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:39.350904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:39.350936] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:39.470864] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:39.471035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:39.471074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:39.471103] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:39.474404] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=85.23%) [2025-12-31T20:24:39.474701] [INFO ] [FORECASTER] Completed predict_future for INBX [2025-12-31T20:24:39.474827] [INFO ] [sig ] INBX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:39.613532] [INFO ] [LOCAL ] Saved forecast: INBX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INBX.txt [2025-12-31T20:24:39.613702] [INFO ] [sig ] [1669/3534] Completed INBX in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:39.613751] [INFO ] [sig ] [1670/3534] Forecasting INCY... [2025-12-31T20:24:39.613783] [INFO ] [sig ] Generating forecast for: INCY [2025-12-31T20:24:39.613813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'. [2025-12-31T20:24:39.625131] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INCY'. [2025-12-31T20:24:39.625425] [INFO ] [FORECASTER] Starting predict_future for INCY [2025-12-31T20:24:39.626192] [DEBUG] [LOCAL ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt [2025-12-31T20:24:39.626243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:39.626274] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:39.626301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:39.626357] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:39.683759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:39.684538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:39.684639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:39.684674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:39.808602] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:39.808762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:39.808802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:39.808832] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:39.812293] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=50.11%) [2025-12-31T20:24:39.812565] [INFO ] [FORECASTER] Completed predict_future for INCY [2025-12-31T20:24:39.812704] [INFO ] [sig ] INCY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:39.952169] [INFO ] [LOCAL ] Saved forecast: INCY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INCY.txt [2025-12-31T20:24:39.952305] [INFO ] [sig ] [1670/3534] Completed INCY in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:39.952345] [INFO ] [sig ] [1671/3534] Forecasting INDB... [2025-12-31T20:24:39.952376] [INFO ] [sig ] Generating forecast for: INDB [2025-12-31T20:24:39.952406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'. [2025-12-31T20:24:39.963958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDB'. [2025-12-31T20:24:39.964343] [INFO ] [FORECASTER] Starting predict_future for INDB [2025-12-31T20:24:39.965137] [DEBUG] [LOCAL ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt [2025-12-31T20:24:39.965189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:39.965221] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:39.965246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:39.965304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:40.021660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:40.022520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:40.022619] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:40.022654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:40.142295] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:40.142457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:40.142498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:40.142527] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:40.145985] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=67.99%) [2025-12-31T20:24:40.146323] [INFO ] [FORECASTER] Completed predict_future for INDB [2025-12-31T20:24:40.146479] [INFO ] [sig ] INDB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:40.288707] [INFO ] [LOCAL ] Saved forecast: INDB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INDB.txt [2025-12-31T20:24:40.288863] [INFO ] [sig ] [1671/3534] Completed INDB in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:40.288904] [INFO ] [sig ] [1672/3534] Forecasting INDI... [2025-12-31T20:24:40.288933] [INFO ] [sig ] Generating forecast for: INDI [2025-12-31T20:24:40.288964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'. [2025-12-31T20:24:40.300131] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDI'. [2025-12-31T20:24:40.300436] [INFO ] [FORECASTER] Starting predict_future for INDI [2025-12-31T20:24:40.301198] [DEBUG] [LOCAL ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt [2025-12-31T20:24:40.301250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:40.301281] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:40.301308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:40.301389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:40.358186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:40.359062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:40.359144] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:40.359177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:40.478816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:40.478974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:40.479014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:40.479043] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:40.482430] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=73.63%) [2025-12-31T20:24:40.482724] [INFO ] [FORECASTER] Completed predict_future for INDI [2025-12-31T20:24:40.482847] [INFO ] [sig ] INDI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:40.620732] [INFO ] [LOCAL ] Saved forecast: INDI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INDI.txt [2025-12-31T20:24:40.620887] [INFO ] [sig ] [1672/3534] Completed INDI in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:40.620929] [INFO ] [sig ] [1673/3534] Forecasting INDP... [2025-12-31T20:24:40.620957] [INFO ] [sig ] Generating forecast for: INDP [2025-12-31T20:24:40.620988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'. [2025-12-31T20:24:40.631891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDP'. [2025-12-31T20:24:40.632188] [INFO ] [FORECASTER] Starting predict_future for INDP [2025-12-31T20:24:40.632958] [DEBUG] [LOCAL ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt [2025-12-31T20:24:40.633010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:40.633042] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:40.633069] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:40.633126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:40.689199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:40.689979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:40.690062] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:40.690094] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:40.793422] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:40.793604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:40.793664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:40.793695] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:40.797189] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-12-31T20:24:40.797460] [INFO ] [FORECASTER] Completed predict_future for INDP [2025-12-31T20:24:40.797602] [INFO ] [sig ] INDP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:40.935495] [INFO ] [LOCAL ] Saved forecast: INDP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INDP.txt [2025-12-31T20:24:40.935642] [INFO ] [sig ] [1673/3534] Completed INDP in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:40.935685] [INFO ] [sig ] [1674/3534] Forecasting INDY... [2025-12-31T20:24:40.935715] [INFO ] [sig ] Generating forecast for: INDY [2025-12-31T20:24:40.935745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'. [2025-12-31T20:24:40.947436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INDY'. [2025-12-31T20:24:40.947725] [INFO ] [FORECASTER] Starting predict_future for INDY [2025-12-31T20:24:40.948471] [DEBUG] [LOCAL ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt [2025-12-31T20:24:40.948523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:40.948554] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:40.948603] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:40.948662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:41.005229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:41.006114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:41.006198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:41.006232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:41.124611] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:41.124774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:41.124815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:41.124844] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:41.128191] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-12-31T20:24:41.128454] [INFO ] [FORECASTER] Completed predict_future for INDY [2025-12-31T20:24:41.128589] [INFO ] [sig ] INDY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:41.270195] [INFO ] [LOCAL ] Saved forecast: INDY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INDY.txt [2025-12-31T20:24:41.270336] [INFO ] [sig ] [1674/3534] Completed INDY in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:41.270375] [INFO ] [sig ] [1675/3534] Forecasting INFY... [2025-12-31T20:24:41.270404] [INFO ] [sig ] Generating forecast for: INFY [2025-12-31T20:24:41.270434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-12-31T20:24:41.284849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INFY'. [2025-12-31T20:24:41.285336] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-12-31T20:24:41.286227] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-12-31T20:24:41.286279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:41.286311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:41.286338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:41.286395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:41.342797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:41.343696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:41.343783] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:41.343815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:41.461703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:41.461877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:41.461917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:41.461944] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:41.465330] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=64.40%) [2025-12-31T20:24:41.465649] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-12-31T20:24:41.465777] [INFO ] [sig ] INFY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:41.603503] [INFO ] [LOCAL ] Saved forecast: INFY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INFY.txt [2025-12-31T20:24:41.603667] [INFO ] [sig ] [1675/3534] Completed INFY in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:41.603711] [INFO ] [sig ] [1676/3534] Forecasting ING... [2025-12-31T20:24:41.603740] [INFO ] [sig ] Generating forecast for: ING [2025-12-31T20:24:41.603769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-12-31T20:24:41.615942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ING'. [2025-12-31T20:24:41.616235] [INFO ] [FORECASTER] Starting predict_future for ING [2025-12-31T20:24:41.617024] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-12-31T20:24:41.617075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:41.617105] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:41.617132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:41.617189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:41.673253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:41.673947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:41.674024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:41.674056] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:41.796363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:41.796531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:41.796588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:41.796621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:41.800265] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=87.12%) [2025-12-31T20:24:41.800539] [INFO ] [FORECASTER] Completed predict_future for ING [2025-12-31T20:24:41.800688] [INFO ] [sig ] ING: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:41.942048] [INFO ] [LOCAL ] Saved forecast: ING 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ING.txt [2025-12-31T20:24:41.942213] [INFO ] [sig ] [1676/3534] Completed ING in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:41.942254] [INFO ] [sig ] [1677/3534] Forecasting INGN... [2025-12-31T20:24:41.942283] [INFO ] [sig ] Generating forecast for: INGN [2025-12-31T20:24:41.942313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'. [2025-12-31T20:24:41.954747] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INGN'. [2025-12-31T20:24:41.955121] [INFO ] [FORECASTER] Starting predict_future for INGN [2025-12-31T20:24:41.955940] [DEBUG] [LOCAL ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt [2025-12-31T20:24:41.955994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:41.956050] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:41.956080] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:41.956137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:42.013461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:42.014313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:42.014395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:42.014427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:42.131203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:42.131364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:42.131404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:42.131431] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:42.134787] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=36.21%) [2025-12-31T20:24:42.135053] [INFO ] [FORECASTER] Completed predict_future for INGN [2025-12-31T20:24:42.135173] [INFO ] [sig ] INGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:42.274702] [INFO ] [LOCAL ] Saved forecast: INGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INGN.txt [2025-12-31T20:24:42.274870] [INFO ] [sig ] [1677/3534] Completed INGN in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.7m [2025-12-31T20:24:42.274913] [INFO ] [sig ] [1678/3534] Forecasting INM... [2025-12-31T20:24:42.274943] [INFO ] [sig ] Generating forecast for: INM [2025-12-31T20:24:42.274974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'. [2025-12-31T20:24:42.287151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INM'. [2025-12-31T20:24:42.287538] [INFO ] [FORECASTER] Starting predict_future for INM [2025-12-31T20:24:42.288356] [DEBUG] [LOCAL ] No optimal features file found for INM: ./output/feature-sets/INM.txt [2025-12-31T20:24:42.288408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:42.288439] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:42.288465] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:42.288523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:42.345101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:42.345976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:42.346061] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:42.346093] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:42.467642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:42.467810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:42.467850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:42.467878] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:42.471439] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: DOWN (p=49.38%) [2025-12-31T20:24:42.471776] [INFO ] [FORECASTER] Completed predict_future for INM [2025-12-31T20:24:42.471906] [INFO ] [sig ] INM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:42.612631] [INFO ] [LOCAL ] Saved forecast: INM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INM.txt [2025-12-31T20:24:42.612794] [INFO ] [sig ] [1678/3534] Completed INM in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.6m [2025-12-31T20:24:42.612835] [INFO ] [sig ] [1679/3534] Forecasting INMB... [2025-12-31T20:24:42.612866] [INFO ] [sig ] Generating forecast for: INMB [2025-12-31T20:24:42.612897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'. [2025-12-31T20:24:42.625320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMB'. [2025-12-31T20:24:42.625792] [INFO ] [FORECASTER] Starting predict_future for INMB [2025-12-31T20:24:42.626556] [DEBUG] [LOCAL ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt [2025-12-31T20:24:42.626630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:42.626663] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:42.626690] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:42.626749] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:42.684378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:42.685228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:42.685310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:42.685342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:42.807044] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:42.807209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:42.807249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:42.807278] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:42.810753] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=14.85%) [2025-12-31T20:24:42.811040] [INFO ] [FORECASTER] Completed predict_future for INMB [2025-12-31T20:24:42.811171] [INFO ] [sig ] INMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:42.951078] [INFO ] [LOCAL ] Saved forecast: INMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INMB.txt [2025-12-31T20:24:42.951240] [INFO ] [sig ] [1679/3534] Completed INMB in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.6m [2025-12-31T20:24:42.951282] [INFO ] [sig ] [1680/3534] Forecasting INMD... [2025-12-31T20:24:42.951312] [INFO ] [sig ] Generating forecast for: INMD [2025-12-31T20:24:42.951341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'. [2025-12-31T20:24:42.963648] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INMD'. [2025-12-31T20:24:42.963999] [INFO ] [FORECASTER] Starting predict_future for INMD [2025-12-31T20:24:42.964792] [DEBUG] [LOCAL ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt [2025-12-31T20:24:42.964845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:42.964876] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:42.964904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:42.964962] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:43.025347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:43.026259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:43.026350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:43.026384] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:43.148766] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:43.148928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:43.148971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:43.149001] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:43.152913] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: UP (p=50.54%) [2025-12-31T20:24:43.153233] [INFO ] [FORECASTER] Completed predict_future for INMD [2025-12-31T20:24:43.153371] [INFO ] [sig ] INMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:43.293661] [INFO ] [LOCAL ] Saved forecast: INMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INMD.txt [2025-12-31T20:24:43.293816] [INFO ] [sig ] [1680/3534] Completed INMD in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.6m [2025-12-31T20:24:43.293857] [INFO ] [sig ] [1681/3534] Forecasting INN... [2025-12-31T20:24:43.293896] [INFO ] [sig ] Generating forecast for: INN [2025-12-31T20:24:43.293929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-12-31T20:24:43.306677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INN'. [2025-12-31T20:24:43.307013] [INFO ] [FORECASTER] Starting predict_future for INN [2025-12-31T20:24:43.307833] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-12-31T20:24:43.307887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:43.307920] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:43.307949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:43.308014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:43.366995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:43.367824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:43.367907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:43.367941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:43.486901] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:43.487061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:43.487101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:43.487131] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:43.490599] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=85.85%) [2025-12-31T20:24:43.490876] [INFO ] [FORECASTER] Completed predict_future for INN [2025-12-31T20:24:43.491000] [INFO ] [sig ] INN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:43.634228] [INFO ] [LOCAL ] Saved forecast: INN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INN.txt [2025-12-31T20:24:43.634386] [INFO ] [sig ] [1681/3534] Completed INN in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.6m [2025-12-31T20:24:43.634426] [INFO ] [sig ] [1682/3534] Forecasting INO... [2025-12-31T20:24:43.634456] [INFO ] [sig ] Generating forecast for: INO [2025-12-31T20:24:43.634487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'. [2025-12-31T20:24:43.646267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INO'. [2025-12-31T20:24:43.646552] [INFO ] [FORECASTER] Starting predict_future for INO [2025-12-31T20:24:43.647312] [DEBUG] [LOCAL ] No optimal features file found for INO: ./output/feature-sets/INO.txt [2025-12-31T20:24:43.647363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:43.647395] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:43.647422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:43.647480] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:43.707818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:43.708703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:43.708788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:43.708821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:43.827431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:43.827623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:43.827673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:43.827705] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:43.831126] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-12-31T20:24:43.831405] [INFO ] [FORECASTER] Completed predict_future for INO [2025-12-31T20:24:43.831531] [INFO ] [sig ] INO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:43.973182] [INFO ] [LOCAL ] Saved forecast: INO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INO.txt [2025-12-31T20:24:43.973333] [INFO ] [sig ] [1682/3534] Completed INO in 0.3s | 2.91 sym/s | Total: 9.6m | ETA: 10.6m [2025-12-31T20:24:43.973380] [INFO ] [sig ] [1683/3534] Forecasting INOD... [2025-12-31T20:24:43.973429] [INFO ] [sig ] Generating forecast for: INOD [2025-12-31T20:24:43.973477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'. [2025-12-31T20:24:43.986000] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INOD'. [2025-12-31T20:24:43.986392] [INFO ] [FORECASTER] Starting predict_future for INOD [2025-12-31T20:24:43.987204] [DEBUG] [LOCAL ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt [2025-12-31T20:24:43.987258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:43.987292] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:43.987320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:43.987380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:44.047031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:44.047909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:44.047993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:44.048027] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:44.168647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:44.168800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:44.168842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:44.168871] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:44.172220] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=80.43%) [2025-12-31T20:24:44.172487] [INFO ] [FORECASTER] Completed predict_future for INOD [2025-12-31T20:24:44.172625] [INFO ] [sig ] INOD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:44.314507] [INFO ] [LOCAL ] Saved forecast: INOD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INOD.txt [2025-12-31T20:24:44.314676] [INFO ] [sig ] [1683/3534] Completed INOD in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:44.314721] [INFO ] [sig ] [1684/3534] Forecasting INSE... [2025-12-31T20:24:44.314758] [INFO ] [sig ] Generating forecast for: INSE [2025-12-31T20:24:44.314788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'. [2025-12-31T20:24:44.326826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSE'. [2025-12-31T20:24:44.327146] [INFO ] [FORECASTER] Starting predict_future for INSE [2025-12-31T20:24:44.327939] [DEBUG] [LOCAL ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt [2025-12-31T20:24:44.327992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:44.328026] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:44.328054] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:44.328113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:44.389612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:44.390463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:44.390548] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:44.390608] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:44.512742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:44.512906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:44.512947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:44.512997] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:44.516412] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=65.22%) [2025-12-31T20:24:44.516708] [INFO ] [FORECASTER] Completed predict_future for INSE [2025-12-31T20:24:44.516835] [INFO ] [sig ] INSE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:44.660561] [INFO ] [LOCAL ] Saved forecast: INSE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INSE.txt [2025-12-31T20:24:44.660725] [INFO ] [sig ] [1684/3534] Completed INSE in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:44.660767] [INFO ] [sig ] [1685/3534] Forecasting INSG... [2025-12-31T20:24:44.660795] [INFO ] [sig ] Generating forecast for: INSG [2025-12-31T20:24:44.660825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'. [2025-12-31T20:24:44.673227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSG'. [2025-12-31T20:24:44.673554] [INFO ] [FORECASTER] Starting predict_future for INSG [2025-12-31T20:24:44.674376] [DEBUG] [LOCAL ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt [2025-12-31T20:24:44.674430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:44.674466] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:44.674495] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:44.674555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:44.734102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:44.734981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:44.735065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:44.735099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:44.852789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:44.852950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:44.852994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:44.853023] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:44.856466] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=66.06%) [2025-12-31T20:24:44.856752] [INFO ] [FORECASTER] Completed predict_future for INSG [2025-12-31T20:24:44.856875] [INFO ] [sig ] INSG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:44.997559] [INFO ] [LOCAL ] Saved forecast: INSG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INSG.txt [2025-12-31T20:24:44.997724] [INFO ] [sig ] [1685/3534] Completed INSG in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:44.997794] [INFO ] [sig ] [1686/3534] Forecasting INSM... [2025-12-31T20:24:44.997826] [INFO ] [sig ] Generating forecast for: INSM [2025-12-31T20:24:44.997860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'. [2025-12-31T20:24:45.010380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSM'. [2025-12-31T20:24:45.010736] [INFO ] [FORECASTER] Starting predict_future for INSM [2025-12-31T20:24:45.011508] [DEBUG] [LOCAL ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt [2025-12-31T20:24:45.011562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:45.011618] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:45.011649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:45.011709] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:45.075078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:45.076046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:45.076147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:45.076210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:45.190185] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:45.190345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:45.190389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:45.190421] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:45.193900] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=39.75%) [2025-12-31T20:24:45.194178] [INFO ] [FORECASTER] Completed predict_future for INSM [2025-12-31T20:24:45.194302] [INFO ] [sig ] INSM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:45.333392] [INFO ] [LOCAL ] Saved forecast: INSM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INSM.txt [2025-12-31T20:24:45.333526] [INFO ] [sig ] [1686/3534] Completed INSM in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:45.333565] [INFO ] [sig ] [1687/3534] Forecasting INSP... [2025-12-31T20:24:45.333621] [INFO ] [sig ] Generating forecast for: INSP [2025-12-31T20:24:45.333651] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-12-31T20:24:45.345866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INSP'. [2025-12-31T20:24:45.346165] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-12-31T20:24:45.346945] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-12-31T20:24:45.347002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:45.347034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:45.347061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:45.347124] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:45.404002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:45.404739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:45.404816] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:45.404848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:45.524765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:45.524940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:45.524995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:45.525028] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:45.528363] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=17.92%) [2025-12-31T20:24:45.528651] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-12-31T20:24:45.528772] [INFO ] [sig ] INSP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:45.670180] [INFO ] [LOCAL ] Saved forecast: INSP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INSP.txt [2025-12-31T20:24:45.670332] [INFO ] [sig ] [1687/3534] Completed INSP in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:45.670374] [INFO ] [sig ] [1688/3534] Forecasting INTA... [2025-12-31T20:24:45.670408] [INFO ] [sig ] Generating forecast for: INTA [2025-12-31T20:24:45.670440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'. [2025-12-31T20:24:45.682456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTA'. [2025-12-31T20:24:45.682766] [INFO ] [FORECASTER] Starting predict_future for INTA [2025-12-31T20:24:45.683526] [DEBUG] [LOCAL ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt [2025-12-31T20:24:45.683597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:45.683631] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:45.683670] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:45.683736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:45.741219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:45.742025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:45.742104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:45.742136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:45.866590] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:45.866750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:45.866792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:45.866822] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:45.870249] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=87.69%) [2025-12-31T20:24:45.870525] [INFO ] [FORECASTER] Completed predict_future for INTA [2025-12-31T20:24:45.870678] [INFO ] [sig ] INTA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:46.016904] [INFO ] [LOCAL ] Saved forecast: INTA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INTA.txt [2025-12-31T20:24:46.017087] [INFO ] [sig ] [1688/3534] Completed INTA in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:46.017130] [INFO ] [sig ] [1689/3534] Forecasting INTC... [2025-12-31T20:24:46.017158] [INFO ] [sig ] Generating forecast for: INTC [2025-12-31T20:24:46.017188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'. [2025-12-31T20:24:46.029375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTC'. [2025-12-31T20:24:46.029738] [INFO ] [FORECASTER] Starting predict_future for INTC [2025-12-31T20:24:46.030612] [DEBUG] [LOCAL ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt [2025-12-31T20:24:46.030673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:46.030716] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:46.030785] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:46.030865] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:46.087736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:46.088617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:46.088701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:46.088733] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:46.209305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:46.209472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:46.209513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:46.209541] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:46.213094] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=4.50%) [2025-12-31T20:24:46.213382] [INFO ] [FORECASTER] Completed predict_future for INTC [2025-12-31T20:24:46.213513] [INFO ] [sig ] INTC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:46.356861] [INFO ] [LOCAL ] Saved forecast: INTC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INTC.txt [2025-12-31T20:24:46.357027] [INFO ] [sig ] [1689/3534] Completed INTC in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:46.357068] [INFO ] [sig ] [1690/3534] Forecasting INTZ... [2025-12-31T20:24:46.357097] [INFO ] [sig ] Generating forecast for: INTZ [2025-12-31T20:24:46.357128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'. [2025-12-31T20:24:46.369265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INTZ'. [2025-12-31T20:24:46.369565] [INFO ] [FORECASTER] Starting predict_future for INTZ [2025-12-31T20:24:46.370384] [DEBUG] [LOCAL ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt [2025-12-31T20:24:46.370436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:46.370468] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:46.370494] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:46.370552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:46.427305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:46.428042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:46.428123] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:46.428346] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:46.551287] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:46.551447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:46.551490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:46.551522] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:46.554938] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=58.57%) [2025-12-31T20:24:46.555216] [INFO ] [FORECASTER] Completed predict_future for INTZ [2025-12-31T20:24:46.555341] [INFO ] [sig ] INTZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:46.694098] [INFO ] [LOCAL ] Saved forecast: INTZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INTZ.txt [2025-12-31T20:24:46.694219] [INFO ] [sig ] [1690/3534] Completed INTZ in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:46.694258] [INFO ] [sig ] [1691/3534] Forecasting INVA... [2025-12-31T20:24:46.694287] [INFO ] [sig ] Generating forecast for: INVA [2025-12-31T20:24:46.694315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'. [2025-12-31T20:24:46.706435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVA'. [2025-12-31T20:24:46.706710] [INFO ] [FORECASTER] Starting predict_future for INVA [2025-12-31T20:24:46.707470] [DEBUG] [LOCAL ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt [2025-12-31T20:24:46.707521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:46.707552] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:46.707599] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:46.707659] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:46.764593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:46.765240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:46.765325] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:46.765359] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:46.883828] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:46.883965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:46.884004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:46.884033] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:46.887310] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: UP (p=64.74%) [2025-12-31T20:24:46.887596] [INFO ] [FORECASTER] Completed predict_future for INVA [2025-12-31T20:24:46.887720] [INFO ] [sig ] INVA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:47.027352] [INFO ] [LOCAL ] Saved forecast: INVA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INVA.txt [2025-12-31T20:24:47.027475] [INFO ] [sig ] [1691/3534] Completed INVA in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:47.027514] [INFO ] [sig ] [1692/3534] Forecasting INVE... [2025-12-31T20:24:47.027544] [INFO ] [sig ] Generating forecast for: INVE [2025-12-31T20:24:47.027599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'. [2025-12-31T20:24:47.039042] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVE'. [2025-12-31T20:24:47.039352] [INFO ] [FORECASTER] Starting predict_future for INVE [2025-12-31T20:24:47.040183] [DEBUG] [LOCAL ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt [2025-12-31T20:24:47.040236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:47.040269] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:47.040296] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:47.040355] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:47.098178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:47.098779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:47.098855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:47.098888] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:47.214762] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:47.214904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:47.214940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:47.214969] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:47.218343] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-12-31T20:24:47.218630] [INFO ] [FORECASTER] Completed predict_future for INVE [2025-12-31T20:24:47.218750] [INFO ] [sig ] INVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:47.360779] [INFO ] [LOCAL ] Saved forecast: INVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/INVE.txt [2025-12-31T20:24:47.360930] [INFO ] [sig ] [1692/3534] Completed INVE in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:47.360976] [INFO ] [sig ] [1693/3534] Forecasting INVH... [2025-12-31T20:24:47.361007] [INFO ] [sig ] Generating forecast for: INVH [2025-12-31T20:24:47.361039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-12-31T20:24:47.373206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'INVH'. [2025-12-31T20:24:47.373521] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-12-31T20:24:47.374330] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-12-31T20:24:47.374382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:47.374414] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:47.374441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:47.374499] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:47.432191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:47.433130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:47.433239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:47.433277] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:47.553616] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:47.553788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:47.553829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:47.553857] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:47.558106] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=42.65%) [2025-12-31T20:24:47.558626] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-12-31T20:24:47.558766] [INFO ] [sig ] INVH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:47.701989] [INFO ] [LOCAL ] Saved forecast: INVH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/INVH.txt [2025-12-31T20:24:47.702326] [INFO ] [sig ] [1693/3534] Completed INVH in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:47.702366] [INFO ] [sig ] [1694/3534] Forecasting IONS... [2025-12-31T20:24:47.702395] [INFO ] [sig ] Generating forecast for: IONS [2025-12-31T20:24:47.702444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'. [2025-12-31T20:24:47.715409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IONS'. [2025-12-31T20:24:47.715696] [INFO ] [FORECASTER] Starting predict_future for IONS [2025-12-31T20:24:47.716439] [DEBUG] [LOCAL ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt [2025-12-31T20:24:47.716491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:47.716522] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:47.716549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:47.716626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:47.774331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:47.775009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:47.775086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:47.775118] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:47.901112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:47.901334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:47.901385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:47.901415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:47.905312] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: DOWN (p=47.32%) [2025-12-31T20:24:47.905653] [INFO ] [FORECASTER] Completed predict_future for IONS [2025-12-31T20:24:47.905792] [INFO ] [sig ] IONS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:48.046391] [INFO ] [LOCAL ] Saved forecast: IONS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IONS.txt [2025-12-31T20:24:48.046551] [INFO ] [sig ] [1694/3534] Completed IONS in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.6m [2025-12-31T20:24:48.046614] [INFO ] [sig ] [1695/3534] Forecasting IOSP... [2025-12-31T20:24:48.046648] [INFO ] [sig ] Generating forecast for: IOSP [2025-12-31T20:24:48.046687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'. [2025-12-31T20:24:48.061055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IOSP'. [2025-12-31T20:24:48.061674] [INFO ] [FORECASTER] Starting predict_future for IOSP [2025-12-31T20:24:48.062741] [DEBUG] [LOCAL ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt [2025-12-31T20:24:48.062795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:48.062829] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:48.062857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:48.062927] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:48.125228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:48.126188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:48.126462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:48.126497] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:48.246871] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:48.247055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:48.247098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:48.247130] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:48.250890] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: DOWN (p=3.25%) [2025-12-31T20:24:48.251376] [INFO ] [FORECASTER] Completed predict_future for IOSP [2025-12-31T20:24:48.251511] [INFO ] [sig ] IOSP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:48.395686] [INFO ] [LOCAL ] Saved forecast: IOSP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IOSP.txt [2025-12-31T20:24:48.395852] [INFO ] [sig ] [1695/3534] Completed IOSP in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.5m [2025-12-31T20:24:48.395895] [INFO ] [sig ] [1696/3534] Forecasting IOVA... [2025-12-31T20:24:48.395924] [INFO ] [sig ] Generating forecast for: IOVA [2025-12-31T20:24:48.395953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'. [2025-12-31T20:24:48.407872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IOVA'. [2025-12-31T20:24:48.408273] [INFO ] [FORECASTER] Starting predict_future for IOVA [2025-12-31T20:24:48.409063] [DEBUG] [LOCAL ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt [2025-12-31T20:24:48.409114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:48.409146] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:48.409173] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:48.409230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:48.465852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:48.466728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:48.466809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:48.466843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:48.592147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:48.592355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:48.592412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:48.592445] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:48.596608] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=65.42%) [2025-12-31T20:24:48.596990] [INFO ] [FORECASTER] Completed predict_future for IOVA [2025-12-31T20:24:48.597145] [INFO ] [sig ] IOVA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:48.738442] [INFO ] [LOCAL ] Saved forecast: IOVA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IOVA.txt [2025-12-31T20:24:48.738602] [INFO ] [sig ] [1696/3534] Completed IOVA in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.5m [2025-12-31T20:24:48.738649] [INFO ] [sig ] [1697/3534] Forecasting IPGP... [2025-12-31T20:24:48.738680] [INFO ] [sig ] Generating forecast for: IPGP [2025-12-31T20:24:48.738713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'. [2025-12-31T20:24:48.751133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPGP'. [2025-12-31T20:24:48.751427] [INFO ] [FORECASTER] Starting predict_future for IPGP [2025-12-31T20:24:48.752266] [DEBUG] [LOCAL ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt [2025-12-31T20:24:48.752319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:48.752350] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:48.752377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:48.752433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:48.808730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:48.809544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:48.809658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:48.809694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:48.928715] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:48.928869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:48.928909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:48.928938] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:48.932260] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=11.88%) [2025-12-31T20:24:48.932527] [INFO ] [FORECASTER] Completed predict_future for IPGP [2025-12-31T20:24:48.932674] [INFO ] [sig ] IPGP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:49.071117] [INFO ] [LOCAL ] Saved forecast: IPGP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IPGP.txt [2025-12-31T20:24:49.071300] [INFO ] [sig ] [1697/3534] Completed IPGP in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.5m [2025-12-31T20:24:49.071341] [INFO ] [sig ] [1698/3534] Forecasting IPI... [2025-12-31T20:24:49.071372] [INFO ] [sig ] Generating forecast for: IPI [2025-12-31T20:24:49.071402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-12-31T20:24:49.083845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IPI'. [2025-12-31T20:24:49.084254] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-12-31T20:24:49.085034] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-12-31T20:24:49.085097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:49.085136] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:49.085167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:49.085231] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:49.142285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:49.143151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:49.143234] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:49.143266] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:49.263413] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:49.263671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:49.263727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:49.263760] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:49.267402] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=9.02%) [2025-12-31T20:24:49.267705] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-12-31T20:24:49.267842] [INFO ] [sig ] IPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:49.410524] [INFO ] [LOCAL ] Saved forecast: IPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IPI.txt [2025-12-31T20:24:49.410679] [INFO ] [sig ] [1698/3534] Completed IPI in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.5m [2025-12-31T20:24:49.410727] [INFO ] [sig ] [1699/3534] Forecasting IQ... [2025-12-31T20:24:49.410757] [INFO ] [sig ] Generating forecast for: IQ [2025-12-31T20:24:49.410788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'. [2025-12-31T20:24:49.424988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQ'. [2025-12-31T20:24:49.425461] [INFO ] [FORECASTER] Starting predict_future for IQ [2025-12-31T20:24:49.426430] [DEBUG] [LOCAL ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt [2025-12-31T20:24:49.426486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:49.426520] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:49.426548] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:49.426645] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:49.485863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:49.486873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:49.487040] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:49.487090] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:49.611152] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:49.611401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:49.611451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:49.611482] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:49.615367] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: DOWN (p=24.93%) [2025-12-31T20:24:49.615710] [INFO ] [FORECASTER] Completed predict_future for IQ [2025-12-31T20:24:49.615846] [INFO ] [sig ] IQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:49.759147] [INFO ] [LOCAL ] Saved forecast: IQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IQ.txt [2025-12-31T20:24:49.759386] [INFO ] [sig ] [1699/3534] Completed IQ in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.5m [2025-12-31T20:24:49.759435] [INFO ] [sig ] [1700/3534] Forecasting IQI... [2025-12-31T20:24:49.759468] [INFO ] [sig ] Generating forecast for: IQI [2025-12-31T20:24:49.759503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-12-31T20:24:49.772348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQI'. [2025-12-31T20:24:49.772713] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-12-31T20:24:49.773527] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-12-31T20:24:49.773598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:49.773634] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:49.773662] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:49.773719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:49.830204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:49.831062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:49.831147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:49.831179] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:49.948159] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:49.948326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:49.948368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:49.948398] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:49.951941] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=96.18%) [2025-12-31T20:24:49.952225] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-12-31T20:24:49.952349] [INFO ] [sig ] IQI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:50.091293] [INFO ] [LOCAL ] Saved forecast: IQI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IQI.txt [2025-12-31T20:24:50.091428] [INFO ] [sig ] [1700/3534] Completed IQI in 0.3s | 2.91 sym/s | Total: 9.7m | ETA: 10.5m [2025-12-31T20:24:50.091471] [INFO ] [sig ] [1701/3534] Forecasting IQQQ... [2025-12-31T20:24:50.091502] [INFO ] [sig ] Generating forecast for: IQQQ [2025-12-31T20:24:50.091531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'. [2025-12-31T20:24:50.103242] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'. [2025-12-31T20:24:50.103532] [INFO ] [FORECASTER] Starting predict_future for IQQQ [2025-12-31T20:24:50.104310] [DEBUG] [LOCAL ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt [2025-12-31T20:24:50.104373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:50.104405] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:50.104431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:50.104488] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:50.161567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:50.162358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:50.162443] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:50.162478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:50.285214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:50.285392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:50.285433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:50.285461] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:50.289068] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=20.51%) [2025-12-31T20:24:50.289464] [INFO ] [FORECASTER] Completed predict_future for IQQQ [2025-12-31T20:24:50.289616] [INFO ] [sig ] IQQQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:50.428115] [INFO ] [LOCAL ] Saved forecast: IQQQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IQQQ.txt [2025-12-31T20:24:50.428246] [INFO ] [sig ] [1701/3534] Completed IQQQ in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:50.428286] [INFO ] [sig ] [1702/3534] Forecasting IRDM... [2025-12-31T20:24:50.428315] [INFO ] [sig ] Generating forecast for: IRDM [2025-12-31T20:24:50.428346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'. [2025-12-31T20:24:50.440040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRDM'. [2025-12-31T20:24:50.440363] [INFO ] [FORECASTER] Starting predict_future for IRDM [2025-12-31T20:24:50.441182] [DEBUG] [LOCAL ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt [2025-12-31T20:24:50.441236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:50.441275] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:50.441305] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:50.441365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:50.498316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:50.499119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:50.499201] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:50.499234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:50.617105] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:50.617258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:50.617297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:50.617326] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:50.620680] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=57.95%) [2025-12-31T20:24:50.620953] [INFO ] [FORECASTER] Completed predict_future for IRDM [2025-12-31T20:24:50.621072] [INFO ] [sig ] IRDM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:50.815306] [INFO ] [LOCAL ] Saved forecast: IRDM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IRDM.txt [2025-12-31T20:24:50.815480] [INFO ] [sig ] [1702/3534] Completed IRDM in 0.4s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:50.815525] [INFO ] [sig ] [1703/3534] Forecasting IREN... [2025-12-31T20:24:50.815563] [INFO ] [sig ] Generating forecast for: IREN [2025-12-31T20:24:50.815626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'. [2025-12-31T20:24:50.827157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IREN'. [2025-12-31T20:24:50.827494] [INFO ] [FORECASTER] Starting predict_future for IREN [2025-12-31T20:24:50.828288] [DEBUG] [LOCAL ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt [2025-12-31T20:24:50.828341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:50.828373] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:50.828400] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:50.828456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:50.885108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:50.885779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:50.885857] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:50.885890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:51.009031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:51.009187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:51.009224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:51.009276] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:51.012617] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=96.09%) [2025-12-31T20:24:51.012905] [INFO ] [FORECASTER] Completed predict_future for IREN [2025-12-31T20:24:51.013030] [INFO ] [sig ] IREN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:51.159198] [INFO ] [LOCAL ] Saved forecast: IREN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IREN.txt [2025-12-31T20:24:51.159432] [INFO ] [sig ] [1703/3534] Completed IREN in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:51.159477] [INFO ] [sig ] [1704/3534] Forecasting IRM... [2025-12-31T20:24:51.159508] [INFO ] [sig ] Generating forecast for: IRM [2025-12-31T20:24:51.159540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-12-31T20:24:51.172864] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRM'. [2025-12-31T20:24:51.173326] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-12-31T20:24:51.174247] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-12-31T20:24:51.174305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:51.174339] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:51.174366] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:51.174426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:51.232707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:51.233424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:51.233511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:51.233545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:51.355140] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:51.355303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:51.355342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:51.355370] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:51.358771] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=88.25%) [2025-12-31T20:24:51.359041] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-12-31T20:24:51.359163] [INFO ] [sig ] IRM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:51.499039] [INFO ] [LOCAL ] Saved forecast: IRM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IRM.txt [2025-12-31T20:24:51.499181] [INFO ] [sig ] [1704/3534] Completed IRM in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:51.499230] [INFO ] [sig ] [1705/3534] Forecasting IRMD... [2025-12-31T20:24:51.499282] [INFO ] [sig ] Generating forecast for: IRMD [2025-12-31T20:24:51.499317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'. [2025-12-31T20:24:51.510754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRMD'. [2025-12-31T20:24:51.511041] [INFO ] [FORECASTER] Starting predict_future for IRMD [2025-12-31T20:24:51.511806] [DEBUG] [LOCAL ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt [2025-12-31T20:24:51.511858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:51.511890] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:51.511917] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:51.511973] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:51.567841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:51.568452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:51.568527] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:51.568559] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:51.687696] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:51.687859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:51.687898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:51.687926] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:51.691490] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=66.53%) [2025-12-31T20:24:51.691786] [INFO ] [FORECASTER] Completed predict_future for IRMD [2025-12-31T20:24:51.691909] [INFO ] [sig ] IRMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:51.831877] [INFO ] [LOCAL ] Saved forecast: IRMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IRMD.txt [2025-12-31T20:24:51.832001] [INFO ] [sig ] [1705/3534] Completed IRMD in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:51.832041] [INFO ] [sig ] [1706/3534] Forecasting IRON... [2025-12-31T20:24:51.832071] [INFO ] [sig ] Generating forecast for: IRON [2025-12-31T20:24:51.832101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'. [2025-12-31T20:24:51.843555] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRON'. [2025-12-31T20:24:51.843861] [INFO ] [FORECASTER] Starting predict_future for IRON [2025-12-31T20:24:51.844691] [DEBUG] [LOCAL ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt [2025-12-31T20:24:51.844745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:51.844828] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:51.844859] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:51.844919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:51.903119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:51.903805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:51.903883] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:51.903918] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:52.026642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:52.026822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:52.026864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:52.026891] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:52.030375] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=85.64%) [2025-12-31T20:24:52.030685] [INFO ] [FORECASTER] Completed predict_future for IRON [2025-12-31T20:24:52.030808] [INFO ] [sig ] IRON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:52.171995] [INFO ] [LOCAL ] Saved forecast: IRON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IRON.txt [2025-12-31T20:24:52.172140] [INFO ] [sig ] [1706/3534] Completed IRON in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:52.172185] [INFO ] [sig ] [1707/3534] Forecasting IRTC... [2025-12-31T20:24:52.172217] [INFO ] [sig ] Generating forecast for: IRTC [2025-12-31T20:24:52.172248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'. [2025-12-31T20:24:52.184742] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRTC'. [2025-12-31T20:24:52.185154] [INFO ] [FORECASTER] Starting predict_future for IRTC [2025-12-31T20:24:52.186041] [DEBUG] [LOCAL ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt [2025-12-31T20:24:52.186096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:52.186132] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:52.186160] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:52.186217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:52.244423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:52.245411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:52.245499] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:52.245533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:52.365622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:52.365795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:52.365837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:52.365866] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:52.369343] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=17.20%) [2025-12-31T20:24:52.369652] [INFO ] [FORECASTER] Completed predict_future for IRTC [2025-12-31T20:24:52.369788] [INFO ] [sig ] IRTC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:52.512699] [INFO ] [LOCAL ] Saved forecast: IRTC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IRTC.txt [2025-12-31T20:24:52.512874] [INFO ] [sig ] [1707/3534] Completed IRTC in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:52.512919] [INFO ] [sig ] [1708/3534] Forecasting IRWD... [2025-12-31T20:24:52.512951] [INFO ] [sig ] Generating forecast for: IRWD [2025-12-31T20:24:52.512982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'. [2025-12-31T20:24:52.525090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IRWD'. [2025-12-31T20:24:52.525473] [INFO ] [FORECASTER] Starting predict_future for IRWD [2025-12-31T20:24:52.526295] [DEBUG] [LOCAL ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt [2025-12-31T20:24:52.526350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:52.526383] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:52.526408] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:52.526465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:52.584342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:52.585446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:52.585553] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:52.585618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:52.711348] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:52.711522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:52.711601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:52.711635] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:52.715111] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: DOWN (p=43.06%) [2025-12-31T20:24:52.715408] [INFO ] [FORECASTER] Completed predict_future for IRWD [2025-12-31T20:24:52.715549] [INFO ] [sig ] IRWD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:52.872302] [INFO ] [LOCAL ] Saved forecast: IRWD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IRWD.txt [2025-12-31T20:24:52.872469] [INFO ] [sig ] [1708/3534] Completed IRWD in 0.4s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:52.872521] [INFO ] [sig ] [1709/3534] Forecasting ISD... [2025-12-31T20:24:52.872552] [INFO ] [sig ] Generating forecast for: ISD [2025-12-31T20:24:52.872603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-12-31T20:24:52.884920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISD'. [2025-12-31T20:24:52.885315] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-12-31T20:24:52.886157] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-12-31T20:24:52.886211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:52.886242] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:52.886268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:52.886326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:52.943745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:52.944694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:52.944784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:52.944818] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:53.065745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:53.065911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:53.065951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:53.066017] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:53.069833] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=84.19%) [2025-12-31T20:24:53.070148] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-12-31T20:24:53.070283] [INFO ] [sig ] ISD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:53.212410] [INFO ] [LOCAL ] Saved forecast: ISD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ISD.txt [2025-12-31T20:24:53.212566] [INFO ] [sig ] [1709/3534] Completed ISD in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:53.212632] [INFO ] [sig ] [1710/3534] Forecasting ISRG... [2025-12-31T20:24:53.212662] [INFO ] [sig ] Generating forecast for: ISRG [2025-12-31T20:24:53.212693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'. [2025-12-31T20:24:53.224706] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISRG'. [2025-12-31T20:24:53.225108] [INFO ] [FORECASTER] Starting predict_future for ISRG [2025-12-31T20:24:53.225984] [DEBUG] [LOCAL ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt [2025-12-31T20:24:53.226039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:53.226073] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:53.226100] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:53.226158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:53.285088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:53.286258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:53.286348] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:53.286381] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:53.412094] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:53.412260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:53.412300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:53.412328] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:53.416238] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=1.99%) [2025-12-31T20:24:53.416609] [INFO ] [FORECASTER] Completed predict_future for ISRG [2025-12-31T20:24:53.416763] [INFO ] [sig ] ISRG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:53.564954] [INFO ] [LOCAL ] Saved forecast: ISRG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ISRG.txt [2025-12-31T20:24:53.565127] [INFO ] [sig ] [1710/3534] Completed ISRG in 0.4s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:53.565169] [INFO ] [sig ] [1711/3534] Forecasting ISSC... [2025-12-31T20:24:53.565197] [INFO ] [sig ] Generating forecast for: ISSC [2025-12-31T20:24:53.565227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'. [2025-12-31T20:24:53.577142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISSC'. [2025-12-31T20:24:53.577534] [INFO ] [FORECASTER] Starting predict_future for ISSC [2025-12-31T20:24:53.578345] [DEBUG] [LOCAL ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt [2025-12-31T20:24:53.578398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:53.578430] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:53.578456] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:53.578514] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:53.639016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:53.640073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:53.640182] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:53.640224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:53.765867] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:53.766028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:53.766069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:53.766099] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:53.769950] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=96.46%) [2025-12-31T20:24:53.770291] [INFO ] [FORECASTER] Completed predict_future for ISSC [2025-12-31T20:24:53.770425] [INFO ] [sig ] ISSC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:53.912634] [INFO ] [LOCAL ] Saved forecast: ISSC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ISSC.txt [2025-12-31T20:24:53.912787] [INFO ] [sig ] [1711/3534] Completed ISSC in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:53.912826] [INFO ] [sig ] [1712/3534] Forecasting ISTB... [2025-12-31T20:24:53.912857] [INFO ] [sig ] Generating forecast for: ISTB [2025-12-31T20:24:53.912888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'. [2025-12-31T20:24:53.924343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ISTB'. [2025-12-31T20:24:53.924653] [INFO ] [FORECASTER] Starting predict_future for ISTB [2025-12-31T20:24:53.925444] [DEBUG] [LOCAL ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt [2025-12-31T20:24:53.925497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:53.925541] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:53.925570] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:53.925656] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:53.984106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:53.984771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:53.984854] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:53.984886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:54.106993] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:54.107156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:54.107198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:54.107227] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:54.111050] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: DOWN (p=41.86%) [2025-12-31T20:24:54.111463] [INFO ] [FORECASTER] Completed predict_future for ISTB [2025-12-31T20:24:54.111632] [INFO ] [sig ] ISTB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:54.261154] [INFO ] [LOCAL ] Saved forecast: ISTB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ISTB.txt [2025-12-31T20:24:54.261525] [INFO ] [sig ] [1712/3534] Completed ISTB in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.5m [2025-12-31T20:24:54.261583] [INFO ] [sig ] [1713/3534] Forecasting ITIC... [2025-12-31T20:24:54.261618] [INFO ] [sig ] Generating forecast for: ITIC [2025-12-31T20:24:54.261648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'. [2025-12-31T20:24:54.273351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITIC'. [2025-12-31T20:24:54.273747] [INFO ] [FORECASTER] Starting predict_future for ITIC [2025-12-31T20:24:54.274564] [DEBUG] [LOCAL ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt [2025-12-31T20:24:54.274639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:54.274673] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:54.274699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:54.274757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:54.339691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:54.340845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:54.340937] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:54.340970] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:54.451812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:54.451975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:54.452016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:54.452046] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:54.455622] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=94.95%) [2025-12-31T20:24:54.455928] [INFO ] [FORECASTER] Completed predict_future for ITIC [2025-12-31T20:24:54.456058] [INFO ] [sig ] ITIC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:54.597302] [INFO ] [LOCAL ] Saved forecast: ITIC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ITIC.txt [2025-12-31T20:24:54.597454] [INFO ] [sig ] [1713/3534] Completed ITIC in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.4m [2025-12-31T20:24:54.597499] [INFO ] [sig ] [1714/3534] Forecasting ITRI... [2025-12-31T20:24:54.597529] [INFO ] [sig ] Generating forecast for: ITRI [2025-12-31T20:24:54.597560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'. [2025-12-31T20:24:54.610270] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRI'. [2025-12-31T20:24:54.610694] [INFO ] [FORECASTER] Starting predict_future for ITRI [2025-12-31T20:24:54.611543] [DEBUG] [LOCAL ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt [2025-12-31T20:24:54.611618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:54.611652] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:54.611679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:54.611738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:54.669829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:54.670632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:54.670715] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:54.670749] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:54.792949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:54.793105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:54.793145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:54.793175] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:54.796540] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=99.25%) [2025-12-31T20:24:54.796892] [INFO ] [FORECASTER] Completed predict_future for ITRI [2025-12-31T20:24:54.797049] [INFO ] [sig ] ITRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:54.938927] [INFO ] [LOCAL ] Saved forecast: ITRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ITRI.txt [2025-12-31T20:24:54.939061] [INFO ] [sig ] [1714/3534] Completed ITRI in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.4m [2025-12-31T20:24:54.939101] [INFO ] [sig ] [1715/3534] Forecasting ITRN... [2025-12-31T20:24:54.939130] [INFO ] [sig ] Generating forecast for: ITRN [2025-12-31T20:24:54.939159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'. [2025-12-31T20:24:54.950859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITRN'. [2025-12-31T20:24:54.951217] [INFO ] [FORECASTER] Starting predict_future for ITRN [2025-12-31T20:24:54.952051] [DEBUG] [LOCAL ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt [2025-12-31T20:24:54.952105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:54.952138] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:54.952166] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:54.952229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:55.010632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:55.011528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:55.011636] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:55.011672] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:55.133232] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:55.133395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:55.133435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:55.133464] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:55.136862] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=2.39%) [2025-12-31T20:24:55.137143] [INFO ] [FORECASTER] Completed predict_future for ITRN [2025-12-31T20:24:55.137271] [INFO ] [sig ] ITRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:55.275992] [INFO ] [LOCAL ] Saved forecast: ITRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ITRN.txt [2025-12-31T20:24:55.276131] [INFO ] [sig ] [1715/3534] Completed ITRN in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.4m [2025-12-31T20:24:55.276177] [INFO ] [sig ] [1716/3534] Forecasting ITUB... [2025-12-31T20:24:55.276208] [INFO ] [sig ] Generating forecast for: ITUB [2025-12-31T20:24:55.276240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-12-31T20:24:55.287401] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ITUB'. [2025-12-31T20:24:55.287779] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-12-31T20:24:55.288550] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-12-31T20:24:55.288629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:55.288662] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:55.288689] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:55.288745] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:55.349278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:55.350175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:55.350312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:55.350347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:55.476923] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:55.477084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:55.477128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:55.477159] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:55.480788] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=39.35%) [2025-12-31T20:24:55.481069] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-12-31T20:24:55.481216] [INFO ] [sig ] ITUB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:55.626271] [INFO ] [LOCAL ] Saved forecast: ITUB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ITUB.txt [2025-12-31T20:24:55.626438] [INFO ] [sig ] [1716/3534] Completed ITUB in 0.4s | 2.91 sym/s | Total: 9.8m | ETA: 10.4m [2025-12-31T20:24:55.626481] [INFO ] [sig ] [1717/3534] Forecasting IUS... [2025-12-31T20:24:55.626511] [INFO ] [sig ] Generating forecast for: IUS [2025-12-31T20:24:55.626541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'. [2025-12-31T20:24:55.638364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUS'. [2025-12-31T20:24:55.638682] [INFO ] [FORECASTER] Starting predict_future for IUS [2025-12-31T20:24:55.639522] [DEBUG] [LOCAL ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt [2025-12-31T20:24:55.639591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:55.639626] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:55.639652] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:55.639723] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:55.699537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:55.700268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:55.700350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:55.700384] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:55.823039] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:55.823196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:55.823237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:55.823267] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:55.826765] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=36.41%) [2025-12-31T20:24:55.827051] [INFO ] [FORECASTER] Completed predict_future for IUS [2025-12-31T20:24:55.827192] [INFO ] [sig ] IUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:55.966100] [INFO ] [LOCAL ] Saved forecast: IUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IUS.txt [2025-12-31T20:24:55.966222] [INFO ] [sig ] [1717/3534] Completed IUS in 0.3s | 2.91 sym/s | Total: 9.8m | ETA: 10.4m [2025-12-31T20:24:55.966262] [INFO ] [sig ] [1718/3534] Forecasting IUSB... [2025-12-31T20:24:55.966291] [INFO ] [sig ] Generating forecast for: IUSB [2025-12-31T20:24:55.966321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'. [2025-12-31T20:24:55.977382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSB'. [2025-12-31T20:24:55.977709] [INFO ] [FORECASTER] Starting predict_future for IUSB [2025-12-31T20:24:55.978498] [DEBUG] [LOCAL ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt [2025-12-31T20:24:55.978551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:55.978603] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:55.978634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:55.978694] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:56.037762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:56.038535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:56.038638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:56.038673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:56.157344] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:56.157488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:56.157527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:56.157554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:56.160907] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=49.63%) [2025-12-31T20:24:56.161188] [INFO ] [FORECASTER] Completed predict_future for IUSB [2025-12-31T20:24:56.161315] [INFO ] [sig ] IUSB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:56.303684] [INFO ] [LOCAL ] Saved forecast: IUSB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IUSB.txt [2025-12-31T20:24:56.303846] [INFO ] [sig ] [1718/3534] Completed IUSB in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:56.303888] [INFO ] [sig ] [1719/3534] Forecasting IUSG... [2025-12-31T20:24:56.303918] [INFO ] [sig ] Generating forecast for: IUSG [2025-12-31T20:24:56.303947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'. [2025-12-31T20:24:56.315690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IUSG'. [2025-12-31T20:24:56.316086] [INFO ] [FORECASTER] Starting predict_future for IUSG [2025-12-31T20:24:56.317001] [DEBUG] [LOCAL ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt [2025-12-31T20:24:56.317055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:56.317089] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:56.317115] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:56.317172] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:56.375433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:56.376132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:56.376213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:56.376248] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:56.496389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:56.496542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:56.496616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:56.496648] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:56.500006] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=66.37%) [2025-12-31T20:24:56.500295] [INFO ] [FORECASTER] Completed predict_future for IUSG [2025-12-31T20:24:56.500422] [INFO ] [sig ] IUSG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:56.637936] [INFO ] [LOCAL ] Saved forecast: IUSG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IUSG.txt [2025-12-31T20:24:56.638086] [INFO ] [sig ] [1719/3534] Completed IUSG in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:56.638127] [INFO ] [sig ] [1720/3534] Forecasting IVAL... [2025-12-31T20:24:56.638157] [INFO ] [sig ] Generating forecast for: IVAL [2025-12-31T20:24:56.638187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'. [2025-12-31T20:24:56.648817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVAL'. [2025-12-31T20:24:56.649110] [INFO ] [FORECASTER] Starting predict_future for IVAL [2025-12-31T20:24:56.649977] [DEBUG] [LOCAL ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt [2025-12-31T20:24:56.650030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:56.650063] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:56.650090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:56.650152] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:56.708856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:56.709525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:56.709622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:56.709663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:56.820053] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:56.820200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:56.820241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:56.820270] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:56.823718] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: UP (p=56.81%) [2025-12-31T20:24:56.823996] [INFO ] [FORECASTER] Completed predict_future for IVAL [2025-12-31T20:24:56.824122] [INFO ] [sig ] IVAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:56.966691] [INFO ] [LOCAL ] Saved forecast: IVAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IVAL.txt [2025-12-31T20:24:56.966838] [INFO ] [sig ] [1720/3534] Completed IVAL in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:56.966879] [INFO ] [sig ] [1721/3534] Forecasting IVZ... [2025-12-31T20:24:56.966908] [INFO ] [sig ] Generating forecast for: IVZ [2025-12-31T20:24:56.966940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-12-31T20:24:56.978626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IVZ'. [2025-12-31T20:24:56.978930] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-12-31T20:24:56.979767] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-12-31T20:24:56.979819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:56.979850] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:56.979877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:56.979935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:57.039011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:57.039884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:57.040017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:57.040052] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:57.162529] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:57.162705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:57.162745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:57.162773] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:57.166154] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=2.42%) [2025-12-31T20:24:57.166426] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-12-31T20:24:57.166550] [INFO ] [sig ] IVZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:57.308084] [INFO ] [LOCAL ] Saved forecast: IVZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IVZ.txt [2025-12-31T20:24:57.308228] [INFO ] [sig ] [1721/3534] Completed IVZ in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:57.308268] [INFO ] [sig ] [1722/3534] Forecasting IX... [2025-12-31T20:24:57.308298] [INFO ] [sig ] Generating forecast for: IX [2025-12-31T20:24:57.308327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-12-31T20:24:57.319361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IX'. [2025-12-31T20:24:57.319710] [INFO ] [FORECASTER] Starting predict_future for IX [2025-12-31T20:24:57.320481] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-12-31T20:24:57.320533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:57.320566] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:57.320616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:57.320676] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:57.376703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:57.377348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:57.377425] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:57.377457] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:57.495306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:57.495460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:57.495500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:57.495532] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:57.498978] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=9.82%) [2025-12-31T20:24:57.499286] [INFO ] [FORECASTER] Completed predict_future for IX [2025-12-31T20:24:57.499416] [INFO ] [sig ] IX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:57.638082] [INFO ] [LOCAL ] Saved forecast: IX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IX.txt [2025-12-31T20:24:57.638215] [INFO ] [sig ] [1722/3534] Completed IX in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:57.638263] [INFO ] [sig ] [1723/3534] Forecasting IXUS... [2025-12-31T20:24:57.638298] [INFO ] [sig ] Generating forecast for: IXUS [2025-12-31T20:24:57.638334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'. [2025-12-31T20:24:57.649873] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IXUS'. [2025-12-31T20:24:57.650161] [INFO ] [FORECASTER] Starting predict_future for IXUS [2025-12-31T20:24:57.651011] [DEBUG] [LOCAL ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt [2025-12-31T20:24:57.651065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:57.651122] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:57.651163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:57.651236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:57.710650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:57.711424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:57.711502] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:57.711534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:57.830885] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:57.831041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:57.831084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:57.831114] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:57.834526] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: DOWN (p=37.10%) [2025-12-31T20:24:57.834824] [INFO ] [FORECASTER] Completed predict_future for IXUS [2025-12-31T20:24:57.834948] [INFO ] [sig ] IXUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:57.973983] [INFO ] [LOCAL ] Saved forecast: IXUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/IXUS.txt [2025-12-31T20:24:57.974115] [INFO ] [sig ] [1723/3534] Completed IXUS in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:57.974156] [INFO ] [sig ] [1724/3534] Forecasting IZEA... [2025-12-31T20:24:57.974186] [INFO ] [sig ] Generating forecast for: IZEA [2025-12-31T20:24:57.974216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'. [2025-12-31T20:24:57.985353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'IZEA'. [2025-12-31T20:24:57.985662] [INFO ] [FORECASTER] Starting predict_future for IZEA [2025-12-31T20:24:57.986462] [DEBUG] [LOCAL ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt [2025-12-31T20:24:57.986516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:57.986549] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:57.986598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:57.986665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:58.047327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:58.048204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:58.048294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:58.048329] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:58.161627] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:58.161784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:58.161824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:58.161854] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:58.165349] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=62.44%) [2025-12-31T20:24:58.165812] [INFO ] [FORECASTER] Completed predict_future for IZEA [2025-12-31T20:24:58.165935] [INFO ] [sig ] IZEA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:58.304957] [INFO ] [LOCAL ] Saved forecast: IZEA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/IZEA.txt [2025-12-31T20:24:58.305096] [INFO ] [sig ] [1724/3534] Completed IZEA in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:58.305135] [INFO ] [sig ] [1725/3534] Forecasting J... [2025-12-31T20:24:58.305166] [INFO ] [sig ] Generating forecast for: J [2025-12-31T20:24:58.305196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-12-31T20:24:58.316447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'J'. [2025-12-31T20:24:58.316762] [INFO ] [FORECASTER] Starting predict_future for J [2025-12-31T20:24:58.317525] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-12-31T20:24:58.317597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:58.317633] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:58.317659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:58.317717] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:58.378610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:58.379391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:58.379473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:58.379507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:58.497870] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:58.498023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:58.498064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:58.498102] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:58.501641] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=58.16%) [2025-12-31T20:24:58.501921] [INFO ] [FORECASTER] Completed predict_future for J [2025-12-31T20:24:58.502046] [INFO ] [sig ] J: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:58.643160] [INFO ] [LOCAL ] Saved forecast: J 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/J.txt [2025-12-31T20:24:58.643289] [INFO ] [sig ] [1725/3534] Completed J in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:58.643328] [INFO ] [sig ] [1726/3534] Forecasting JACK... [2025-12-31T20:24:58.643358] [INFO ] [sig ] Generating forecast for: JACK [2025-12-31T20:24:58.643388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'. [2025-12-31T20:24:58.655082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JACK'. [2025-12-31T20:24:58.655371] [INFO ] [FORECASTER] Starting predict_future for JACK [2025-12-31T20:24:58.656150] [DEBUG] [LOCAL ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt [2025-12-31T20:24:58.656201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:58.656233] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:58.656260] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:58.656317] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:58.713342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:58.714095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:58.714177] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:58.714210] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:58.834507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:58.834676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:58.834718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:58.834748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:58.838143] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-12-31T20:24:58.838417] [INFO ] [FORECASTER] Completed predict_future for JACK [2025-12-31T20:24:58.838537] [INFO ] [sig ] JACK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:58.977613] [INFO ] [LOCAL ] Saved forecast: JACK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JACK.txt [2025-12-31T20:24:58.977756] [INFO ] [sig ] [1726/3534] Completed JACK in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:58.977796] [INFO ] [sig ] [1727/3534] Forecasting JAKK... [2025-12-31T20:24:58.977825] [INFO ] [sig ] Generating forecast for: JAKK [2025-12-31T20:24:58.977861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'. [2025-12-31T20:24:58.989636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAKK'. [2025-12-31T20:24:58.989931] [INFO ] [FORECASTER] Starting predict_future for JAKK [2025-12-31T20:24:58.990702] [DEBUG] [LOCAL ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt [2025-12-31T20:24:58.990754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:58.990785] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:58.990811] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:58.990868] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:59.052988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:59.053934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:59.054017] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:59.054052] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:59.179445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:59.179623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:59.179666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:59.179697] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:59.183173] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=75.88%) [2025-12-31T20:24:59.183445] [INFO ] [FORECASTER] Completed predict_future for JAKK [2025-12-31T20:24:59.183568] [INFO ] [sig ] JAKK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:24:59.322425] [INFO ] [LOCAL ] Saved forecast: JAKK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JAKK.txt [2025-12-31T20:24:59.322564] [INFO ] [sig ] [1727/3534] Completed JAKK in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:59.322628] [INFO ] [sig ] [1728/3534] Forecasting JAMF... [2025-12-31T20:24:59.322661] [INFO ] [sig ] Generating forecast for: JAMF [2025-12-31T20:24:59.322693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'. [2025-12-31T20:24:59.335041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAMF'. [2025-12-31T20:24:59.335346] [INFO ] [FORECASTER] Starting predict_future for JAMF [2025-12-31T20:24:59.336166] [DEBUG] [LOCAL ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt [2025-12-31T20:24:59.336220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:59.336253] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:59.336282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:59.336344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:59.393484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:59.394131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:59.394211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:59.394244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:59.512504] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:59.512679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:59.512721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:59.512751] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:59.516173] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: DOWN (p=23.69%) [2025-12-31T20:24:59.516455] [INFO ] [FORECASTER] Completed predict_future for JAMF [2025-12-31T20:24:59.516603] [INFO ] [sig ] JAMF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:59.656851] [INFO ] [LOCAL ] Saved forecast: JAMF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JAMF.txt [2025-12-31T20:24:59.656990] [INFO ] [sig ] [1728/3534] Completed JAMF in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:59.657029] [INFO ] [sig ] [1729/3534] Forecasting JANX... [2025-12-31T20:24:59.657059] [INFO ] [sig ] Generating forecast for: JANX [2025-12-31T20:24:59.657089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'. [2025-12-31T20:24:59.668977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JANX'. [2025-12-31T20:24:59.669362] [INFO ] [FORECASTER] Starting predict_future for JANX [2025-12-31T20:24:59.670183] [DEBUG] [LOCAL ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt [2025-12-31T20:24:59.670236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:24:59.670269] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:24:59.670297] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:24:59.670360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:24:59.729100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:24:59.729854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:24:59.729935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:24:59.729969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:24:59.853389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:24:59.853550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:24:59.853607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:24:59.853637] [INFO ] [FORECASTER] Training complete [2025-12-31T20:24:59.857002] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=11.14%) [2025-12-31T20:24:59.857267] [INFO ] [FORECASTER] Completed predict_future for JANX [2025-12-31T20:24:59.857391] [INFO ] [sig ] JANX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:24:59.996598] [INFO ] [LOCAL ] Saved forecast: JANX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JANX.txt [2025-12-31T20:24:59.996731] [INFO ] [sig ] [1729/3534] Completed JANX in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.4m [2025-12-31T20:24:59.996772] [INFO ] [sig ] [1730/3534] Forecasting JAZZ... [2025-12-31T20:24:59.996801] [INFO ] [sig ] Generating forecast for: JAZZ [2025-12-31T20:24:59.996831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'. [2025-12-31T20:25:00.009793] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'. [2025-12-31T20:25:00.010229] [INFO ] [FORECASTER] Starting predict_future for JAZZ [2025-12-31T20:25:00.011062] [DEBUG] [LOCAL ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt [2025-12-31T20:25:00.011117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:00.011152] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:00.011179] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:00.011255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:00.067719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:00.068808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:00.068899] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:00.068933] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:00.195195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:00.195354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:00.195394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:00.195438] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:00.198833] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: UP (p=58.67%) [2025-12-31T20:25:00.199106] [INFO ] [FORECASTER] Completed predict_future for JAZZ [2025-12-31T20:25:00.199229] [INFO ] [sig ] JAZZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:00.336420] [INFO ] [LOCAL ] Saved forecast: JAZZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JAZZ.txt [2025-12-31T20:25:00.336560] [INFO ] [sig ] [1730/3534] Completed JAZZ in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.3m [2025-12-31T20:25:00.336625] [INFO ] [sig ] [1731/3534] Forecasting JBGS... [2025-12-31T20:25:00.336657] [INFO ] [sig ] Generating forecast for: JBGS [2025-12-31T20:25:00.336687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-12-31T20:25:00.348266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBGS'. [2025-12-31T20:25:00.348604] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-12-31T20:25:00.349389] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-12-31T20:25:00.349440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:00.349473] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:00.349501] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:00.349558] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:00.405624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:00.406305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:00.406385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:00.406417] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:00.531352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:00.531532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:00.531588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:00.531620] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:00.535060] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=49.09%) [2025-12-31T20:25:00.535325] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-12-31T20:25:00.535448] [INFO ] [sig ] JBGS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:00.674241] [INFO ] [LOCAL ] Saved forecast: JBGS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JBGS.txt [2025-12-31T20:25:00.674377] [INFO ] [sig ] [1731/3534] Completed JBGS in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.3m [2025-12-31T20:25:00.674417] [INFO ] [sig ] [1732/3534] Forecasting JBI... [2025-12-31T20:25:00.674449] [INFO ] [sig ] Generating forecast for: JBI [2025-12-31T20:25:00.674479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-12-31T20:25:00.686306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBI'. [2025-12-31T20:25:00.686654] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-12-31T20:25:00.687409] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-12-31T20:25:00.687460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:00.687492] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:00.687519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:00.687595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:00.743793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:00.744495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:00.744591] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:00.744626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:00.857626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:00.857787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:00.857826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:00.857856] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:00.861201] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=97.08%) [2025-12-31T20:25:00.861472] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-12-31T20:25:00.861610] [INFO ] [sig ] JBI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:01.001159] [INFO ] [LOCAL ] Saved forecast: JBI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JBI.txt [2025-12-31T20:25:01.001326] [INFO ] [sig ] [1732/3534] Completed JBI in 0.3s | 2.91 sym/s | Total: 9.9m | ETA: 10.3m [2025-12-31T20:25:01.001377] [INFO ] [sig ] [1733/3534] Forecasting JBL... [2025-12-31T20:25:01.001412] [INFO ] [sig ] Generating forecast for: JBL [2025-12-31T20:25:01.001449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-12-31T20:25:01.015483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBL'. [2025-12-31T20:25:01.015971] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-12-31T20:25:01.016926] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-12-31T20:25:01.016984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:01.017018] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:01.017047] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:01.017107] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:01.076881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:01.077824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:01.077949] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:01.077983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:01.199622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:01.199975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:01.200028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:01.200060] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:01.204517] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=15.28%) [2025-12-31T20:25:01.205034] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-12-31T20:25:01.205206] [INFO ] [sig ] JBL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:01.352144] [INFO ] [LOCAL ] Saved forecast: JBL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JBL.txt [2025-12-31T20:25:01.352313] [INFO ] [sig ] [1733/3534] Completed JBL in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.3m [2025-12-31T20:25:01.352361] [INFO ] [sig ] [1734/3534] Forecasting JBND... [2025-12-31T20:25:01.352392] [INFO ] [sig ] Generating forecast for: JBND [2025-12-31T20:25:01.352425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-12-31T20:25:01.366788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBND'. [2025-12-31T20:25:01.367342] [INFO ] [FORECASTER] Starting predict_future for JBND [2025-12-31T20:25:01.368486] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-12-31T20:25:01.368548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:01.368605] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:01.368636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:01.368715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:01.428466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:01.429534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:01.429663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:01.429699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:01.551944] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:01.552102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:01.552149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:01.552179] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:01.555662] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=2.51%) [2025-12-31T20:25:01.555953] [INFO ] [FORECASTER] Completed predict_future for JBND [2025-12-31T20:25:01.556085] [INFO ] [sig ] JBND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:01.702935] [INFO ] [LOCAL ] Saved forecast: JBND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JBND.txt [2025-12-31T20:25:01.703104] [INFO ] [sig ] [1734/3534] Completed JBND in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.3m [2025-12-31T20:25:01.703147] [INFO ] [sig ] [1735/3534] Forecasting JBSS... [2025-12-31T20:25:01.703178] [INFO ] [sig ] Generating forecast for: JBSS [2025-12-31T20:25:01.703209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'. [2025-12-31T20:25:01.715470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JBSS'. [2025-12-31T20:25:01.715903] [INFO ] [FORECASTER] Starting predict_future for JBSS [2025-12-31T20:25:01.716819] [DEBUG] [LOCAL ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt [2025-12-31T20:25:01.716874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:01.716907] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:01.716935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:01.716995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:01.776832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:01.777548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:01.777650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:01.777686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:01.903983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:01.904153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:01.904192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:01.904220] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:01.907655] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=53.31%) [2025-12-31T20:25:01.907951] [INFO ] [FORECASTER] Completed predict_future for JBSS [2025-12-31T20:25:01.908082] [INFO ] [sig ] JBSS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:02.073938] [INFO ] [LOCAL ] Saved forecast: JBSS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JBSS.txt [2025-12-31T20:25:02.074144] [INFO ] [sig ] [1735/3534] Completed JBSS in 0.4s | 2.91 sym/s | Total: 9.9m | ETA: 10.3m [2025-12-31T20:25:02.074197] [INFO ] [sig ] [1736/3534] Forecasting JCE... [2025-12-31T20:25:02.074229] [INFO ] [sig ] Generating forecast for: JCE [2025-12-31T20:25:02.074262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-12-31T20:25:02.113778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCE'. [2025-12-31T20:25:02.114149] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-12-31T20:25:02.115031] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-12-31T20:25:02.115099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:02.115134] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:02.115162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:02.115222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:02.178561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:02.179493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:02.179598] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:02.179634] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:02.303088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:02.303249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:02.303289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:02.303320] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:02.306717] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=22.99%) [2025-12-31T20:25:02.306994] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-12-31T20:25:02.307118] [INFO ] [sig ] JCE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:02.445603] [INFO ] [LOCAL ] Saved forecast: JCE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JCE.txt [2025-12-31T20:25:02.445768] [INFO ] [sig ] [1736/3534] Completed JCE in 0.4s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:02.445810] [INFO ] [sig ] [1737/3534] Forecasting JCI... [2025-12-31T20:25:02.445840] [INFO ] [sig ] Generating forecast for: JCI [2025-12-31T20:25:02.445871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-12-31T20:25:02.458443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JCI'. [2025-12-31T20:25:02.458782] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-12-31T20:25:02.459637] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-12-31T20:25:02.459689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:02.459721] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:02.459746] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:02.459803] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:02.515830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:02.516432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:02.516509] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:02.516541] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:02.639374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:02.639530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:02.639620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:02.639654] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:02.642996] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=44.11%) [2025-12-31T20:25:02.643262] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-12-31T20:25:02.643383] [INFO ] [sig ] JCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:02.788385] [INFO ] [LOCAL ] Saved forecast: JCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JCI.txt [2025-12-31T20:25:02.788537] [INFO ] [sig ] [1737/3534] Completed JCI in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:02.788595] [INFO ] [sig ] [1738/3534] Forecasting JD... [2025-12-31T20:25:02.788628] [INFO ] [sig ] Generating forecast for: JD [2025-12-31T20:25:02.788659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'. [2025-12-31T20:25:02.810474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JD'. [2025-12-31T20:25:02.810941] [INFO ] [FORECASTER] Starting predict_future for JD [2025-12-31T20:25:02.811813] [DEBUG] [LOCAL ] No optimal features file found for JD: ./output/feature-sets/JD.txt [2025-12-31T20:25:02.811868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:02.811900] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:02.811927] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:02.811986] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:02.875980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:02.876800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:02.876894] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:02.876931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:03.005370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:03.005528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:03.005569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:03.005619] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:03.009316] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=81.88%) [2025-12-31T20:25:03.009615] [INFO ] [FORECASTER] Completed predict_future for JD [2025-12-31T20:25:03.009745] [INFO ] [sig ] JD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:03.159608] [INFO ] [LOCAL ] Saved forecast: JD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JD.txt [2025-12-31T20:25:03.159773] [INFO ] [sig ] [1738/3534] Completed JD in 0.4s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:03.159817] [INFO ] [sig ] [1739/3534] Forecasting JEF... [2025-12-31T20:25:03.159850] [INFO ] [sig ] Generating forecast for: JEF [2025-12-31T20:25:03.159881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-12-31T20:25:03.171837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEF'. [2025-12-31T20:25:03.172186] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-12-31T20:25:03.173043] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-12-31T20:25:03.173097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:03.173131] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:03.173158] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:03.173217] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:03.233080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:03.234010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:03.234096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:03.234129] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:03.355943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:03.356091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:03.356131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:03.356161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:03.359649] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=62.13%) [2025-12-31T20:25:03.359947] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-12-31T20:25:03.360077] [INFO ] [sig ] JEF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:03.500886] [INFO ] [LOCAL ] Saved forecast: JEF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JEF.txt [2025-12-31T20:25:03.501015] [INFO ] [sig ] [1739/3534] Completed JEF in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:03.501060] [INFO ] [sig ] [1740/3534] Forecasting JELD... [2025-12-31T20:25:03.501092] [INFO ] [sig ] Generating forecast for: JELD [2025-12-31T20:25:03.501122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-12-31T20:25:03.514687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JELD'. [2025-12-31T20:25:03.514960] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-12-31T20:25:03.515733] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-12-31T20:25:03.515786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:03.515843] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:03.515872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:03.515931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:03.573380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:03.574015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:03.574091] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:03.574123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:03.694719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:03.694857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:03.694894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:03.694924] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:03.698222] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: UP (p=79.93%) [2025-12-31T20:25:03.698493] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-12-31T20:25:03.698635] [INFO ] [sig ] JELD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:03.838426] [INFO ] [LOCAL ] Saved forecast: JELD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JELD.txt [2025-12-31T20:25:03.838540] [INFO ] [sig ] [1740/3534] Completed JELD in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:03.838595] [INFO ] [sig ] [1741/3534] Forecasting JEPQ... [2025-12-31T20:25:03.838627] [INFO ] [sig ] Generating forecast for: JEPQ [2025-12-31T20:25:03.838657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'. [2025-12-31T20:25:03.851732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'. [2025-12-31T20:25:03.852001] [INFO ] [FORECASTER] Starting predict_future for JEPQ [2025-12-31T20:25:03.852799] [DEBUG] [LOCAL ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt [2025-12-31T20:25:03.852851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:03.852883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:03.852910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:03.852968] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:03.910183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:03.910856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:03.910935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:03.910967] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:04.036360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:04.036525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:04.036565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:04.036612] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:04.039927] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=91.40%) [2025-12-31T20:25:04.040207] [INFO ] [FORECASTER] Completed predict_future for JEPQ [2025-12-31T20:25:04.040334] [INFO ] [sig ] JEPQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:04.178707] [INFO ] [LOCAL ] Saved forecast: JEPQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JEPQ.txt [2025-12-31T20:25:04.178820] [INFO ] [sig ] [1741/3534] Completed JEPQ in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:04.178858] [INFO ] [sig ] [1742/3534] Forecasting JFIN... [2025-12-31T20:25:04.178888] [INFO ] [sig ] Generating forecast for: JFIN [2025-12-31T20:25:04.178918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'. [2025-12-31T20:25:04.189972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JFIN'. [2025-12-31T20:25:04.190248] [INFO ] [FORECASTER] Starting predict_future for JFIN [2025-12-31T20:25:04.191018] [DEBUG] [LOCAL ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt [2025-12-31T20:25:04.191070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:04.191103] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:04.191130] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:04.191187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:04.248781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:04.249464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:04.249542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:04.249591] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:04.371099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:04.371250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:04.371289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:04.371318] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:04.374988] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=23.96%) [2025-12-31T20:25:04.375281] [INFO ] [FORECASTER] Completed predict_future for JFIN [2025-12-31T20:25:04.375407] [INFO ] [sig ] JFIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:04.516446] [INFO ] [LOCAL ] Saved forecast: JFIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JFIN.txt [2025-12-31T20:25:04.516589] [INFO ] [sig ] [1742/3534] Completed JFIN in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:04.516632] [INFO ] [sig ] [1743/3534] Forecasting JGLO... [2025-12-31T20:25:04.516663] [INFO ] [sig ] Generating forecast for: JGLO [2025-12-31T20:25:04.516694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'. [2025-12-31T20:25:04.527711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JGLO'. [2025-12-31T20:25:04.527997] [INFO ] [FORECASTER] Starting predict_future for JGLO [2025-12-31T20:25:04.528956] [DEBUG] [LOCAL ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt [2025-12-31T20:25:04.529008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:04.529040] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:04.529067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:04.529124] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:04.586291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:04.586902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:04.586977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:04.587009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:04.705309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:04.705466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:04.705522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:04.705597] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:04.708989] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=42.73%) [2025-12-31T20:25:04.709279] [INFO ] [FORECASTER] Completed predict_future for JGLO [2025-12-31T20:25:04.709408] [INFO ] [sig ] JGLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:04.848001] [INFO ] [LOCAL ] Saved forecast: JGLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JGLO.txt [2025-12-31T20:25:04.848136] [INFO ] [sig ] [1743/3534] Completed JGLO in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:04.848176] [INFO ] [sig ] [1744/3534] Forecasting JHG... [2025-12-31T20:25:04.848206] [INFO ] [sig ] Generating forecast for: JHG [2025-12-31T20:25:04.848237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-12-31T20:25:04.859421] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHG'. [2025-12-31T20:25:04.859736] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-12-31T20:25:04.860508] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-12-31T20:25:04.860560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:04.860612] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:04.860641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:04.860697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:04.916843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:04.917503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:04.917599] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:04.917634] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:05.040940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:05.041101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:05.041140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:05.041170] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:05.044604] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=42.72%) [2025-12-31T20:25:05.044872] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-12-31T20:25:05.044993] [INFO ] [sig ] JHG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:05.183749] [INFO ] [LOCAL ] Saved forecast: JHG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JHG.txt [2025-12-31T20:25:05.183884] [INFO ] [sig ] [1744/3534] Completed JHG in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:05.183924] [INFO ] [sig ] [1745/3534] Forecasting JHI... [2025-12-31T20:25:05.183952] [INFO ] [sig ] Generating forecast for: JHI [2025-12-31T20:25:05.183984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-12-31T20:25:05.195188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHI'. [2025-12-31T20:25:05.195502] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-12-31T20:25:05.196271] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-12-31T20:25:05.196323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:05.196355] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:05.196387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:05.196458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:05.253224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:05.254114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:05.254203] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:05.254235] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:05.364082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:05.364248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:05.364289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:05.364318] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:05.367713] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=61.00%) [2025-12-31T20:25:05.367996] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-12-31T20:25:05.368120] [INFO ] [sig ] JHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:05.507875] [INFO ] [LOCAL ] Saved forecast: JHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JHI.txt [2025-12-31T20:25:05.508036] [INFO ] [sig ] [1745/3534] Completed JHI in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:05.508077] [INFO ] [sig ] [1746/3534] Forecasting JHX... [2025-12-31T20:25:05.508108] [INFO ] [sig ] Generating forecast for: JHX [2025-12-31T20:25:05.508139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-12-31T20:25:05.521957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JHX'. [2025-12-31T20:25:05.522262] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-12-31T20:25:05.523063] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-12-31T20:25:05.523114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:05.523145] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:05.523171] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:05.523228] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:05.579365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:05.580041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:05.580118] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:05.580149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:05.698398] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:05.698584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:05.698626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:05.698654] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:05.702033] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=66.93%) [2025-12-31T20:25:05.702305] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-12-31T20:25:05.702427] [INFO ] [sig ] JHX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:05.841338] [INFO ] [LOCAL ] Saved forecast: JHX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JHX.txt [2025-12-31T20:25:05.841494] [INFO ] [sig ] [1746/3534] Completed JHX in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.3m [2025-12-31T20:25:05.841541] [INFO ] [sig ] [1747/3534] Forecasting JILL... [2025-12-31T20:25:05.841592] [INFO ] [sig ] Generating forecast for: JILL [2025-12-31T20:25:05.841627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-12-31T20:25:05.853050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JILL'. [2025-12-31T20:25:05.853347] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-12-31T20:25:05.854121] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-12-31T20:25:05.854174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:05.854217] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:05.854245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:05.854303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:05.911191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:05.911900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:05.911979] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:05.912011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:06.029325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:06.029491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:06.029531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:06.029560] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:06.032991] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=91.97%) [2025-12-31T20:25:06.033267] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-12-31T20:25:06.033390] [INFO ] [sig ] JILL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:06.172136] [INFO ] [LOCAL ] Saved forecast: JILL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JILL.txt [2025-12-31T20:25:06.172278] [INFO ] [sig ] [1747/3534] Completed JILL in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.2m [2025-12-31T20:25:06.172318] [INFO ] [sig ] [1748/3534] Forecasting JIVE... [2025-12-31T20:25:06.172347] [INFO ] [sig ] Generating forecast for: JIVE [2025-12-31T20:25:06.172378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'. [2025-12-31T20:25:06.183357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JIVE'. [2025-12-31T20:25:06.183706] [INFO ] [FORECASTER] Starting predict_future for JIVE [2025-12-31T20:25:06.184449] [DEBUG] [LOCAL ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt [2025-12-31T20:25:06.184504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:06.184535] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:06.184562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:06.184641] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:06.241271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:06.242030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:06.242110] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:06.242142] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:06.355972] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:06.356151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:06.356200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:06.356234] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:06.359939] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=89.15%) [2025-12-31T20:25:06.360244] [INFO ] [FORECASTER] Completed predict_future for JIVE [2025-12-31T20:25:06.360378] [INFO ] [sig ] JIVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:06.502529] [INFO ] [LOCAL ] Saved forecast: JIVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JIVE.txt [2025-12-31T20:25:06.502709] [INFO ] [sig ] [1748/3534] Completed JIVE in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.2m [2025-12-31T20:25:06.502752] [INFO ] [sig ] [1749/3534] Forecasting JJSF... [2025-12-31T20:25:06.502783] [INFO ] [sig ] Generating forecast for: JJSF [2025-12-31T20:25:06.502815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'. [2025-12-31T20:25:06.514636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JJSF'. [2025-12-31T20:25:06.514989] [INFO ] [FORECASTER] Starting predict_future for JJSF [2025-12-31T20:25:06.515829] [DEBUG] [LOCAL ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt [2025-12-31T20:25:06.515881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:06.515912] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:06.515939] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:06.515996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:06.573644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:06.574503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:06.574609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:06.574645] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:06.699009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:06.699164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:06.699204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:06.699233] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:06.702703] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=27.37%) [2025-12-31T20:25:06.702990] [INFO ] [FORECASTER] Completed predict_future for JJSF [2025-12-31T20:25:06.703118] [INFO ] [sig ] JJSF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:06.847794] [INFO ] [LOCAL ] Saved forecast: JJSF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JJSF.txt [2025-12-31T20:25:06.847941] [INFO ] [sig ] [1749/3534] Completed JJSF in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.2m [2025-12-31T20:25:06.847983] [INFO ] [sig ] [1750/3534] Forecasting JKHY... [2025-12-31T20:25:06.848012] [INFO ] [sig ] Generating forecast for: JKHY [2025-12-31T20:25:06.848041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'. [2025-12-31T20:25:06.860139] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKHY'. [2025-12-31T20:25:06.860502] [INFO ] [FORECASTER] Starting predict_future for JKHY [2025-12-31T20:25:06.861326] [DEBUG] [LOCAL ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt [2025-12-31T20:25:06.861380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:06.861413] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:06.861441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:06.861503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:06.919485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:06.920296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:06.920418] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:06.920453] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:07.041706] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:07.041888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:07.041944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:07.041987] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:07.046728] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-12-31T20:25:07.047147] [INFO ] [FORECASTER] Completed predict_future for JKHY [2025-12-31T20:25:07.047330] [INFO ] [sig ] JKHY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:07.203957] [INFO ] [LOCAL ] Saved forecast: JKHY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JKHY.txt [2025-12-31T20:25:07.204116] [INFO ] [sig ] [1750/3534] Completed JKHY in 0.4s | 2.91 sym/s | Total: 10.0m | ETA: 10.2m [2025-12-31T20:25:07.204165] [INFO ] [sig ] [1751/3534] Forecasting JKS... [2025-12-31T20:25:07.204197] [INFO ] [sig ] Generating forecast for: JKS [2025-12-31T20:25:07.204228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-12-31T20:25:07.215925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JKS'. [2025-12-31T20:25:07.216181] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-12-31T20:25:07.216990] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-12-31T20:25:07.217043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:07.217076] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:07.217103] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:07.217162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:07.273951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:07.274569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:07.274667] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:07.274700] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:07.395206] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:07.395322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:07.395358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:07.395387] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:07.398615] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=87.38%) [2025-12-31T20:25:07.398884] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-12-31T20:25:07.399007] [INFO ] [sig ] JKS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:07.539222] [INFO ] [LOCAL ] Saved forecast: JKS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JKS.txt [2025-12-31T20:25:07.539349] [INFO ] [sig ] [1751/3534] Completed JKS in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.2m [2025-12-31T20:25:07.539388] [INFO ] [sig ] [1752/3534] Forecasting JLL... [2025-12-31T20:25:07.539417] [INFO ] [sig ] Generating forecast for: JLL [2025-12-31T20:25:07.539447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-12-31T20:25:07.553308] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLL'. [2025-12-31T20:25:07.553644] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-12-31T20:25:07.554396] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-12-31T20:25:07.554455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:07.554494] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:07.554526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:07.554616] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:07.611924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:07.612554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:07.612653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:07.612687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:07.734711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:07.734815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:07.734850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:07.734879] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:07.738066] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=5.28%) [2025-12-31T20:25:07.738328] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-12-31T20:25:07.738459] [INFO ] [sig ] JLL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:07.879443] [INFO ] [LOCAL ] Saved forecast: JLL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JLL.txt [2025-12-31T20:25:07.879598] [INFO ] [sig ] [1752/3534] Completed JLL in 0.3s | 2.91 sym/s | Total: 10.0m | ETA: 10.2m [2025-12-31T20:25:07.879643] [INFO ] [sig ] [1753/3534] Forecasting JLS... [2025-12-31T20:25:07.879671] [INFO ] [sig ] Generating forecast for: JLS [2025-12-31T20:25:07.879700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-12-31T20:25:07.892949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JLS'. [2025-12-31T20:25:07.893362] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-12-31T20:25:07.894254] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-12-31T20:25:07.894309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:07.894343] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:07.894371] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:07.894433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:07.959391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:07.960358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:07.960463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:07.960497] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:08.073889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:08.074072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:08.074112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:08.074142] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:08.077708] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=19.78%) [2025-12-31T20:25:08.078017] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-12-31T20:25:08.078151] [INFO ] [sig ] JLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:08.222350] [INFO ] [LOCAL ] Saved forecast: JLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JLS.txt [2025-12-31T20:25:08.222543] [INFO ] [sig ] [1753/3534] Completed JLS in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:08.222606] [INFO ] [sig ] [1754/3534] Forecasting JMIA... [2025-12-31T20:25:08.222640] [INFO ] [sig ] Generating forecast for: JMIA [2025-12-31T20:25:08.222671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-12-31T20:25:08.234045] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMIA'. [2025-12-31T20:25:08.234387] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-12-31T20:25:08.235228] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-12-31T20:25:08.235281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:08.235313] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:08.235340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:08.235397] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:08.295133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:08.296031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:08.296114] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:08.296146] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:08.417378] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:08.417541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:08.417599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:08.417649] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:08.421008] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=18.81%) [2025-12-31T20:25:08.421282] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-12-31T20:25:08.421403] [INFO ] [sig ] JMIA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:08.563214] [INFO ] [LOCAL ] Saved forecast: JMIA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JMIA.txt [2025-12-31T20:25:08.563373] [INFO ] [sig ] [1754/3534] Completed JMIA in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:08.563412] [INFO ] [sig ] [1755/3534] Forecasting JMSB... [2025-12-31T20:25:08.563442] [INFO ] [sig ] Generating forecast for: JMSB [2025-12-31T20:25:08.563474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'. [2025-12-31T20:25:08.575786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JMSB'. [2025-12-31T20:25:08.576149] [INFO ] [FORECASTER] Starting predict_future for JMSB [2025-12-31T20:25:08.576966] [DEBUG] [LOCAL ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt [2025-12-31T20:25:08.577019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:08.577050] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:08.577077] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:08.577135] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:08.635264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:08.636139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:08.636224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:08.636256] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:08.745445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:08.745633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:08.745676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:08.745707] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:08.749234] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=4.03%) [2025-12-31T20:25:08.749559] [INFO ] [FORECASTER] Completed predict_future for JMSB [2025-12-31T20:25:08.749725] [INFO ] [sig ] JMSB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:08.894196] [INFO ] [LOCAL ] Saved forecast: JMSB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JMSB.txt [2025-12-31T20:25:08.894326] [INFO ] [sig ] [1755/3534] Completed JMSB in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:08.894366] [INFO ] [sig ] [1756/3534] Forecasting JNJ... [2025-12-31T20:25:08.894396] [INFO ] [sig ] Generating forecast for: JNJ [2025-12-31T20:25:08.894427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-12-31T20:25:08.906930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JNJ'. [2025-12-31T20:25:08.907371] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-12-31T20:25:08.908191] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-12-31T20:25:08.908245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:08.908279] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:08.908308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:08.908367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:08.966647] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:08.967468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:08.967554] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:08.967624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:09.094188] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:09.094340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:09.094380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:09.094409] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:09.097767] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=5.83%) [2025-12-31T20:25:09.098041] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-12-31T20:25:09.098164] [INFO ] [sig ] JNJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:09.242525] [INFO ] [LOCAL ] Saved forecast: JNJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JNJ.txt [2025-12-31T20:25:09.242687] [INFO ] [sig ] [1756/3534] Completed JNJ in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:09.242728] [INFO ] [sig ] [1757/3534] Forecasting JOBY... [2025-12-31T20:25:09.242758] [INFO ] [sig ] Generating forecast for: JOBY [2025-12-31T20:25:09.242798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-12-31T20:25:09.255012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOBY'. [2025-12-31T20:25:09.255277] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-12-31T20:25:09.256053] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-12-31T20:25:09.256105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:09.256159] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:09.256188] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:09.256246] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:09.313243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:09.313929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:09.314003] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:09.314035] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:09.431113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:09.431241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:09.431282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:09.431310] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:09.434543] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=88.05%) [2025-12-31T20:25:09.434831] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-12-31T20:25:09.434961] [INFO ] [sig ] JOBY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:09.574885] [INFO ] [LOCAL ] Saved forecast: JOBY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JOBY.txt [2025-12-31T20:25:09.575007] [INFO ] [sig ] [1757/3534] Completed JOBY in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:09.575046] [INFO ] [sig ] [1758/3534] Forecasting JOE... [2025-12-31T20:25:09.575075] [INFO ] [sig ] Generating forecast for: JOE [2025-12-31T20:25:09.575105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-12-31T20:25:09.588846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOE'. [2025-12-31T20:25:09.589103] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-12-31T20:25:09.589894] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-12-31T20:25:09.589946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:09.589978] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:09.590016] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:09.590076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:09.646512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:09.647262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:09.647342] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:09.647375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:09.776791] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:09.776955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:09.776997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:09.777025] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:09.780962] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=81.89%) [2025-12-31T20:25:09.781298] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-12-31T20:25:09.781436] [INFO ] [sig ] JOE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:09.960390] [INFO ] [LOCAL ] Saved forecast: JOE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JOE.txt [2025-12-31T20:25:09.960568] [INFO ] [sig ] [1758/3534] Completed JOE in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:09.960648] [INFO ] [sig ] [1759/3534] Forecasting JOF... [2025-12-31T20:25:09.960680] [INFO ] [sig ] Generating forecast for: JOF [2025-12-31T20:25:09.960711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-12-31T20:25:09.974466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JOF'. [2025-12-31T20:25:09.974916] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-12-31T20:25:09.975828] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-12-31T20:25:09.975890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:09.975928] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:09.975960] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:09.976030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:10.054675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:10.055620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:10.055713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:10.055748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:10.195142] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:10.195310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:10.195352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:10.195382] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:10.198993] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=95.62%) [2025-12-31T20:25:10.199409] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-12-31T20:25:10.199614] [INFO ] [sig ] JOF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:10.357005] [INFO ] [LOCAL ] Saved forecast: JOF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JOF.txt [2025-12-31T20:25:10.357236] [INFO ] [sig ] [1759/3534] Completed JOF in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:10.357304] [INFO ] [sig ] [1760/3534] Forecasting JPC... [2025-12-31T20:25:10.357356] [INFO ] [sig ] Generating forecast for: JPC [2025-12-31T20:25:10.357412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-12-31T20:25:10.373712] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPC'. [2025-12-31T20:25:10.374157] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-12-31T20:25:10.375095] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-12-31T20:25:10.375153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:10.375189] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:10.375217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:10.375275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:10.464008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:10.465268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:10.465394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:10.465449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:10.614147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:10.614332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:10.614378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:10.614441] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:10.618919] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=89.83%) [2025-12-31T20:25:10.619426] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-12-31T20:25:10.619641] [INFO ] [sig ] JPC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:10.812252] [INFO ] [LOCAL ] Saved forecast: JPC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JPC.txt [2025-12-31T20:25:10.812435] [INFO ] [sig ] [1760/3534] Completed JPC in 0.5s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:10.812479] [INFO ] [sig ] [1761/3534] Forecasting JPEF... [2025-12-31T20:25:10.812513] [INFO ] [sig ] Generating forecast for: JPEF [2025-12-31T20:25:10.812544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'. [2025-12-31T20:25:10.828661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPEF'. [2025-12-31T20:25:10.829167] [INFO ] [FORECASTER] Starting predict_future for JPEF [2025-12-31T20:25:10.830519] [DEBUG] [LOCAL ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt [2025-12-31T20:25:10.830619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:10.830677] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:10.830726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:10.830819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:10.902512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:10.903458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:10.903551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:10.903605] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:11.039840] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:11.040011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:11.040054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:11.040083] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:11.043694] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=23.28%) [2025-12-31T20:25:11.044034] [INFO ] [FORECASTER] Completed predict_future for JPEF [2025-12-31T20:25:11.044183] [INFO ] [sig ] JPEF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:11.217016] [INFO ] [LOCAL ] Saved forecast: JPEF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JPEF.txt [2025-12-31T20:25:11.217176] [INFO ] [sig ] [1761/3534] Completed JPEF in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:11.217218] [INFO ] [sig ] [1762/3534] Forecasting JPM... [2025-12-31T20:25:11.217248] [INFO ] [sig ] Generating forecast for: JPM [2025-12-31T20:25:11.217285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-12-31T20:25:11.228970] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JPM'. [2025-12-31T20:25:11.229376] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-12-31T20:25:11.230187] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-12-31T20:25:11.230240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:11.230272] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:11.230299] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:11.230355] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:11.287691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:11.288590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:11.288677] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:11.288709] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:11.418120] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:11.418274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:11.418313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:11.418341] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:11.422141] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=6.49%) [2025-12-31T20:25:11.422418] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-12-31T20:25:11.422542] [INFO ] [sig ] JPM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:11.561978] [INFO ] [LOCAL ] Saved forecast: JPM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JPM.txt [2025-12-31T20:25:11.562125] [INFO ] [sig ] [1762/3534] Completed JPM in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:11.562165] [INFO ] [sig ] [1763/3534] Forecasting JQC... [2025-12-31T20:25:11.562195] [INFO ] [sig ] Generating forecast for: JQC [2025-12-31T20:25:11.562226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-12-31T20:25:11.573929] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JQC'. [2025-12-31T20:25:11.574333] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-12-31T20:25:11.575173] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-12-31T20:25:11.575227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:11.575264] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:11.575306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:11.575376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:11.635898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:11.636828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:11.636913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:11.636948] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:11.765860] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:11.766022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:11.766064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:11.766093] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:11.769944] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=51.94%) [2025-12-31T20:25:11.770251] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-12-31T20:25:11.770403] [INFO ] [sig ] JQC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:11.919435] [INFO ] [LOCAL ] Saved forecast: JQC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JQC.txt [2025-12-31T20:25:11.919661] [INFO ] [sig ] [1763/3534] Completed JQC in 0.4s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:11.919710] [INFO ] [sig ] [1764/3534] Forecasting JRI... [2025-12-31T20:25:11.919742] [INFO ] [sig ] Generating forecast for: JRI [2025-12-31T20:25:11.919789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-12-31T20:25:11.931842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRI'. [2025-12-31T20:25:11.932240] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-12-31T20:25:11.933093] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-12-31T20:25:11.933148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:11.933182] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:11.933210] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:11.933290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:11.991692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:11.992551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:11.992662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:11.992697] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:12.111036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:12.111197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:12.111237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:12.111267] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:12.114714] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=48.62%) [2025-12-31T20:25:12.114995] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-12-31T20:25:12.115122] [INFO ] [sig ] JRI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:12.255504] [INFO ] [LOCAL ] Saved forecast: JRI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JRI.txt [2025-12-31T20:25:12.255687] [INFO ] [sig ] [1764/3534] Completed JRI in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.2m [2025-12-31T20:25:12.255729] [INFO ] [sig ] [1765/3534] Forecasting JRS... [2025-12-31T20:25:12.255758] [INFO ] [sig ] Generating forecast for: JRS [2025-12-31T20:25:12.255790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-12-31T20:25:12.267351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JRS'. [2025-12-31T20:25:12.267759] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-12-31T20:25:12.268529] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-12-31T20:25:12.268608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:12.268642] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:12.268670] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:12.268727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:12.325710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:12.326556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:12.326663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:12.326696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:12.441173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:12.441327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:12.441367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:12.441397] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:12.444748] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=21.05%) [2025-12-31T20:25:12.445053] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-12-31T20:25:12.445177] [INFO ] [sig ] JRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:12.583914] [INFO ] [LOCAL ] Saved forecast: JRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JRS.txt [2025-12-31T20:25:12.584057] [INFO ] [sig ] [1765/3534] Completed JRS in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.1m [2025-12-31T20:25:12.584096] [INFO ] [sig ] [1766/3534] Forecasting JSM... [2025-12-31T20:25:12.584126] [INFO ] [sig ] Generating forecast for: JSM [2025-12-31T20:25:12.584158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'. [2025-12-31T20:25:12.595114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSM'. [2025-12-31T20:25:12.595372] [INFO ] [FORECASTER] Starting predict_future for JSM [2025-12-31T20:25:12.596130] [DEBUG] [LOCAL ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt [2025-12-31T20:25:12.596181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:12.596212] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:12.596238] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:12.596295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:12.652435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:12.653051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:12.653126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:12.653158] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:12.763250] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:12.763401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:12.763441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:12.763469] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:12.766774] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=94.48%) [2025-12-31T20:25:12.767043] [INFO ] [FORECASTER] Completed predict_future for JSM [2025-12-31T20:25:12.767164] [INFO ] [sig ] JSM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:12.903903] [INFO ] [LOCAL ] Saved forecast: JSM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JSM.txt [2025-12-31T20:25:12.904029] [INFO ] [sig ] [1766/3534] Completed JSM in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.1m [2025-12-31T20:25:12.904067] [INFO ] [sig ] [1767/3534] Forecasting JSMD... [2025-12-31T20:25:12.904097] [INFO ] [sig ] Generating forecast for: JSMD [2025-12-31T20:25:12.904127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'. [2025-12-31T20:25:12.914936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSMD'. [2025-12-31T20:25:12.915220] [INFO ] [FORECASTER] Starting predict_future for JSMD [2025-12-31T20:25:12.915986] [DEBUG] [LOCAL ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt [2025-12-31T20:25:12.916038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:12.916069] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:12.916097] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:12.916154] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:12.971925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:12.972567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:12.972688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:12.972721] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:13.096355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:13.096525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:13.096565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:13.096613] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:13.099967] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-12-31T20:25:13.100237] [INFO ] [FORECASTER] Completed predict_future for JSMD [2025-12-31T20:25:13.100362] [INFO ] [sig ] JSMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:13.238046] [INFO ] [LOCAL ] Saved forecast: JSMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JSMD.txt [2025-12-31T20:25:13.238178] [INFO ] [sig ] [1767/3534] Completed JSMD in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.1m [2025-12-31T20:25:13.238218] [INFO ] [sig ] [1768/3534] Forecasting JSML... [2025-12-31T20:25:13.238248] [INFO ] [sig ] Generating forecast for: JSML [2025-12-31T20:25:13.238279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'. [2025-12-31T20:25:13.248996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JSML'. [2025-12-31T20:25:13.249288] [INFO ] [FORECASTER] Starting predict_future for JSML [2025-12-31T20:25:13.250070] [DEBUG] [LOCAL ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt [2025-12-31T20:25:13.250123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:13.250155] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:13.250181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:13.250238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:13.307377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:13.308145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:13.308226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:13.308260] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:13.422375] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:13.422528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:13.422568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:13.422617] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:13.425941] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-12-31T20:25:13.426212] [INFO ] [FORECASTER] Completed predict_future for JSML [2025-12-31T20:25:13.426335] [INFO ] [sig ] JSML: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:13.566643] [INFO ] [LOCAL ] Saved forecast: JSML 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/JSML.txt [2025-12-31T20:25:13.566785] [INFO ] [sig ] [1768/3534] Completed JSML in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.1m [2025-12-31T20:25:13.566826] [INFO ] [sig ] [1769/3534] Forecasting JTEK... [2025-12-31T20:25:13.566854] [INFO ] [sig ] Generating forecast for: JTEK [2025-12-31T20:25:13.566885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'. [2025-12-31T20:25:13.577916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JTEK'. [2025-12-31T20:25:13.578244] [INFO ] [FORECASTER] Starting predict_future for JTEK [2025-12-31T20:25:13.579024] [DEBUG] [LOCAL ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt [2025-12-31T20:25:13.579076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:13.579107] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:13.579133] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:13.579190] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:13.636261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:13.637038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:13.637119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:13.637153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:13.758305] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:13.758461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:13.758501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:13.758533] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:13.761961] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: DOWN (p=44.84%) [2025-12-31T20:25:13.762235] [INFO ] [FORECASTER] Completed predict_future for JTEK [2025-12-31T20:25:13.762362] [INFO ] [sig ] JTEK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:13.901828] [INFO ] [LOCAL ] Saved forecast: JTEK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JTEK.txt [2025-12-31T20:25:13.901976] [INFO ] [sig ] [1769/3534] Completed JTEK in 0.3s | 2.91 sym/s | Total: 10.1m | ETA: 10.1m [2025-12-31T20:25:13.902021] [INFO ] [sig ] [1770/3534] Forecasting JVA... [2025-12-31T20:25:13.902052] [INFO ] [sig ] Generating forecast for: JVA [2025-12-31T20:25:13.902084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'. [2025-12-31T20:25:13.913464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JVA'. [2025-12-31T20:25:13.913828] [INFO ] [FORECASTER] Starting predict_future for JVA [2025-12-31T20:25:13.914634] [DEBUG] [LOCAL ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt [2025-12-31T20:25:13.914687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:13.914721] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:13.914749] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:13.914809] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:13.973433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:13.974216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:13.974300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:13.974335] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:14.093255] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:14.093410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:14.093450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:14.093479] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:14.096839] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=6.60%) [2025-12-31T20:25:14.097106] [INFO ] [FORECASTER] Completed predict_future for JVA [2025-12-31T20:25:14.097227] [INFO ] [sig ] JVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:14.237058] [INFO ] [LOCAL ] Saved forecast: JVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JVA.txt [2025-12-31T20:25:14.237220] [INFO ] [sig ] [1770/3534] Completed JVA in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:14.237260] [INFO ] [sig ] [1771/3534] Forecasting JXN... [2025-12-31T20:25:14.237290] [INFO ] [sig ] Generating forecast for: JXN [2025-12-31T20:25:14.237321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-12-31T20:25:14.248142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'JXN'. [2025-12-31T20:25:14.248394] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-12-31T20:25:14.249159] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-12-31T20:25:14.249222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:14.249273] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:14.249302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:14.249360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:14.305519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:14.306165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:14.306242] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:14.306275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:14.427922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:14.428084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:14.428123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:14.428152] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:14.431520] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=24.12%) [2025-12-31T20:25:14.431815] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-12-31T20:25:14.431937] [INFO ] [sig ] JXN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:14.568807] [INFO ] [LOCAL ] Saved forecast: JXN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/JXN.txt [2025-12-31T20:25:14.568931] [INFO ] [sig ] [1771/3534] Completed JXN in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:14.568970] [INFO ] [sig ] [1772/3534] Forecasting KAI... [2025-12-31T20:25:14.569000] [INFO ] [sig ] Generating forecast for: KAI [2025-12-31T20:25:14.569030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-12-31T20:25:14.580009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KAI'. [2025-12-31T20:25:14.580313] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-12-31T20:25:14.581091] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-12-31T20:25:14.581143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:14.581174] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:14.581202] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:14.581259] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:14.636743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:14.637372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:14.637448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:14.637480] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:14.755541] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:14.755704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:14.755742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:14.755772] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:14.759064] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=14.17%) [2025-12-31T20:25:14.759349] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-12-31T20:25:14.759470] [INFO ] [sig ] KAI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:14.896789] [INFO ] [LOCAL ] Saved forecast: KAI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KAI.txt [2025-12-31T20:25:14.896916] [INFO ] [sig ] [1772/3534] Completed KAI in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:14.896956] [INFO ] [sig ] [1773/3534] Forecasting KARO... [2025-12-31T20:25:14.896985] [INFO ] [sig ] Generating forecast for: KARO [2025-12-31T20:25:14.897015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'. [2025-12-31T20:25:14.907954] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KARO'. [2025-12-31T20:25:14.908280] [INFO ] [FORECASTER] Starting predict_future for KARO [2025-12-31T20:25:14.909072] [DEBUG] [LOCAL ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt [2025-12-31T20:25:14.909123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:14.909155] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:14.909181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:14.909237] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:14.965313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:14.966081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:14.966160] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:14.966193] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:15.084703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:15.084852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:15.084890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:15.084919] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:15.088201] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=6.93%) [2025-12-31T20:25:15.088467] [INFO ] [FORECASTER] Completed predict_future for KARO [2025-12-31T20:25:15.088603] [INFO ] [sig ] KARO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:15.228825] [INFO ] [LOCAL ] Saved forecast: KARO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KARO.txt [2025-12-31T20:25:15.228964] [INFO ] [sig ] [1773/3534] Completed KARO in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:15.229014] [INFO ] [sig ] [1774/3534] Forecasting KB... [2025-12-31T20:25:15.229045] [INFO ] [sig ] Generating forecast for: KB [2025-12-31T20:25:15.229074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-12-31T20:25:15.240321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KB'. [2025-12-31T20:25:15.240651] [INFO ] [FORECASTER] Starting predict_future for KB [2025-12-31T20:25:15.241406] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-12-31T20:25:15.241457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:15.241513] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:15.241541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:15.241620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:15.297741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:15.298444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:15.298524] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:15.298556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:15.419971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:15.420132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:15.420173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:15.420202] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:15.423558] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-12-31T20:25:15.423842] [INFO ] [FORECASTER] Completed predict_future for KB [2025-12-31T20:25:15.423964] [INFO ] [sig ] KB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:15.562277] [INFO ] [LOCAL ] Saved forecast: KB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KB.txt [2025-12-31T20:25:15.562407] [INFO ] [sig ] [1774/3534] Completed KB in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:15.562453] [INFO ] [sig ] [1775/3534] Forecasting KBH... [2025-12-31T20:25:15.562484] [INFO ] [sig ] Generating forecast for: KBH [2025-12-31T20:25:15.562515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-12-31T20:25:15.573560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBH'. [2025-12-31T20:25:15.573862] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-12-31T20:25:15.574640] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-12-31T20:25:15.574711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:15.574749] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:15.574781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:15.574838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:15.630999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:15.631700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:15.631780] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:15.631812] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:15.751823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:15.751988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:15.752029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:15.752057] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:15.755384] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=40.21%) [2025-12-31T20:25:15.755673] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-12-31T20:25:15.755798] [INFO ] [sig ] KBH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:15.897302] [INFO ] [LOCAL ] Saved forecast: KBH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KBH.txt [2025-12-31T20:25:15.897433] [INFO ] [sig ] [1775/3534] Completed KBH in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:15.897472] [INFO ] [sig ] [1776/3534] Forecasting KBWB... [2025-12-31T20:25:15.897502] [INFO ] [sig ] Generating forecast for: KBWB [2025-12-31T20:25:15.897537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'. [2025-12-31T20:25:15.909638] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWB'. [2025-12-31T20:25:15.909929] [INFO ] [FORECASTER] Starting predict_future for KBWB [2025-12-31T20:25:15.910707] [DEBUG] [LOCAL ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt [2025-12-31T20:25:15.910759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:15.910791] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:15.910817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:15.910874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:15.967885] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:15.968518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:15.968609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:15.968643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:16.091516] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:16.091688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:16.091728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:16.091757] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:16.095158] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-12-31T20:25:16.095452] [INFO ] [FORECASTER] Completed predict_future for KBWB [2025-12-31T20:25:16.095619] [INFO ] [sig ] KBWB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:16.235396] [INFO ] [LOCAL ] Saved forecast: KBWB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KBWB.txt [2025-12-31T20:25:16.235521] [INFO ] [sig ] [1776/3534] Completed KBWB in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:16.235560] [INFO ] [sig ] [1777/3534] Forecasting KBWD... [2025-12-31T20:25:16.235609] [INFO ] [sig ] Generating forecast for: KBWD [2025-12-31T20:25:16.235641] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'. [2025-12-31T20:25:16.246947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWD'. [2025-12-31T20:25:16.247246] [INFO ] [FORECASTER] Starting predict_future for KBWD [2025-12-31T20:25:16.248068] [DEBUG] [LOCAL ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt [2025-12-31T20:25:16.248125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:16.248164] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:16.248196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:16.248256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:16.306784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:16.307534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:16.307634] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:16.307669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:16.429592] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:16.429707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:16.429747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:16.429801] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:16.433038] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=92.38%) [2025-12-31T20:25:16.433317] [INFO ] [FORECASTER] Completed predict_future for KBWD [2025-12-31T20:25:16.433441] [INFO ] [sig ] KBWD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:16.574589] [INFO ] [LOCAL ] Saved forecast: KBWD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KBWD.txt [2025-12-31T20:25:16.574703] [INFO ] [sig ] [1777/3534] Completed KBWD in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:16.574741] [INFO ] [sig ] [1778/3534] Forecasting KBWP... [2025-12-31T20:25:16.574770] [INFO ] [sig ] Generating forecast for: KBWP [2025-12-31T20:25:16.574802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'. [2025-12-31T20:25:16.586178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWP'. [2025-12-31T20:25:16.586452] [INFO ] [FORECASTER] Starting predict_future for KBWP [2025-12-31T20:25:16.587209] [DEBUG] [LOCAL ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt [2025-12-31T20:25:16.587261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:16.587293] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:16.587320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:16.587377] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:16.643907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:16.644569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:16.644671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:16.644709] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:16.755967] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:16.756123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:16.756180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:16.756211] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:16.759558] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=92.46%) [2025-12-31T20:25:16.759842] [INFO ] [FORECASTER] Completed predict_future for KBWP [2025-12-31T20:25:16.759966] [INFO ] [sig ] KBWP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:16.900256] [INFO ] [LOCAL ] Saved forecast: KBWP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KBWP.txt [2025-12-31T20:25:16.900409] [INFO ] [sig ] [1778/3534] Completed KBWP in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:16.900450] [INFO ] [sig ] [1779/3534] Forecasting KBWY... [2025-12-31T20:25:16.900481] [INFO ] [sig ] Generating forecast for: KBWY [2025-12-31T20:25:16.900512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'. [2025-12-31T20:25:16.911953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KBWY'. [2025-12-31T20:25:16.912323] [INFO ] [FORECASTER] Starting predict_future for KBWY [2025-12-31T20:25:16.913166] [DEBUG] [LOCAL ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt [2025-12-31T20:25:16.913219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:16.913254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:16.913282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:16.913340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:16.969934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:16.970554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:16.970647] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:16.970680] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:17.086407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:17.086588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:17.086630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:17.086661] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:17.090071] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=28.96%) [2025-12-31T20:25:17.090351] [INFO ] [FORECASTER] Completed predict_future for KBWY [2025-12-31T20:25:17.090477] [INFO ] [sig ] KBWY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:17.229703] [INFO ] [LOCAL ] Saved forecast: KBWY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KBWY.txt [2025-12-31T20:25:17.229872] [INFO ] [sig ] [1779/3534] Completed KBWY in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:17.229913] [INFO ] [sig ] [1780/3534] Forecasting KC... [2025-12-31T20:25:17.229944] [INFO ] [sig ] Generating forecast for: KC [2025-12-31T20:25:17.229976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'. [2025-12-31T20:25:17.241871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KC'. [2025-12-31T20:25:17.242209] [INFO ] [FORECASTER] Starting predict_future for KC [2025-12-31T20:25:17.242987] [DEBUG] [LOCAL ] No optimal features file found for KC: ./output/feature-sets/KC.txt [2025-12-31T20:25:17.243039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:17.243071] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:17.243098] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:17.243156] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:17.300111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:17.300974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:17.301075] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:17.301108] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:17.422451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:17.422626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:17.422667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:17.422697] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:17.426078] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=17.17%) [2025-12-31T20:25:17.426346] [INFO ] [FORECASTER] Completed predict_future for KC [2025-12-31T20:25:17.426465] [INFO ] [sig ] KC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:17.565938] [INFO ] [LOCAL ] Saved forecast: KC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KC.txt [2025-12-31T20:25:17.566096] [INFO ] [sig ] [1780/3534] Completed KC in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:17.566136] [INFO ] [sig ] [1781/3534] Forecasting KD... [2025-12-31T20:25:17.566167] [INFO ] [sig ] Generating forecast for: KD [2025-12-31T20:25:17.566198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-12-31T20:25:17.577313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KD'. [2025-12-31T20:25:17.577692] [INFO ] [FORECASTER] Starting predict_future for KD [2025-12-31T20:25:17.578444] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-12-31T20:25:17.578495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:17.578527] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:17.578554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:17.578636] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:17.635554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:17.636438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:17.636522] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:17.636555] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:17.758554] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:17.758731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:17.758772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:17.758801] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:17.762359] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=30.16%) [2025-12-31T20:25:17.762659] [INFO ] [FORECASTER] Completed predict_future for KD [2025-12-31T20:25:17.762783] [INFO ] [sig ] KD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:17.903964] [INFO ] [LOCAL ] Saved forecast: KD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KD.txt [2025-12-31T20:25:17.904091] [INFO ] [sig ] [1781/3534] Completed KD in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.1m [2025-12-31T20:25:17.904139] [INFO ] [sig ] [1782/3534] Forecasting KDP... [2025-12-31T20:25:17.904171] [INFO ] [sig ] Generating forecast for: KDP [2025-12-31T20:25:17.904201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'. [2025-12-31T20:25:17.915973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KDP'. [2025-12-31T20:25:17.916259] [INFO ] [FORECASTER] Starting predict_future for KDP [2025-12-31T20:25:17.917115] [DEBUG] [LOCAL ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt [2025-12-31T20:25:17.917169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:17.917210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:17.917253] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:17.917314] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:17.974762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:17.975369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:17.975450] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:17.975483] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:18.092763] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:18.092877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:18.092912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:18.092940] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:18.096088] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=71.76%) [2025-12-31T20:25:18.096350] [INFO ] [FORECASTER] Completed predict_future for KDP [2025-12-31T20:25:18.096469] [INFO ] [sig ] KDP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:18.235260] [INFO ] [LOCAL ] Saved forecast: KDP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KDP.txt [2025-12-31T20:25:18.235415] [INFO ] [sig ] [1782/3534] Completed KDP in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.0m [2025-12-31T20:25:18.235456] [INFO ] [sig ] [1783/3534] Forecasting KE... [2025-12-31T20:25:18.235486] [INFO ] [sig ] Generating forecast for: KE [2025-12-31T20:25:18.235516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'. [2025-12-31T20:25:18.247383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KE'. [2025-12-31T20:25:18.247769] [INFO ] [FORECASTER] Starting predict_future for KE [2025-12-31T20:25:18.248551] [DEBUG] [LOCAL ] No optimal features file found for KE: ./output/feature-sets/KE.txt [2025-12-31T20:25:18.248634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:18.248671] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:18.248699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:18.248758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:18.306205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:18.307060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:18.307142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:18.307174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:18.424007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:18.424165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:18.424215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:18.424242] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:18.427648] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=65.37%) [2025-12-31T20:25:18.427934] [INFO ] [FORECASTER] Completed predict_future for KE [2025-12-31T20:25:18.428060] [INFO ] [sig ] KE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:18.570079] [INFO ] [LOCAL ] Saved forecast: KE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KE.txt [2025-12-31T20:25:18.570217] [INFO ] [sig ] [1783/3534] Completed KE in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.0m [2025-12-31T20:25:18.570256] [INFO ] [sig ] [1784/3534] Forecasting KELYA... [2025-12-31T20:25:18.570286] [INFO ] [sig ] Generating forecast for: KELYA [2025-12-31T20:25:18.570315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'. [2025-12-31T20:25:18.582056] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KELYA'. [2025-12-31T20:25:18.582355] [INFO ] [FORECASTER] Starting predict_future for KELYA [2025-12-31T20:25:18.583224] [DEBUG] [LOCAL ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt [2025-12-31T20:25:18.583278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:18.583311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:18.583339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:18.583397] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:18.639982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:18.640618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:18.640693] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:18.640756] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:18.761398] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:18.761550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:18.761606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:18.761639] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:18.764976] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=45.08%) [2025-12-31T20:25:18.765249] [INFO ] [FORECASTER] Completed predict_future for KELYA [2025-12-31T20:25:18.765372] [INFO ] [sig ] KELYA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:18.905061] [INFO ] [LOCAL ] Saved forecast: KELYA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KELYA.txt [2025-12-31T20:25:18.905191] [INFO ] [sig ] [1784/3534] Completed KELYA in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.0m [2025-12-31T20:25:18.905232] [INFO ] [sig ] [1785/3534] Forecasting KEN... [2025-12-31T20:25:18.905263] [INFO ] [sig ] Generating forecast for: KEN [2025-12-31T20:25:18.905294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-12-31T20:25:18.916170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEN'. [2025-12-31T20:25:18.916436] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-12-31T20:25:18.917206] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-12-31T20:25:18.917258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:18.917291] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:18.917319] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:18.917379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:18.974202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:18.974889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:18.974968] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:18.975002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:19.090695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:19.090855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:19.090896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:19.090926] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:19.094255] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=41.66%) [2025-12-31T20:25:19.094530] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-12-31T20:25:19.094672] [INFO ] [sig ] KEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:19.235098] [INFO ] [LOCAL ] Saved forecast: KEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KEN.txt [2025-12-31T20:25:19.235256] [INFO ] [sig ] [1785/3534] Completed KEN in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.0m [2025-12-31T20:25:19.235298] [INFO ] [sig ] [1786/3534] Forecasting KEP... [2025-12-31T20:25:19.235330] [INFO ] [sig ] Generating forecast for: KEP [2025-12-31T20:25:19.235368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-12-31T20:25:19.247738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEP'. [2025-12-31T20:25:19.248117] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-12-31T20:25:19.248908] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-12-31T20:25:19.248961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:19.249001] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:19.249037] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:19.249098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:19.307680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:19.308549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:19.308651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:19.308688] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:19.434764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:19.434926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:19.434967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:19.434998] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:19.438508] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=25.38%) [2025-12-31T20:25:19.438812] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-12-31T20:25:19.438942] [INFO ] [sig ] KEP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:19.585539] [INFO ] [LOCAL ] Saved forecast: KEP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KEP.txt [2025-12-31T20:25:19.585707] [INFO ] [sig ] [1786/3534] Completed KEP in 0.4s | 2.91 sym/s | Total: 10.2m | ETA: 10.0m [2025-12-31T20:25:19.585748] [INFO ] [sig ] [1787/3534] Forecasting KEX... [2025-12-31T20:25:19.585778] [INFO ] [sig ] Generating forecast for: KEX [2025-12-31T20:25:19.585810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-12-31T20:25:19.598507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEX'. [2025-12-31T20:25:19.598901] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-12-31T20:25:19.599739] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-12-31T20:25:19.599792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:19.599823] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:19.599851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:19.599908] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:19.656612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:19.657492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:19.657597] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:19.657631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:19.780173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:19.780332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:19.780375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:19.780406] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:19.783845] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=36.21%) [2025-12-31T20:25:19.784130] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-12-31T20:25:19.784259] [INFO ] [sig ] KEX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:19.927759] [INFO ] [LOCAL ] Saved forecast: KEX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KEX.txt [2025-12-31T20:25:19.927950] [INFO ] [sig ] [1787/3534] Completed KEX in 0.3s | 2.91 sym/s | Total: 10.2m | ETA: 10.0m [2025-12-31T20:25:19.927993] [INFO ] [sig ] [1788/3534] Forecasting KEYS... [2025-12-31T20:25:19.928022] [INFO ] [sig ] Generating forecast for: KEYS [2025-12-31T20:25:19.928053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-12-31T20:25:19.939075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KEYS'. [2025-12-31T20:25:19.939403] [INFO ] [FORECASTER] Starting predict_future for KEYS [2025-12-31T20:25:19.940183] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-12-31T20:25:19.940235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:19.940267] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:19.940294] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:19.940351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:19.997337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:19.998241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:19.998326] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:19.998359] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:20.124884] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:20.125044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:20.125085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:20.125115] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:20.128550] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=85.57%) [2025-12-31T20:25:20.128854] [INFO ] [FORECASTER] Completed predict_future for KEYS [2025-12-31T20:25:20.128984] [INFO ] [sig ] KEYS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:20.286808] [INFO ] [LOCAL ] Saved forecast: KEYS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KEYS.txt [2025-12-31T20:25:20.286964] [INFO ] [sig ] [1788/3534] Completed KEYS in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:20.287012] [INFO ] [sig ] [1789/3534] Forecasting KFS... [2025-12-31T20:25:20.287044] [INFO ] [sig ] Generating forecast for: KFS [2025-12-31T20:25:20.287075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-12-31T20:25:20.298388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KFS'. [2025-12-31T20:25:20.298707] [INFO ] [FORECASTER] Starting predict_future for KFS [2025-12-31T20:25:20.299552] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-12-31T20:25:20.299625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:20.299659] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:20.299687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:20.299746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:20.359230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:20.360123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:20.360226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:20.360262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:20.477610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:20.477758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:20.477800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:20.477829] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:20.481252] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=65.00%) [2025-12-31T20:25:20.481528] [INFO ] [FORECASTER] Completed predict_future for KFS [2025-12-31T20:25:20.481667] [INFO ] [sig ] KFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:20.620732] [INFO ] [LOCAL ] Saved forecast: KFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KFS.txt [2025-12-31T20:25:20.620869] [INFO ] [sig ] [1789/3534] Completed KFS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:20.620911] [INFO ] [sig ] [1790/3534] Forecasting KFY... [2025-12-31T20:25:20.620940] [INFO ] [sig ] Generating forecast for: KFY [2025-12-31T20:25:20.620971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-12-31T20:25:20.631824] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KFY'. [2025-12-31T20:25:20.632097] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-12-31T20:25:20.632875] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-12-31T20:25:20.632928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:20.632960] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:20.632987] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:20.633045] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:20.690159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:20.690818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:20.690895] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:20.690927] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:20.803637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:20.803790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:20.803830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:20.803859] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:20.807168] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=70.30%) [2025-12-31T20:25:20.807438] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-12-31T20:25:20.807558] [INFO ] [sig ] KFY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:20.946903] [INFO ] [LOCAL ] Saved forecast: KFY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KFY.txt [2025-12-31T20:25:20.947051] [INFO ] [sig ] [1790/3534] Completed KFY in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:20.947091] [INFO ] [sig ] [1791/3534] Forecasting KGS... [2025-12-31T20:25:20.947120] [INFO ] [sig ] Generating forecast for: KGS [2025-12-31T20:25:20.947151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-12-31T20:25:20.958733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KGS'. [2025-12-31T20:25:20.959013] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-12-31T20:25:20.959836] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-12-31T20:25:20.959887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:20.959943] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:20.959970] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:20.960027] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:21.016537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:21.017370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:21.017453] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:21.017486] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:21.137137] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:21.137288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:21.137327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:21.137364] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:21.140758] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=96.58%) [2025-12-31T20:25:21.141030] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-12-31T20:25:21.141152] [INFO ] [sig ] KGS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:21.280016] [INFO ] [LOCAL ] Saved forecast: KGS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KGS.txt [2025-12-31T20:25:21.280147] [INFO ] [sig ] [1791/3534] Completed KGS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:21.280187] [INFO ] [sig ] [1792/3534] Forecasting KHC... [2025-12-31T20:25:21.280217] [INFO ] [sig ] Generating forecast for: KHC [2025-12-31T20:25:21.280247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'. [2025-12-31T20:25:21.292453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KHC'. [2025-12-31T20:25:21.292755] [INFO ] [FORECASTER] Starting predict_future for KHC [2025-12-31T20:25:21.293512] [DEBUG] [LOCAL ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt [2025-12-31T20:25:21.293563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:21.293614] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:21.293641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:21.293697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:21.350211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:21.350888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:21.350972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:21.351003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:21.468054] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:21.468201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:21.468241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:21.468270] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:21.471598] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=7.14%) [2025-12-31T20:25:21.471873] [INFO ] [FORECASTER] Completed predict_future for KHC [2025-12-31T20:25:21.471995] [INFO ] [sig ] KHC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:21.610375] [INFO ] [LOCAL ] Saved forecast: KHC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KHC.txt [2025-12-31T20:25:21.610531] [INFO ] [sig ] [1792/3534] Completed KHC in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:21.610587] [INFO ] [sig ] [1793/3534] Forecasting KIDS... [2025-12-31T20:25:21.610620] [INFO ] [sig ] Generating forecast for: KIDS [2025-12-31T20:25:21.610653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'. [2025-12-31T20:25:21.622129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIDS'. [2025-12-31T20:25:21.622439] [INFO ] [FORECASTER] Starting predict_future for KIDS [2025-12-31T20:25:21.623213] [DEBUG] [LOCAL ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt [2025-12-31T20:25:21.623264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:21.623296] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:21.623323] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:21.623381] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:21.679924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:21.680645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:21.680725] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:21.680757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:21.798911] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:21.799066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:21.799105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:21.799133] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:21.802471] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=0.13%) [2025-12-31T20:25:21.802760] [INFO ] [FORECASTER] Completed predict_future for KIDS [2025-12-31T20:25:21.802884] [INFO ] [sig ] KIDS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:21.941067] [INFO ] [LOCAL ] Saved forecast: KIDS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KIDS.txt [2025-12-31T20:25:21.941196] [INFO ] [sig ] [1793/3534] Completed KIDS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:21.941235] [INFO ] [sig ] [1794/3534] Forecasting KIM... [2025-12-31T20:25:21.941264] [INFO ] [sig ] Generating forecast for: KIM [2025-12-31T20:25:21.941296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-12-31T20:25:21.952840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIM'. [2025-12-31T20:25:21.953120] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-12-31T20:25:21.953887] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-12-31T20:25:21.953940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:21.953971] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:21.953998] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:21.954059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:22.010510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:22.011155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:22.011231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:22.011263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:22.132330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:22.132482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:22.132521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:22.132596] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:22.135906] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=15.32%) [2025-12-31T20:25:22.136178] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-12-31T20:25:22.136303] [INFO ] [sig ] KIM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:22.275117] [INFO ] [LOCAL ] Saved forecast: KIM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KIM.txt [2025-12-31T20:25:22.275254] [INFO ] [sig ] [1794/3534] Completed KIM in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:22.275294] [INFO ] [sig ] [1795/3534] Forecasting KINS... [2025-12-31T20:25:22.275324] [INFO ] [sig ] Generating forecast for: KINS [2025-12-31T20:25:22.275354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'. [2025-12-31T20:25:22.287199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KINS'. [2025-12-31T20:25:22.287479] [INFO ] [FORECASTER] Starting predict_future for KINS [2025-12-31T20:25:22.288260] [DEBUG] [LOCAL ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt [2025-12-31T20:25:22.288323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:22.288355] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:22.288381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:22.288439] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:22.348313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:22.349290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:22.349399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:22.349437] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:22.468659] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:22.468811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:22.468850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:22.468878] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:22.472271] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=82.99%) [2025-12-31T20:25:22.472555] [INFO ] [FORECASTER] Completed predict_future for KINS [2025-12-31T20:25:22.472699] [INFO ] [sig ] KINS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:22.612358] [INFO ] [LOCAL ] Saved forecast: KINS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KINS.txt [2025-12-31T20:25:22.612501] [INFO ] [sig ] [1795/3534] Completed KINS in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:22.612552] [INFO ] [sig ] [1796/3534] Forecasting KIO... [2025-12-31T20:25:22.612603] [INFO ] [sig ] Generating forecast for: KIO [2025-12-31T20:25:22.612637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-12-31T20:25:22.624823] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KIO'. [2025-12-31T20:25:22.625126] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-12-31T20:25:22.625942] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-12-31T20:25:22.625996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:22.626028] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:22.626056] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:22.626116] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:22.684438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:22.685082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:22.685170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:22.685203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:22.801213] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:22.801363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:22.801401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:22.801430] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:22.804764] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=79.13%) [2025-12-31T20:25:22.805042] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-12-31T20:25:22.805164] [INFO ] [sig ] KIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:22.945729] [INFO ] [LOCAL ] Saved forecast: KIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KIO.txt [2025-12-31T20:25:22.945864] [INFO ] [sig ] [1796/3534] Completed KIO in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:22.945905] [INFO ] [sig ] [1797/3534] Forecasting KKRS... [2025-12-31T20:25:22.945935] [INFO ] [sig ] Generating forecast for: KKRS [2025-12-31T20:25:22.945967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-12-31T20:25:22.959546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KKRS'. [2025-12-31T20:25:22.959971] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-12-31T20:25:22.960878] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-12-31T20:25:22.960933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:22.960968] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:22.960996] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:22.961055] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:23.026358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:23.027440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:23.027532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:23.027567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:23.151962] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:23.152129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:23.152174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:23.152204] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:23.155679] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=97.16%) [2025-12-31T20:25:23.155961] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-12-31T20:25:23.156094] [INFO ] [sig ] KKRS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:23.301100] [INFO ] [LOCAL ] Saved forecast: KKRS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KKRS.txt [2025-12-31T20:25:23.301269] [INFO ] [sig ] [1797/3534] Completed KKRS in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:23.301312] [INFO ] [sig ] [1798/3534] Forecasting KLAC... [2025-12-31T20:25:23.301344] [INFO ] [sig ] Generating forecast for: KLAC [2025-12-31T20:25:23.301376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'. [2025-12-31T20:25:23.315952] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLAC'. [2025-12-31T20:25:23.316339] [INFO ] [FORECASTER] Starting predict_future for KLAC [2025-12-31T20:25:23.317329] [DEBUG] [LOCAL ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt [2025-12-31T20:25:23.317393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:23.317435] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:23.317472] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:23.317552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:23.386114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:23.387180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:23.387281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:23.387315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:23.509243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:23.509416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:23.509454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:23.509483] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:23.512891] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=93.13%) [2025-12-31T20:25:23.513182] [INFO ] [FORECASTER] Completed predict_future for KLAC [2025-12-31T20:25:23.513310] [INFO ] [sig ] KLAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:23.652768] [INFO ] [LOCAL ] Saved forecast: KLAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KLAC.txt [2025-12-31T20:25:23.652918] [INFO ] [sig ] [1798/3534] Completed KLAC in 0.4s | 2.91 sym/s | Total: 10.3m | ETA: 10.0m [2025-12-31T20:25:23.652964] [INFO ] [sig ] [1799/3534] Forecasting KLIC... [2025-12-31T20:25:23.652994] [INFO ] [sig ] Generating forecast for: KLIC [2025-12-31T20:25:23.653034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'. [2025-12-31T20:25:23.665591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLIC'. [2025-12-31T20:25:23.665879] [INFO ] [FORECASTER] Starting predict_future for KLIC [2025-12-31T20:25:23.666687] [DEBUG] [LOCAL ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt [2025-12-31T20:25:23.666738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:23.666770] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:23.666796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:23.666862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:23.722750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:23.723420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:23.723498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:23.723530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:23.844610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:23.844769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:23.844808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:23.844837] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:23.848171] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=70.57%) [2025-12-31T20:25:23.848439] [INFO ] [FORECASTER] Completed predict_future for KLIC [2025-12-31T20:25:23.848560] [INFO ] [sig ] KLIC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:23.986407] [INFO ] [LOCAL ] Saved forecast: KLIC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KLIC.txt [2025-12-31T20:25:23.986536] [INFO ] [sig ] [1799/3534] Completed KLIC in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 9.9m [2025-12-31T20:25:23.986591] [INFO ] [sig ] [1800/3534] Forecasting KLXE... [2025-12-31T20:25:23.986624] [INFO ] [sig ] Generating forecast for: KLXE [2025-12-31T20:25:23.986655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'. [2025-12-31T20:25:23.997794] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KLXE'. [2025-12-31T20:25:23.998102] [INFO ] [FORECASTER] Starting predict_future for KLXE [2025-12-31T20:25:23.998883] [DEBUG] [LOCAL ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt [2025-12-31T20:25:23.998935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:23.998967] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:23.998994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:23.999052] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:24.059535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:24.060650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:24.060747] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:24.060782] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:24.178970] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:24.179128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:24.179167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:24.179194] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:24.182675] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=15.98%) [2025-12-31T20:25:24.182989] [INFO ] [FORECASTER] Completed predict_future for KLXE [2025-12-31T20:25:24.183112] [INFO ] [sig ] KLXE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:24.322126] [INFO ] [LOCAL ] Saved forecast: KLXE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KLXE.txt [2025-12-31T20:25:24.322271] [INFO ] [sig ] [1800/3534] Completed KLXE in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 9.9m [2025-12-31T20:25:24.322309] [INFO ] [sig ] [1801/3534] Forecasting KMB... [2025-12-31T20:25:24.322338] [INFO ] [sig ] Generating forecast for: KMB [2025-12-31T20:25:24.322369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'. [2025-12-31T20:25:24.335637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMB'. [2025-12-31T20:25:24.336032] [INFO ] [FORECASTER] Starting predict_future for KMB [2025-12-31T20:25:24.336907] [DEBUG] [LOCAL ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt [2025-12-31T20:25:24.336972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:24.337006] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:24.337035] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:24.337094] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:24.393618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:24.394256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:24.394369] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:24.394403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:24.510496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:24.510673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:24.510717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:24.510745] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:24.514407] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=97.33%) [2025-12-31T20:25:24.514699] [INFO ] [FORECASTER] Completed predict_future for KMB [2025-12-31T20:25:24.514824] [INFO ] [sig ] KMB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:24.655869] [INFO ] [LOCAL ] Saved forecast: KMB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KMB.txt [2025-12-31T20:25:24.656043] [INFO ] [sig ] [1801/3534] Completed KMB in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 9.9m [2025-12-31T20:25:24.656084] [INFO ] [sig ] [1802/3534] Forecasting KMDA... [2025-12-31T20:25:24.656114] [INFO ] [sig ] Generating forecast for: KMDA [2025-12-31T20:25:24.656145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'. [2025-12-31T20:25:24.667211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMDA'. [2025-12-31T20:25:24.667506] [INFO ] [FORECASTER] Starting predict_future for KMDA [2025-12-31T20:25:24.668296] [DEBUG] [LOCAL ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt [2025-12-31T20:25:24.668349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:24.668380] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:24.668407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:24.668463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:24.725828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:24.726545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:24.726644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:24.726677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:24.845988] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:24.846148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:24.846204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:24.846235] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:24.849644] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: UP (p=84.56%) [2025-12-31T20:25:24.849919] [INFO ] [FORECASTER] Completed predict_future for KMDA [2025-12-31T20:25:24.850043] [INFO ] [sig ] KMDA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:24.988245] [INFO ] [LOCAL ] Saved forecast: KMDA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KMDA.txt [2025-12-31T20:25:24.988385] [INFO ] [sig ] [1802/3534] Completed KMDA in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 9.9m [2025-12-31T20:25:24.988424] [INFO ] [sig ] [1803/3534] Forecasting KMI... [2025-12-31T20:25:24.988454] [INFO ] [sig ] Generating forecast for: KMI [2025-12-31T20:25:24.988486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-12-31T20:25:24.999705] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMI'. [2025-12-31T20:25:25.000019] [INFO ] [FORECASTER] Starting predict_future for KMI [2025-12-31T20:25:25.000800] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-12-31T20:25:25.000852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:25.000883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:25.000910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:25.000967] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:25.057821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:25.058495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:25.058592] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:25.058629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:25.179894] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:25.180067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:25.180115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:25.180146] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:25.183636] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=25.44%) [2025-12-31T20:25:25.183941] [INFO ] [FORECASTER] Completed predict_future for KMI [2025-12-31T20:25:25.184268] [INFO ] [sig ] KMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:25.328289] [INFO ] [LOCAL ] Saved forecast: KMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KMI.txt [2025-12-31T20:25:25.328443] [INFO ] [sig ] [1803/3534] Completed KMI in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 9.9m [2025-12-31T20:25:25.328490] [INFO ] [sig ] [1804/3534] Forecasting KMPB... [2025-12-31T20:25:25.328520] [INFO ] [sig ] Generating forecast for: KMPB [2025-12-31T20:25:25.328553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-12-31T20:25:25.339862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMPB'. [2025-12-31T20:25:25.340186] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-12-31T20:25:25.340990] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-12-31T20:25:25.341043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:25.341077] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:25.341105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:25.341164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:25.399127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:25.400022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:25.400105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:25.400140] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:25.508658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:25.508817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:25.508858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:25.508888] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:25.512440] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=93.03%) [2025-12-31T20:25:25.512734] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-12-31T20:25:25.512857] [INFO ] [sig ] KMPB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:25.652562] [INFO ] [LOCAL ] Saved forecast: KMPB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KMPB.txt [2025-12-31T20:25:25.652776] [INFO ] [sig ] [1804/3534] Completed KMPB in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 9.9m [2025-12-31T20:25:25.652818] [INFO ] [sig ] [1805/3534] Forecasting KMX... [2025-12-31T20:25:25.652848] [INFO ] [sig ] Generating forecast for: KMX [2025-12-31T20:25:25.652882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-12-31T20:25:25.663966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KMX'. [2025-12-31T20:25:25.664260] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-12-31T20:25:25.665028] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-12-31T20:25:25.665080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:25.665113] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:25.665140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:25.665197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:25.721747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:25.722385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:25.722463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:25.722494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:25.839029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:25.839185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:25.839225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:25.839270] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:25.842622] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=14.45%) [2025-12-31T20:25:25.842892] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-12-31T20:25:25.843016] [INFO ] [sig ] KMX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:25.986074] [INFO ] [LOCAL ] Saved forecast: KMX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KMX.txt [2025-12-31T20:25:25.986237] [INFO ] [sig ] [1805/3534] Completed KMX in 0.3s | 2.91 sym/s | Total: 10.3m | ETA: 9.9m [2025-12-31T20:25:25.986278] [INFO ] [sig ] [1806/3534] Forecasting KN... [2025-12-31T20:25:25.986313] [INFO ] [sig ] Generating forecast for: KN [2025-12-31T20:25:25.986345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-12-31T20:25:26.000128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KN'. [2025-12-31T20:25:26.000465] [INFO ] [FORECASTER] Starting predict_future for KN [2025-12-31T20:25:26.001301] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-12-31T20:25:26.001354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:26.001397] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:26.001426] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:26.001485] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:26.059725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:26.060632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:26.060725] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:26.060760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:26.184737] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:26.184906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:26.184945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:26.184975] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:26.188321] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=67.64%) [2025-12-31T20:25:26.188604] [INFO ] [FORECASTER] Completed predict_future for KN [2025-12-31T20:25:26.188726] [INFO ] [sig ] KN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:26.331543] [INFO ] [LOCAL ] Saved forecast: KN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KN.txt [2025-12-31T20:25:26.331696] [INFO ] [sig ] [1806/3534] Completed KN in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:26.331735] [INFO ] [sig ] [1807/3534] Forecasting KNF... [2025-12-31T20:25:26.331765] [INFO ] [sig ] Generating forecast for: KNF [2025-12-31T20:25:26.331796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-12-31T20:25:26.343199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNF'. [2025-12-31T20:25:26.343481] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-12-31T20:25:26.344243] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-12-31T20:25:26.344295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:26.344326] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:26.344353] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:26.344410] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:26.402289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:26.403149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:26.403231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:26.403264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:26.519123] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:26.519296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:26.519347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:26.519384] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:26.522806] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=21.40%) [2025-12-31T20:25:26.523086] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-12-31T20:25:26.523211] [INFO ] [sig ] KNF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:26.667152] [INFO ] [LOCAL ] Saved forecast: KNF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KNF.txt [2025-12-31T20:25:26.667338] [INFO ] [sig ] [1807/3534] Completed KNF in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:26.667381] [INFO ] [sig ] [1808/3534] Forecasting KNOP... [2025-12-31T20:25:26.667411] [INFO ] [sig ] Generating forecast for: KNOP [2025-12-31T20:25:26.667443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-12-31T20:25:26.681479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNOP'. [2025-12-31T20:25:26.681959] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-12-31T20:25:26.682960] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-12-31T20:25:26.683021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:26.683092] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:26.683130] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:26.683209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:26.747271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:26.748193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:26.748281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:26.748314] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:26.880750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:26.880919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:26.880960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:26.880987] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:26.884395] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=85.39%) [2025-12-31T20:25:26.884695] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-12-31T20:25:26.884826] [INFO ] [sig ] KNOP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:27.024682] [INFO ] [LOCAL ] Saved forecast: KNOP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KNOP.txt [2025-12-31T20:25:27.024838] [INFO ] [sig ] [1808/3534] Completed KNOP in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:27.024881] [INFO ] [sig ] [1809/3534] Forecasting KNSA... [2025-12-31T20:25:27.024912] [INFO ] [sig ] Generating forecast for: KNSA [2025-12-31T20:25:27.024946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'. [2025-12-31T20:25:27.036708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSA'. [2025-12-31T20:25:27.037056] [INFO ] [FORECASTER] Starting predict_future for KNSA [2025-12-31T20:25:27.037836] [DEBUG] [LOCAL ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt [2025-12-31T20:25:27.037888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:27.037924] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:27.037952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:27.038010] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:27.095250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:27.096151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:27.096252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:27.096286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:27.215914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:27.216070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:27.216113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:27.216144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:27.219542] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=10.11%) [2025-12-31T20:25:27.219851] [INFO ] [FORECASTER] Completed predict_future for KNSA [2025-12-31T20:25:27.219981] [INFO ] [sig ] KNSA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:27.363764] [INFO ] [LOCAL ] Saved forecast: KNSA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KNSA.txt [2025-12-31T20:25:27.363929] [INFO ] [sig ] [1809/3534] Completed KNSA in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:27.363971] [INFO ] [sig ] [1810/3534] Forecasting KNSL... [2025-12-31T20:25:27.364011] [INFO ] [sig ] Generating forecast for: KNSL [2025-12-31T20:25:27.364043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-12-31T20:25:27.376917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNSL'. [2025-12-31T20:25:27.377320] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-12-31T20:25:27.378162] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-12-31T20:25:27.378215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:27.378248] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:27.378275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:27.378333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:27.437896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:27.438825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:27.438920] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:27.438955] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:27.560025] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:27.560184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:27.560224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:27.560253] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:27.563648] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=21.29%) [2025-12-31T20:25:27.563941] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-12-31T20:25:27.564068] [INFO ] [sig ] KNSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:27.707306] [INFO ] [LOCAL ] Saved forecast: KNSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KNSL.txt [2025-12-31T20:25:27.707436] [INFO ] [sig ] [1810/3534] Completed KNSL in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:27.707477] [INFO ] [sig ] [1811/3534] Forecasting KNTK... [2025-12-31T20:25:27.707506] [INFO ] [sig ] Generating forecast for: KNTK [2025-12-31T20:25:27.707537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-12-31T20:25:27.718694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNTK'. [2025-12-31T20:25:27.718979] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-12-31T20:25:27.719777] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-12-31T20:25:27.719829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:27.719861] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:27.719887] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:27.719944] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:27.775803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:27.776398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:27.776475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:27.776507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:27.895795] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:27.895943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:27.895984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:27.896047] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:27.899512] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=99.84%) [2025-12-31T20:25:27.899811] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-12-31T20:25:27.899941] [INFO ] [sig ] KNTK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:28.047170] [INFO ] [LOCAL ] Saved forecast: KNTK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KNTK.txt [2025-12-31T20:25:28.047298] [INFO ] [sig ] [1811/3534] Completed KNTK in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:28.047337] [INFO ] [sig ] [1812/3534] Forecasting KNX... [2025-12-31T20:25:28.047367] [INFO ] [sig ] Generating forecast for: KNX [2025-12-31T20:25:28.047397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-12-31T20:25:28.058872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KNX'. [2025-12-31T20:25:28.059211] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-12-31T20:25:28.060095] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-12-31T20:25:28.060150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:28.060184] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:28.060212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:28.060271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:28.118724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:28.119380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:28.119459] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:28.119492] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:28.240747] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:28.240889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:28.240928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:28.240962] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:28.244970] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=97.05%) [2025-12-31T20:25:28.245242] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-12-31T20:25:28.245366] [INFO ] [sig ] KNX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:28.384953] [INFO ] [LOCAL ] Saved forecast: KNX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KNX.txt [2025-12-31T20:25:28.385084] [INFO ] [sig ] [1812/3534] Completed KNX in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:28.385123] [INFO ] [sig ] [1813/3534] Forecasting KOD... [2025-12-31T20:25:28.385152] [INFO ] [sig ] Generating forecast for: KOD [2025-12-31T20:25:28.385183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'. [2025-12-31T20:25:28.396718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOD'. [2025-12-31T20:25:28.397020] [INFO ] [FORECASTER] Starting predict_future for KOD [2025-12-31T20:25:28.397892] [DEBUG] [LOCAL ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt [2025-12-31T20:25:28.397945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:28.397977] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:28.398004] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:28.398064] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:28.460876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:28.461706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:28.461792] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:28.461825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:28.584986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:28.585138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:28.585179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:28.585224] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:28.588555] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=13.84%) [2025-12-31T20:25:28.588839] [INFO ] [FORECASTER] Completed predict_future for KOD [2025-12-31T20:25:28.588960] [INFO ] [sig ] KOD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:28.730751] [INFO ] [LOCAL ] Saved forecast: KOD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KOD.txt [2025-12-31T20:25:28.730883] [INFO ] [sig ] [1813/3534] Completed KOD in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:28.730931] [INFO ] [sig ] [1814/3534] Forecasting KODK... [2025-12-31T20:25:28.730962] [INFO ] [sig ] Generating forecast for: KODK [2025-12-31T20:25:28.730992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-12-31T20:25:28.741965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KODK'. [2025-12-31T20:25:28.742249] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-12-31T20:25:28.743034] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-12-31T20:25:28.743086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:28.743118] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:28.743144] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:28.743201] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:28.799843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:28.800456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:28.800532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:28.800563] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:28.917263] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:28.917400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:28.917438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:28.917466] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:28.920763] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=4.34%) [2025-12-31T20:25:28.921027] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-12-31T20:25:28.921147] [INFO ] [sig ] KODK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:29.060986] [INFO ] [LOCAL ] Saved forecast: KODK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KODK.txt [2025-12-31T20:25:29.061113] [INFO ] [sig ] [1814/3534] Completed KODK in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:29.061153] [INFO ] [sig ] [1815/3534] Forecasting KOF... [2025-12-31T20:25:29.061183] [INFO ] [sig ] Generating forecast for: KOF [2025-12-31T20:25:29.061214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-12-31T20:25:29.071863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOF'. [2025-12-31T20:25:29.072173] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-12-31T20:25:29.072947] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-12-31T20:25:29.072999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:29.073031] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:29.073058] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:29.073126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:29.134115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:29.134852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:29.134932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:29.134979] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:29.256674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:29.256806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:29.256843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:29.256872] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:29.260156] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=9.60%) [2025-12-31T20:25:29.260421] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-12-31T20:25:29.260541] [INFO ] [sig ] KOF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:29.403247] [INFO ] [LOCAL ] Saved forecast: KOF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KOF.txt [2025-12-31T20:25:29.403375] [INFO ] [sig ] [1815/3534] Completed KOF in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.9m [2025-12-31T20:25:29.403413] [INFO ] [sig ] [1816/3534] Forecasting KOP... [2025-12-31T20:25:29.403443] [INFO ] [sig ] Generating forecast for: KOP [2025-12-31T20:25:29.403473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-12-31T20:25:29.414966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOP'. [2025-12-31T20:25:29.415258] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-12-31T20:25:29.416079] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-12-31T20:25:29.416133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:29.416166] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:29.416194] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:29.416254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:29.475711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:29.476334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:29.476413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:29.476446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:29.594214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:29.594357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:29.594397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:29.594426] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:29.597773] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=39.09%) [2025-12-31T20:25:29.598037] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-12-31T20:25:29.598156] [INFO ] [sig ] KOP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:29.745002] [INFO ] [LOCAL ] Saved forecast: KOP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KOP.txt [2025-12-31T20:25:29.745155] [INFO ] [sig ] [1816/3534] Completed KOP in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:29.745196] [INFO ] [sig ] [1817/3534] Forecasting KOPN... [2025-12-31T20:25:29.745225] [INFO ] [sig ] Generating forecast for: KOPN [2025-12-31T20:25:29.745254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'. [2025-12-31T20:25:29.756392] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOPN'. [2025-12-31T20:25:29.756682] [INFO ] [FORECASTER] Starting predict_future for KOPN [2025-12-31T20:25:29.757429] [DEBUG] [LOCAL ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt [2025-12-31T20:25:29.757480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:29.757511] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:29.757537] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:29.757627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:29.817233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:29.818143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:29.818223] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:29.818255] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:29.935642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:29.935786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:29.935825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:29.935854] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:29.939146] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=97.86%) [2025-12-31T20:25:29.939437] [INFO ] [FORECASTER] Completed predict_future for KOPN [2025-12-31T20:25:29.939556] [INFO ] [sig ] KOPN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:30.080120] [INFO ] [LOCAL ] Saved forecast: KOPN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KOPN.txt [2025-12-31T20:25:30.080248] [INFO ] [sig ] [1817/3534] Completed KOPN in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:30.080287] [INFO ] [sig ] [1818/3534] Forecasting KOSS... [2025-12-31T20:25:30.080317] [INFO ] [sig ] Generating forecast for: KOSS [2025-12-31T20:25:30.080346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'. [2025-12-31T20:25:30.092530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KOSS'. [2025-12-31T20:25:30.092849] [INFO ] [FORECASTER] Starting predict_future for KOSS [2025-12-31T20:25:30.093622] [DEBUG] [LOCAL ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt [2025-12-31T20:25:30.093673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:30.093705] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:30.093732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:30.093790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:30.150665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:30.151498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:30.151650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:30.151703] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:30.264832] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:30.264967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:30.265005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:30.265034] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:30.268326] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=79.23%) [2025-12-31T20:25:30.268626] [INFO ] [FORECASTER] Completed predict_future for KOSS [2025-12-31T20:25:30.268755] [INFO ] [sig ] KOSS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:30.408533] [INFO ] [LOCAL ] Saved forecast: KOSS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KOSS.txt [2025-12-31T20:25:30.408666] [INFO ] [sig ] [1818/3534] Completed KOSS in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:30.408707] [INFO ] [sig ] [1819/3534] Forecasting KPRX... [2025-12-31T20:25:30.408736] [INFO ] [sig ] Generating forecast for: KPRX [2025-12-31T20:25:30.408768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'. [2025-12-31T20:25:30.419357] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPRX'. [2025-12-31T20:25:30.419656] [INFO ] [FORECASTER] Starting predict_future for KPRX [2025-12-31T20:25:30.420405] [DEBUG] [LOCAL ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt [2025-12-31T20:25:30.420465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:30.420498] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:30.420525] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:30.420603] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:30.480781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:30.481497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:30.481595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:30.481630] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:30.595729] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:30.595886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:30.595926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:30.595955] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:30.599314] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=96.50%) [2025-12-31T20:25:30.599601] [INFO ] [FORECASTER] Completed predict_future for KPRX [2025-12-31T20:25:30.599730] [INFO ] [sig ] KPRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:30.741050] [INFO ] [LOCAL ] Saved forecast: KPRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KPRX.txt [2025-12-31T20:25:30.741228] [INFO ] [sig ] [1819/3534] Completed KPRX in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:30.741270] [INFO ] [sig ] [1820/3534] Forecasting KPTI... [2025-12-31T20:25:30.741301] [INFO ] [sig ] Generating forecast for: KPTI [2025-12-31T20:25:30.741335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'. [2025-12-31T20:25:30.752882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KPTI'. [2025-12-31T20:25:30.753232] [INFO ] [FORECASTER] Starting predict_future for KPTI [2025-12-31T20:25:30.754063] [DEBUG] [LOCAL ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt [2025-12-31T20:25:30.754117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:30.754151] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:30.754179] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:30.754237] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:30.815235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:30.816219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:30.816313] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:30.816347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:30.941027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:30.941182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:30.941223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:30.941254] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:30.944786] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=12.18%) [2025-12-31T20:25:30.945078] [INFO ] [FORECASTER] Completed predict_future for KPTI [2025-12-31T20:25:30.945206] [INFO ] [sig ] KPTI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:31.092242] [INFO ] [LOCAL ] Saved forecast: KPTI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KPTI.txt [2025-12-31T20:25:31.092395] [INFO ] [sig ] [1820/3534] Completed KPTI in 0.4s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:31.092437] [INFO ] [sig ] [1821/3534] Forecasting KRC... [2025-12-31T20:25:31.092466] [INFO ] [sig ] Generating forecast for: KRC [2025-12-31T20:25:31.092498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-12-31T20:25:31.104863] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRC'. [2025-12-31T20:25:31.105198] [INFO ] [FORECASTER] Starting predict_future for KRC [2025-12-31T20:25:31.106051] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-12-31T20:25:31.106106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:31.106139] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:31.106166] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:31.106225] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:31.170554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:31.171551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:31.171660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:31.171694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:31.296161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:31.296515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:31.296557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:31.296607] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:31.300033] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=70.87%) [2025-12-31T20:25:31.300308] [INFO ] [FORECASTER] Completed predict_future for KRC [2025-12-31T20:25:31.300432] [INFO ] [sig ] KRC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:31.442256] [INFO ] [LOCAL ] Saved forecast: KRC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KRC.txt [2025-12-31T20:25:31.442461] [INFO ] [sig ] [1821/3534] Completed KRC in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:31.442503] [INFO ] [sig ] [1822/3534] Forecasting KREF... [2025-12-31T20:25:31.442533] [INFO ] [sig ] Generating forecast for: KREF [2025-12-31T20:25:31.442565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-12-31T20:25:31.453981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KREF'. [2025-12-31T20:25:31.454225] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-12-31T20:25:31.455015] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-12-31T20:25:31.455072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:31.455103] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:31.455129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:31.455185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:31.511138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:31.511903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:31.511982] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:31.512014] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:31.625158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:31.625312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:31.625353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:31.625381] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:31.628732] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=76.13%) [2025-12-31T20:25:31.628997] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-12-31T20:25:31.629121] [INFO ] [sig ] KREF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:31.767614] [INFO ] [LOCAL ] Saved forecast: KREF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KREF.txt [2025-12-31T20:25:31.767773] [INFO ] [sig ] [1822/3534] Completed KREF in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:31.767814] [INFO ] [sig ] [1823/3534] Forecasting KRG... [2025-12-31T20:25:31.767842] [INFO ] [sig ] Generating forecast for: KRG [2025-12-31T20:25:31.767874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-12-31T20:25:31.780012] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRG'. [2025-12-31T20:25:31.780337] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-12-31T20:25:31.781112] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-12-31T20:25:31.781165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:31.781197] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:31.781224] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:31.781282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:31.838525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:31.842695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:31.842816] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:31.842850] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:31.960303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:31.960464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:31.960504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:31.960536] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:31.963891] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=89.45%) [2025-12-31T20:25:31.964173] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-12-31T20:25:31.964297] [INFO ] [sig ] KRG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:32.103721] [INFO ] [LOCAL ] Saved forecast: KRG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KRG.txt [2025-12-31T20:25:32.103883] [INFO ] [sig ] [1823/3534] Completed KRG in 0.3s | 2.91 sym/s | Total: 10.4m | ETA: 9.8m [2025-12-31T20:25:32.103923] [INFO ] [sig ] [1824/3534] Forecasting KRMD... [2025-12-31T20:25:32.103952] [INFO ] [sig ] Generating forecast for: KRMD [2025-12-31T20:25:32.103982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'. [2025-12-31T20:25:32.117438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRMD'. [2025-12-31T20:25:32.117911] [INFO ] [FORECASTER] Starting predict_future for KRMD [2025-12-31T20:25:32.118724] [DEBUG] [LOCAL ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt [2025-12-31T20:25:32.118776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:32.118810] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:32.118836] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:32.118892] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:32.176567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:32.177464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:32.177549] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:32.177601] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:32.301816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:32.302005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:32.302063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:32.302105] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:32.307021] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=88.72%) [2025-12-31T20:25:32.307442] [INFO ] [FORECASTER] Completed predict_future for KRMD [2025-12-31T20:25:32.307647] [INFO ] [sig ] KRMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:32.460316] [INFO ] [LOCAL ] Saved forecast: KRMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KRMD.txt [2025-12-31T20:25:32.460474] [INFO ] [sig ] [1824/3534] Completed KRMD in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:32.460516] [INFO ] [sig ] [1825/3534] Forecasting KRNY... [2025-12-31T20:25:32.460545] [INFO ] [sig ] Generating forecast for: KRNY [2025-12-31T20:25:32.460596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'. [2025-12-31T20:25:32.472756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRNY'. [2025-12-31T20:25:32.473152] [INFO ] [FORECASTER] Starting predict_future for KRNY [2025-12-31T20:25:32.473992] [DEBUG] [LOCAL ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt [2025-12-31T20:25:32.474049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:32.474109] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:32.474138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:32.474199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:32.533717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:32.534629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:32.534713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:32.534747] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:32.658557] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:32.658811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:32.658859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:32.658889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:32.662966] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: DOWN (p=37.24%) [2025-12-31T20:25:32.663295] [INFO ] [FORECASTER] Completed predict_future for KRNY [2025-12-31T20:25:32.663439] [INFO ] [sig ] KRNY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:32.823850] [INFO ] [LOCAL ] Saved forecast: KRNY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KRNY.txt [2025-12-31T20:25:32.824055] [INFO ] [sig ] [1825/3534] Completed KRNY in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:32.824099] [INFO ] [sig ] [1826/3534] Forecasting KRO... [2025-12-31T20:25:32.824130] [INFO ] [sig ] Generating forecast for: KRO [2025-12-31T20:25:32.824161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-12-31T20:25:32.837812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRO'. [2025-12-31T20:25:32.838218] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-12-31T20:25:32.839101] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-12-31T20:25:32.839154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:32.839187] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:32.839214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:32.839296] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:32.897756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:32.898844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:32.898939] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:32.898973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:33.023643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:33.023940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:33.023997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:33.024028] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:33.028081] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=60.46%) [2025-12-31T20:25:33.028401] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-12-31T20:25:33.028541] [INFO ] [sig ] KRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:33.174288] [INFO ] [LOCAL ] Saved forecast: KRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KRO.txt [2025-12-31T20:25:33.174491] [INFO ] [sig ] [1826/3534] Completed KRO in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:33.174537] [INFO ] [sig ] [1827/3534] Forecasting KROS... [2025-12-31T20:25:33.174585] [INFO ] [sig ] Generating forecast for: KROS [2025-12-31T20:25:33.174622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'. [2025-12-31T20:25:33.189438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KROS'. [2025-12-31T20:25:33.189915] [INFO ] [FORECASTER] Starting predict_future for KROS [2025-12-31T20:25:33.190736] [DEBUG] [LOCAL ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt [2025-12-31T20:25:33.190789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:33.190821] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:33.190848] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:33.190905] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:33.250833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:33.251807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:33.251901] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:33.251935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:33.373395] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:33.373592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:33.373649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:33.373682] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:33.377120] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=95.76%) [2025-12-31T20:25:33.377397] [INFO ] [FORECASTER] Completed predict_future for KROS [2025-12-31T20:25:33.377523] [INFO ] [sig ] KROS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:33.516105] [INFO ] [LOCAL ] Saved forecast: KROS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KROS.txt [2025-12-31T20:25:33.516264] [INFO ] [sig ] [1827/3534] Completed KROS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:33.516304] [INFO ] [sig ] [1828/3534] Forecasting KRP... [2025-12-31T20:25:33.516334] [INFO ] [sig ] Generating forecast for: KRP [2025-12-31T20:25:33.516367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-12-31T20:25:33.528458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRP'. [2025-12-31T20:25:33.528780] [INFO ] [FORECASTER] Starting predict_future for KRP [2025-12-31T20:25:33.529621] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-12-31T20:25:33.529674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:33.529707] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:33.529734] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:33.529792] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:33.605845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:33.606857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:33.606941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:33.606975] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:33.727272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:33.727443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:33.727485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:33.727548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:33.731036] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=53.16%) [2025-12-31T20:25:33.731309] [INFO ] [FORECASTER] Completed predict_future for KRP [2025-12-31T20:25:33.731435] [INFO ] [sig ] KRP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:33.869600] [INFO ] [LOCAL ] Saved forecast: KRP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KRP.txt [2025-12-31T20:25:33.869728] [INFO ] [sig ] [1828/3534] Completed KRP in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:33.869767] [INFO ] [sig ] [1829/3534] Forecasting KRRO... [2025-12-31T20:25:33.869798] [INFO ] [sig ] Generating forecast for: KRRO [2025-12-31T20:25:33.869828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'. [2025-12-31T20:25:33.881239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRRO'. [2025-12-31T20:25:33.881523] [INFO ] [FORECASTER] Starting predict_future for KRRO [2025-12-31T20:25:33.882286] [DEBUG] [LOCAL ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt [2025-12-31T20:25:33.882337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:33.882368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:33.882394] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:33.882451] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:33.939234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:33.939991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:33.940071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:33.940103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:34.064713] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:34.064877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:34.064915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:34.064944] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:34.068456] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=9.38%) [2025-12-31T20:25:34.068751] [INFO ] [FORECASTER] Completed predict_future for KRRO [2025-12-31T20:25:34.068882] [INFO ] [sig ] KRRO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:34.208676] [INFO ] [LOCAL ] Saved forecast: KRRO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KRRO.txt [2025-12-31T20:25:34.208823] [INFO ] [sig ] [1829/3534] Completed KRRO in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:34.208862] [INFO ] [sig ] [1830/3534] Forecasting KRUS... [2025-12-31T20:25:34.208891] [INFO ] [sig ] Generating forecast for: KRUS [2025-12-31T20:25:34.208922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'. [2025-12-31T20:25:34.221525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRUS'. [2025-12-31T20:25:34.221808] [INFO ] [FORECASTER] Starting predict_future for KRUS [2025-12-31T20:25:34.222566] [DEBUG] [LOCAL ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt [2025-12-31T20:25:34.222636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:34.222677] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:34.222705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:34.222764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:34.279870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:34.280568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:34.280663] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:34.280695] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:34.397910] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:34.398080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:34.398124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:34.398153] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:34.401611] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=74.88%) [2025-12-31T20:25:34.401900] [INFO ] [FORECASTER] Completed predict_future for KRUS [2025-12-31T20:25:34.402026] [INFO ] [sig ] KRUS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:34.540790] [INFO ] [LOCAL ] Saved forecast: KRUS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KRUS.txt [2025-12-31T20:25:34.540927] [INFO ] [sig ] [1830/3534] Completed KRUS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:34.540967] [INFO ] [sig ] [1831/3534] Forecasting KRYS... [2025-12-31T20:25:34.540996] [INFO ] [sig ] Generating forecast for: KRYS [2025-12-31T20:25:34.541027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'. [2025-12-31T20:25:34.553515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KRYS'. [2025-12-31T20:25:34.553904] [INFO ] [FORECASTER] Starting predict_future for KRYS [2025-12-31T20:25:34.554724] [DEBUG] [LOCAL ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt [2025-12-31T20:25:34.554777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:34.554809] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:34.554835] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:34.554893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:34.614248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:34.615192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:34.615300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:34.615333] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:34.740026] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:34.740230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:34.740276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:34.740308] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:34.744138] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=6.09%) [2025-12-31T20:25:34.744431] [INFO ] [FORECASTER] Completed predict_future for KRYS [2025-12-31T20:25:34.744605] [INFO ] [sig ] KRYS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:34.887796] [INFO ] [LOCAL ] Saved forecast: KRYS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KRYS.txt [2025-12-31T20:25:34.887935] [INFO ] [sig ] [1831/3534] Completed KRYS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:34.887974] [INFO ] [sig ] [1832/3534] Forecasting KSCP... [2025-12-31T20:25:34.888003] [INFO ] [sig ] Generating forecast for: KSCP [2025-12-31T20:25:34.888042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'. [2025-12-31T20:25:34.899458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSCP'. [2025-12-31T20:25:34.899772] [INFO ] [FORECASTER] Starting predict_future for KSCP [2025-12-31T20:25:34.900540] [DEBUG] [LOCAL ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt [2025-12-31T20:25:34.900618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:34.900653] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:34.900679] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:34.900736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:34.956707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:34.957309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:34.957383] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:34.957415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:35.074750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:35.074884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:35.074923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:35.074951] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:35.078216] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=5.39%) [2025-12-31T20:25:35.078490] [INFO ] [FORECASTER] Completed predict_future for KSCP [2025-12-31T20:25:35.078627] [INFO ] [sig ] KSCP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:35.217006] [INFO ] [LOCAL ] Saved forecast: KSCP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KSCP.txt [2025-12-31T20:25:35.217153] [INFO ] [sig ] [1832/3534] Completed KSCP in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:35.217195] [INFO ] [sig ] [1833/3534] Forecasting KSPI... [2025-12-31T20:25:35.217225] [INFO ] [sig ] Generating forecast for: KSPI [2025-12-31T20:25:35.217255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'. [2025-12-31T20:25:35.228330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSPI'. [2025-12-31T20:25:35.228635] [INFO ] [FORECASTER] Starting predict_future for KSPI [2025-12-31T20:25:35.229408] [DEBUG] [LOCAL ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt [2025-12-31T20:25:35.229460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:35.229492] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:35.229519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:35.229600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:35.285747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:35.286470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:35.286551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:35.286602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:35.404646] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:35.404812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:35.404853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:35.404883] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:35.408296] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=99.01%) [2025-12-31T20:25:35.408593] [INFO ] [FORECASTER] Completed predict_future for KSPI [2025-12-31T20:25:35.408720] [INFO ] [sig ] KSPI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:35.604831] [INFO ] [LOCAL ] Saved forecast: KSPI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KSPI.txt [2025-12-31T20:25:35.604981] [INFO ] [sig ] [1833/3534] Completed KSPI in 0.4s | 2.91 sym/s | Total: 10.5m | ETA: 9.8m [2025-12-31T20:25:35.605028] [INFO ] [sig ] [1834/3534] Forecasting KSS... [2025-12-31T20:25:35.605059] [INFO ] [sig ] Generating forecast for: KSS [2025-12-31T20:25:35.605090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-12-31T20:25:35.617405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KSS'. [2025-12-31T20:25:35.617763] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-12-31T20:25:35.618555] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-12-31T20:25:35.618624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:35.618658] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:35.618685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:35.618744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:35.675152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:35.676031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:35.676115] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:35.676147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:35.792450] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:35.792632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:35.792672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:35.792702] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:35.796039] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=0.85%) [2025-12-31T20:25:35.796322] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-12-31T20:25:35.796451] [INFO ] [sig ] KSS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:35.934762] [INFO ] [LOCAL ] Saved forecast: KSS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KSS.txt [2025-12-31T20:25:35.934927] [INFO ] [sig ] [1834/3534] Completed KSS in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.7m [2025-12-31T20:25:35.934965] [INFO ] [sig ] [1835/3534] Forecasting KTB... [2025-12-31T20:25:35.934995] [INFO ] [sig ] Generating forecast for: KTB [2025-12-31T20:25:35.935026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-12-31T20:25:35.946002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTB'. [2025-12-31T20:25:35.946378] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-12-31T20:25:35.947170] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-12-31T20:25:35.947222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:35.947253] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:35.947280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:35.947336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:36.004722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:36.005616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:36.005741] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:36.005776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:36.128983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:36.129144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:36.129183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:36.129213] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:36.132768] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=20.77%) [2025-12-31T20:25:36.133044] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-12-31T20:25:36.133193] [INFO ] [sig ] KTB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:36.276721] [INFO ] [LOCAL ] Saved forecast: KTB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KTB.txt [2025-12-31T20:25:36.276859] [INFO ] [sig ] [1835/3534] Completed KTB in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.7m [2025-12-31T20:25:36.276898] [INFO ] [sig ] [1836/3534] Forecasting KTCC... [2025-12-31T20:25:36.276928] [INFO ] [sig ] Generating forecast for: KTCC [2025-12-31T20:25:36.276959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'. [2025-12-31T20:25:36.288702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTCC'. [2025-12-31T20:25:36.289007] [INFO ] [FORECASTER] Starting predict_future for KTCC [2025-12-31T20:25:36.289813] [DEBUG] [LOCAL ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt [2025-12-31T20:25:36.289866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:36.289898] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:36.289924] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:36.289981] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:36.346206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:36.347051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:36.347131] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:36.347164] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:36.458127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:36.458280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:36.458321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:36.458350] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:36.461688] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=95.79%) [2025-12-31T20:25:36.461957] [INFO ] [FORECASTER] Completed predict_future for KTCC [2025-12-31T20:25:36.462081] [INFO ] [sig ] KTCC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:36.600788] [INFO ] [LOCAL ] Saved forecast: KTCC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KTCC.txt [2025-12-31T20:25:36.600930] [INFO ] [sig ] [1836/3534] Completed KTCC in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.7m [2025-12-31T20:25:36.600970] [INFO ] [sig ] [1837/3534] Forecasting KTF... [2025-12-31T20:25:36.600998] [INFO ] [sig ] Generating forecast for: KTF [2025-12-31T20:25:36.601030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-12-31T20:25:36.611531] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KTF'. [2025-12-31T20:25:36.611830] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-12-31T20:25:36.612605] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-12-31T20:25:36.612656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:36.612688] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:36.612715] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:36.612772] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:36.669591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:36.670382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:36.670462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:36.670494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:36.794456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:36.794638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:36.794697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:36.794728] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:36.798088] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=28.29%) [2025-12-31T20:25:36.798368] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-12-31T20:25:36.798493] [INFO ] [sig ] KTF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:36.936585] [INFO ] [LOCAL ] Saved forecast: KTF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KTF.txt [2025-12-31T20:25:36.936732] [INFO ] [sig ] [1837/3534] Completed KTF in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.7m [2025-12-31T20:25:36.936773] [INFO ] [sig ] [1838/3534] Forecasting KURA... [2025-12-31T20:25:36.936801] [INFO ] [sig ] Generating forecast for: KURA [2025-12-31T20:25:36.936831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'. [2025-12-31T20:25:36.948655] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KURA'. [2025-12-31T20:25:36.948948] [INFO ] [FORECASTER] Starting predict_future for KURA [2025-12-31T20:25:36.949749] [DEBUG] [LOCAL ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt [2025-12-31T20:25:36.949800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:36.949831] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:36.949857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:36.949914] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:37.006023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:37.006885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:37.006967] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:37.006999] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:37.126233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:37.126393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:37.126432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:37.126463] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:37.129885] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=16.75%) [2025-12-31T20:25:37.130166] [INFO ] [FORECASTER] Completed predict_future for KURA [2025-12-31T20:25:37.130290] [INFO ] [sig ] KURA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:37.269526] [INFO ] [LOCAL ] Saved forecast: KURA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KURA.txt [2025-12-31T20:25:37.269714] [INFO ] [sig ] [1838/3534] Completed KURA in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.7m [2025-12-31T20:25:37.269757] [INFO ] [sig ] [1839/3534] Forecasting KVHI... [2025-12-31T20:25:37.269786] [INFO ] [sig ] Generating forecast for: KVHI [2025-12-31T20:25:37.269816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'. [2025-12-31T20:25:37.280419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVHI'. [2025-12-31T20:25:37.280720] [INFO ] [FORECASTER] Starting predict_future for KVHI [2025-12-31T20:25:37.281467] [DEBUG] [LOCAL ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt [2025-12-31T20:25:37.281519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:37.281551] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:37.281596] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:37.281656] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:37.338509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:37.339284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:37.339396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:37.339430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:37.454220] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:37.454400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:37.454441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:37.454471] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:37.457900] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: UP (p=93.30%) [2025-12-31T20:25:37.458179] [INFO ] [FORECASTER] Completed predict_future for KVHI [2025-12-31T20:25:37.458303] [INFO ] [sig ] KVHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:37.597345] [INFO ] [LOCAL ] Saved forecast: KVHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KVHI.txt [2025-12-31T20:25:37.597492] [INFO ] [sig ] [1839/3534] Completed KVHI in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.7m [2025-12-31T20:25:37.597531] [INFO ] [sig ] [1840/3534] Forecasting KVUE... [2025-12-31T20:25:37.597560] [INFO ] [sig ] Generating forecast for: KVUE [2025-12-31T20:25:37.597611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-12-31T20:25:37.609287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVUE'. [2025-12-31T20:25:37.609656] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-12-31T20:25:37.610402] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-12-31T20:25:37.610453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:37.610485] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:37.610513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:37.610594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:37.668602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:37.669332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:37.669414] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:37.669445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:37.783690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:37.783848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:37.783887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:37.783916] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:37.787233] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=56.25%) [2025-12-31T20:25:37.787499] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-12-31T20:25:37.787641] [INFO ] [sig ] KVUE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:37.929517] [INFO ] [LOCAL ] Saved forecast: KVUE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KVUE.txt [2025-12-31T20:25:37.929707] [INFO ] [sig ] [1840/3534] Completed KVUE in 0.3s | 2.91 sym/s | Total: 10.5m | ETA: 9.7m [2025-12-31T20:25:37.929749] [INFO ] [sig ] [1841/3534] Forecasting KVYO... [2025-12-31T20:25:37.929788] [INFO ] [sig ] Generating forecast for: KVYO [2025-12-31T20:25:37.929819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-12-31T20:25:37.942604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KVYO'. [2025-12-31T20:25:37.942974] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-12-31T20:25:37.943807] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-12-31T20:25:37.943859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:37.943905] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:37.943932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:37.943990] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:38.001244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:38.002106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:38.002193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:38.002226] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:38.129284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:38.129489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:38.129531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:38.129562] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:38.133663] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-12-31T20:25:38.133950] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-12-31T20:25:38.134083] [INFO ] [sig ] KVYO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:38.278145] [INFO ] [LOCAL ] Saved forecast: KVYO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/KVYO.txt [2025-12-31T20:25:38.278301] [INFO ] [sig ] [1841/3534] Completed KVYO in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:38.278341] [INFO ] [sig ] [1842/3534] Forecasting KYN... [2025-12-31T20:25:38.278371] [INFO ] [sig ] Generating forecast for: KYN [2025-12-31T20:25:38.278403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-12-31T20:25:38.290665] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYN'. [2025-12-31T20:25:38.291015] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-12-31T20:25:38.291801] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-12-31T20:25:38.291852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:38.291908] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:38.291936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:38.291994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:38.349234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:38.350044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:38.350127] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:38.350161] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:38.467725] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:38.467876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:38.467918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:38.467947] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:38.471432] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=0.76%) [2025-12-31T20:25:38.471732] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-12-31T20:25:38.471860] [INFO ] [sig ] KYN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:38.616590] [INFO ] [LOCAL ] Saved forecast: KYN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KYN.txt [2025-12-31T20:25:38.616740] [INFO ] [sig ] [1842/3534] Completed KYN in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:38.616781] [INFO ] [sig ] [1843/3534] Forecasting KYTX... [2025-12-31T20:25:38.616810] [INFO ] [sig ] Generating forecast for: KYTX [2025-12-31T20:25:38.616841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'. [2025-12-31T20:25:38.628120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KYTX'. [2025-12-31T20:25:38.628456] [INFO ] [FORECASTER] Starting predict_future for KYTX [2025-12-31T20:25:38.629223] [DEBUG] [LOCAL ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt [2025-12-31T20:25:38.629303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:38.629335] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:38.629361] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:38.629418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:38.687413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:38.688193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:38.688274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:38.688309] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:38.811533] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:38.811712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:38.811754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:38.811781] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:38.815271] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-12-31T20:25:38.815550] [INFO ] [FORECASTER] Completed predict_future for KYTX [2025-12-31T20:25:38.815704] [INFO ] [sig ] KYTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:38.960413] [INFO ] [LOCAL ] Saved forecast: KYTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KYTX.txt [2025-12-31T20:25:38.960589] [INFO ] [sig ] [1843/3534] Completed KYTX in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:38.960633] [INFO ] [sig ] [1844/3534] Forecasting KZIA... [2025-12-31T20:25:38.960665] [INFO ] [sig ] Generating forecast for: KZIA [2025-12-31T20:25:38.960697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'. [2025-12-31T20:25:38.992151] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'KZIA'. [2025-12-31T20:25:38.992455] [INFO ] [FORECASTER] Starting predict_future for KZIA [2025-12-31T20:25:38.993219] [DEBUG] [LOCAL ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt [2025-12-31T20:25:38.993270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:38.993303] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:38.993329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:38.993386] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:39.050557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:39.051384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:39.051470] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:39.051502] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:39.168627] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:39.168785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:39.168825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:39.168853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:39.172188] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=14.47%) [2025-12-31T20:25:39.172463] [INFO ] [FORECASTER] Completed predict_future for KZIA [2025-12-31T20:25:39.172599] [INFO ] [sig ] KZIA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:39.317064] [INFO ] [LOCAL ] Saved forecast: KZIA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/KZIA.txt [2025-12-31T20:25:39.317214] [INFO ] [sig ] [1844/3534] Completed KZIA in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:39.317257] [INFO ] [sig ] [1845/3534] Forecasting L... [2025-12-31T20:25:39.317296] [INFO ] [sig ] Generating forecast for: L [2025-12-31T20:25:39.317330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-12-31T20:25:39.329744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'L'. [2025-12-31T20:25:39.330179] [INFO ] [FORECASTER] Starting predict_future for L [2025-12-31T20:25:39.331038] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-12-31T20:25:39.331092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:39.331126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:39.331154] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:39.331216] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:39.403587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:39.404476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:39.404568] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:39.404626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:39.523747] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:39.523915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:39.523955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:39.524025] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:39.527489] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=68.33%) [2025-12-31T20:25:39.527831] [INFO ] [FORECASTER] Completed predict_future for L [2025-12-31T20:25:39.527974] [INFO ] [sig ] L: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:39.671096] [INFO ] [LOCAL ] Saved forecast: L 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/L.txt [2025-12-31T20:25:39.671262] [INFO ] [sig ] [1845/3534] Completed L in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:39.671303] [INFO ] [sig ] [1846/3534] Forecasting LAB... [2025-12-31T20:25:39.671333] [INFO ] [sig ] Generating forecast for: LAB [2025-12-31T20:25:39.671363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'. [2025-12-31T20:25:39.684263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAB'. [2025-12-31T20:25:39.684651] [INFO ] [FORECASTER] Starting predict_future for LAB [2025-12-31T20:25:39.685467] [DEBUG] [LOCAL ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt [2025-12-31T20:25:39.685523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:39.685556] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:39.685609] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:39.685672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:39.742805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:39.743689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:39.743775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:39.743809] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:39.867365] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:39.867563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:39.867622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:39.867652] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:39.871209] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=1.56%) [2025-12-31T20:25:39.871558] [INFO ] [FORECASTER] Completed predict_future for LAB [2025-12-31T20:25:39.871733] [INFO ] [sig ] LAB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:40.030036] [INFO ] [LOCAL ] Saved forecast: LAB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LAB.txt [2025-12-31T20:25:40.030211] [INFO ] [sig ] [1846/3534] Completed LAB in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:40.030257] [INFO ] [sig ] [1847/3534] Forecasting LAC... [2025-12-31T20:25:40.030289] [INFO ] [sig ] Generating forecast for: LAC [2025-12-31T20:25:40.030321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-12-31T20:25:40.042900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAC'. [2025-12-31T20:25:40.043303] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-12-31T20:25:40.044098] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-12-31T20:25:40.044151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:40.044183] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:40.044209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:40.044266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:40.101758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:40.102682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:40.102768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:40.102800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:40.224346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:40.224510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:40.224550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:40.224600] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:40.228334] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=40.98%) [2025-12-31T20:25:40.228627] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-12-31T20:25:40.228748] [INFO ] [sig ] LAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:40.381013] [INFO ] [LOCAL ] Saved forecast: LAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LAC.txt [2025-12-31T20:25:40.381173] [INFO ] [sig ] [1847/3534] Completed LAC in 0.4s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:40.381215] [INFO ] [sig ] [1848/3534] Forecasting LAD... [2025-12-31T20:25:40.381244] [INFO ] [sig ] Generating forecast for: LAD [2025-12-31T20:25:40.381275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-12-31T20:25:40.392895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAD'. [2025-12-31T20:25:40.393165] [INFO ] [FORECASTER] Starting predict_future for LAD [2025-12-31T20:25:40.393933] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-12-31T20:25:40.393985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:40.394017] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:40.394043] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:40.394100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:40.450792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:40.451409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:40.451485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:40.451517] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:40.565117] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:40.565273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:40.565312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:40.565359] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:40.568720] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=27.30%) [2025-12-31T20:25:40.568993] [INFO ] [FORECASTER] Completed predict_future for LAD [2025-12-31T20:25:40.569115] [INFO ] [sig ] LAD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:40.709750] [INFO ] [LOCAL ] Saved forecast: LAD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LAD.txt [2025-12-31T20:25:40.709894] [INFO ] [sig ] [1848/3534] Completed LAD in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:40.709950] [INFO ] [sig ] [1849/3534] Forecasting LAES... [2025-12-31T20:25:40.709979] [INFO ] [sig ] Generating forecast for: LAES [2025-12-31T20:25:40.710008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'. [2025-12-31T20:25:40.721181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAES'. [2025-12-31T20:25:40.721454] [INFO ] [FORECASTER] Starting predict_future for LAES [2025-12-31T20:25:40.722219] [DEBUG] [LOCAL ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt [2025-12-31T20:25:40.722275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:40.722307] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:40.722334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:40.722391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:40.779288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:40.779935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:40.780012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:40.780045] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:40.894684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:40.894836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:40.894878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:40.894907] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:40.898388] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=17.33%) [2025-12-31T20:25:40.898685] [INFO ] [FORECASTER] Completed predict_future for LAES [2025-12-31T20:25:40.898812] [INFO ] [sig ] LAES: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:41.039664] [INFO ] [LOCAL ] Saved forecast: LAES 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LAES.txt [2025-12-31T20:25:41.039804] [INFO ] [sig ] [1849/3534] Completed LAES in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:41.039844] [INFO ] [sig ] [1850/3534] Forecasting LAKE... [2025-12-31T20:25:41.039872] [INFO ] [sig ] Generating forecast for: LAKE [2025-12-31T20:25:41.039903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'. [2025-12-31T20:25:41.051540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAKE'. [2025-12-31T20:25:41.051837] [INFO ] [FORECASTER] Starting predict_future for LAKE [2025-12-31T20:25:41.052611] [DEBUG] [LOCAL ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt [2025-12-31T20:25:41.052662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:41.052694] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:41.052720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:41.052778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:41.111314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:41.111967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:41.112047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:41.112081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:41.226513] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:41.226654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:41.226693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:41.226721] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:41.229965] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-12-31T20:25:41.230232] [INFO ] [FORECASTER] Completed predict_future for LAKE [2025-12-31T20:25:41.230354] [INFO ] [sig ] LAKE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:41.370352] [INFO ] [LOCAL ] Saved forecast: LAKE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LAKE.txt [2025-12-31T20:25:41.370487] [INFO ] [sig ] [1850/3534] Completed LAKE in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.7m [2025-12-31T20:25:41.370525] [INFO ] [sig ] [1851/3534] Forecasting LAND... [2025-12-31T20:25:41.370555] [INFO ] [sig ] Generating forecast for: LAND [2025-12-31T20:25:41.370603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'. [2025-12-31T20:25:41.381769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAND'. [2025-12-31T20:25:41.382043] [INFO ] [FORECASTER] Starting predict_future for LAND [2025-12-31T20:25:41.382825] [DEBUG] [LOCAL ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt [2025-12-31T20:25:41.382877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:41.382909] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:41.382935] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:41.382992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:41.440679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:41.441308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:41.441390] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:41.441422] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:41.561588] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:41.561736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:41.561777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:41.561814] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:41.565220] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=71.33%) [2025-12-31T20:25:41.565508] [INFO ] [FORECASTER] Completed predict_future for LAND [2025-12-31T20:25:41.565653] [INFO ] [sig ] LAND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:41.704902] [INFO ] [LOCAL ] Saved forecast: LAND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LAND.txt [2025-12-31T20:25:41.705023] [INFO ] [sig ] [1851/3534] Completed LAND in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:41.705062] [INFO ] [sig ] [1852/3534] Forecasting LANDO... [2025-12-31T20:25:41.705091] [INFO ] [sig ] Generating forecast for: LANDO [2025-12-31T20:25:41.705120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'. [2025-12-31T20:25:41.715634] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDO'. [2025-12-31T20:25:41.715896] [INFO ] [FORECASTER] Starting predict_future for LANDO [2025-12-31T20:25:41.716664] [DEBUG] [LOCAL ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt [2025-12-31T20:25:41.716716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:41.716748] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:41.716776] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:41.716843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:41.775263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:41.775925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:41.776028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:41.776063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:41.882855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:41.883021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:41.883072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:41.883107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:41.886564] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: UP (p=73.93%) [2025-12-31T20:25:41.886875] [INFO ] [FORECASTER] Completed predict_future for LANDO [2025-12-31T20:25:41.887001] [INFO ] [sig ] LANDO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:42.029806] [INFO ] [LOCAL ] Saved forecast: LANDO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LANDO.txt [2025-12-31T20:25:42.029927] [INFO ] [sig ] [1852/3534] Completed LANDO in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:42.029966] [INFO ] [sig ] [1853/3534] Forecasting LANDP... [2025-12-31T20:25:42.029995] [INFO ] [sig ] Generating forecast for: LANDP [2025-12-31T20:25:42.030025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'. [2025-12-31T20:25:42.041464] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LANDP'. [2025-12-31T20:25:42.041778] [INFO ] [FORECASTER] Starting predict_future for LANDP [2025-12-31T20:25:42.042545] [DEBUG] [LOCAL ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt [2025-12-31T20:25:42.042619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:42.042654] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:42.042683] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:42.042743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:42.102194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:42.102896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:42.102982] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:42.103021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:42.217648] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:42.217791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:42.217841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:42.217874] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:42.221350] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=60.89%) [2025-12-31T20:25:42.221649] [INFO ] [FORECASTER] Completed predict_future for LANDP [2025-12-31T20:25:42.221773] [INFO ] [sig ] LANDP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:42.365400] [INFO ] [LOCAL ] Saved forecast: LANDP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LANDP.txt [2025-12-31T20:25:42.365539] [INFO ] [sig ] [1853/3534] Completed LANDP in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:42.365600] [INFO ] [sig ] [1854/3534] Forecasting LASE... [2025-12-31T20:25:42.365633] [INFO ] [sig ] Generating forecast for: LASE [2025-12-31T20:25:42.365665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'. [2025-12-31T20:25:42.377072] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LASE'. [2025-12-31T20:25:42.377377] [INFO ] [FORECASTER] Starting predict_future for LASE [2025-12-31T20:25:42.378207] [DEBUG] [LOCAL ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt [2025-12-31T20:25:42.378261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:42.378297] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:42.378327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:42.378385] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:42.437664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:42.438317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:42.438398] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:42.438435] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:42.555322] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:42.555469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:42.555508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:42.555539] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:42.558960] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=39.99%) [2025-12-31T20:25:42.559233] [INFO ] [FORECASTER] Completed predict_future for LASE [2025-12-31T20:25:42.559380] [INFO ] [sig ] LASE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:42.700068] [INFO ] [LOCAL ] Saved forecast: LASE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LASE.txt [2025-12-31T20:25:42.700198] [INFO ] [sig ] [1854/3534] Completed LASE in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:42.700239] [INFO ] [sig ] [1855/3534] Forecasting LAZ... [2025-12-31T20:25:42.700268] [INFO ] [sig ] Generating forecast for: LAZ [2025-12-31T20:25:42.700298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-12-31T20:25:42.713172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LAZ'. [2025-12-31T20:25:42.713628] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-12-31T20:25:42.714445] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-12-31T20:25:42.714499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:42.714533] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:42.714559] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:42.714639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:42.771248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:42.772158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:42.772242] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:42.772274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:42.891258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:42.891424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:42.891463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:42.891493] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:42.894948] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=22.20%) [2025-12-31T20:25:42.895247] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-12-31T20:25:42.895384] [INFO ] [sig ] LAZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:43.041056] [INFO ] [LOCAL ] Saved forecast: LAZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LAZ.txt [2025-12-31T20:25:43.041220] [INFO ] [sig ] [1855/3534] Completed LAZ in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:43.041262] [INFO ] [sig ] [1856/3534] Forecasting LBRDA... [2025-12-31T20:25:43.041291] [INFO ] [sig ] Generating forecast for: LBRDA [2025-12-31T20:25:43.041321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'. [2025-12-31T20:25:43.053098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'. [2025-12-31T20:25:43.053455] [INFO ] [FORECASTER] Starting predict_future for LBRDA [2025-12-31T20:25:43.054243] [DEBUG] [LOCAL ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt [2025-12-31T20:25:43.054296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:43.054327] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:43.054354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:43.054411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:43.110912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:43.111866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:43.111968] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:43.112000] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:43.234002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:43.234160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:43.234200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:43.234230] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:43.237653] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=10.48%) [2025-12-31T20:25:43.237944] [INFO ] [FORECASTER] Completed predict_future for LBRDA [2025-12-31T20:25:43.238072] [INFO ] [sig ] LBRDA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:43.377720] [INFO ] [LOCAL ] Saved forecast: LBRDA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LBRDA.txt [2025-12-31T20:25:43.377885] [INFO ] [sig ] [1856/3534] Completed LBRDA in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:43.377927] [INFO ] [sig ] [1857/3534] Forecasting LBRDK... [2025-12-31T20:25:43.377957] [INFO ] [sig ] Generating forecast for: LBRDK [2025-12-31T20:25:43.377987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'. [2025-12-31T20:25:43.389748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'. [2025-12-31T20:25:43.390073] [INFO ] [FORECASTER] Starting predict_future for LBRDK [2025-12-31T20:25:43.390893] [DEBUG] [LOCAL ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt [2025-12-31T20:25:43.390946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:43.390979] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:43.391007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:43.391065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:43.448012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:43.448901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:43.448984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:43.449018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:43.572344] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:43.572510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:43.572549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:43.572598] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:43.576050] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=79.47%) [2025-12-31T20:25:43.576330] [INFO ] [FORECASTER] Completed predict_future for LBRDK [2025-12-31T20:25:43.576453] [INFO ] [sig ] LBRDK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:43.714923] [INFO ] [LOCAL ] Saved forecast: LBRDK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LBRDK.txt [2025-12-31T20:25:43.715066] [INFO ] [sig ] [1857/3534] Completed LBRDK in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:43.715106] [INFO ] [sig ] [1858/3534] Forecasting LBTYA... [2025-12-31T20:25:43.715135] [INFO ] [sig ] Generating forecast for: LBTYA [2025-12-31T20:25:43.715165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'. [2025-12-31T20:25:43.727214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'. [2025-12-31T20:25:43.727552] [INFO ] [FORECASTER] Starting predict_future for LBTYA [2025-12-31T20:25:43.728373] [DEBUG] [LOCAL ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt [2025-12-31T20:25:43.728440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:43.728480] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:43.728511] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:43.728621] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:43.786204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:43.786876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:43.786956] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:43.786989] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:43.905873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:43.906021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:43.906062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:43.906089] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:43.909585] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=65.18%) [2025-12-31T20:25:43.909858] [INFO ] [FORECASTER] Completed predict_future for LBTYA [2025-12-31T20:25:43.909979] [INFO ] [sig ] LBTYA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:44.048705] [INFO ] [LOCAL ] Saved forecast: LBTYA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LBTYA.txt [2025-12-31T20:25:44.048835] [INFO ] [sig ] [1858/3534] Completed LBTYA in 0.3s | 2.91 sym/s | Total: 10.6m | ETA: 9.6m [2025-12-31T20:25:44.048874] [INFO ] [sig ] [1859/3534] Forecasting LBTYK... [2025-12-31T20:25:44.048903] [INFO ] [sig ] Generating forecast for: LBTYK [2025-12-31T20:25:44.048933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'. [2025-12-31T20:25:44.060826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'. [2025-12-31T20:25:44.061093] [INFO ] [FORECASTER] Starting predict_future for LBTYK [2025-12-31T20:25:44.061888] [DEBUG] [LOCAL ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt [2025-12-31T20:25:44.061940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:44.061972] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:44.062000] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:44.062059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:44.118957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:44.119603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:44.119681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:44.119713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:44.239141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:44.239290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:44.239333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:44.239380] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:44.242663] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=94.48%) [2025-12-31T20:25:44.242932] [INFO ] [FORECASTER] Completed predict_future for LBTYK [2025-12-31T20:25:44.243054] [INFO ] [sig ] LBTYK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:44.384814] [INFO ] [LOCAL ] Saved forecast: LBTYK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LBTYK.txt [2025-12-31T20:25:44.384943] [INFO ] [sig ] [1859/3534] Completed LBTYK in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:44.384984] [INFO ] [sig ] [1860/3534] Forecasting LC... [2025-12-31T20:25:44.385014] [INFO ] [sig ] Generating forecast for: LC [2025-12-31T20:25:44.385044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-12-31T20:25:44.397010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LC'. [2025-12-31T20:25:44.397269] [INFO ] [FORECASTER] Starting predict_future for LC [2025-12-31T20:25:44.398041] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-12-31T20:25:44.398092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:44.398124] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:44.398151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:44.398208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:44.454728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:44.455413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:44.455490] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:44.455523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:44.573809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:44.573958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:44.573998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:44.574029] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:44.577447] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=54.22%) [2025-12-31T20:25:44.577764] [INFO ] [FORECASTER] Completed predict_future for LC [2025-12-31T20:25:44.577892] [INFO ] [sig ] LC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:44.720323] [INFO ] [LOCAL ] Saved forecast: LC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LC.txt [2025-12-31T20:25:44.720448] [INFO ] [sig ] [1860/3534] Completed LC in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:44.720489] [INFO ] [sig ] [1861/3534] Forecasting LCFY... [2025-12-31T20:25:44.720518] [INFO ] [sig ] Generating forecast for: LCFY [2025-12-31T20:25:44.720547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'. [2025-12-31T20:25:44.732890] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCFY'. [2025-12-31T20:25:44.733168] [INFO ] [FORECASTER] Starting predict_future for LCFY [2025-12-31T20:25:44.733959] [DEBUG] [LOCAL ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt [2025-12-31T20:25:44.734011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:44.734042] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:44.734067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:44.734123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:44.791172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:44.791803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:44.791880] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:44.791912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:44.899749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:44.899889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:44.899927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:44.899956] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:44.903218] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=19.39%) [2025-12-31T20:25:44.903485] [INFO ] [FORECASTER] Completed predict_future for LCFY [2025-12-31T20:25:44.903630] [INFO ] [sig ] LCFY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:45.042999] [INFO ] [LOCAL ] Saved forecast: LCFY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LCFY.txt [2025-12-31T20:25:45.043127] [INFO ] [sig ] [1861/3534] Completed LCFY in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:45.043166] [INFO ] [sig ] [1862/3534] Forecasting LCID... [2025-12-31T20:25:45.043196] [INFO ] [sig ] Generating forecast for: LCID [2025-12-31T20:25:45.043227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'. [2025-12-31T20:25:45.054825] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCID'. [2025-12-31T20:25:45.055112] [INFO ] [FORECASTER] Starting predict_future for LCID [2025-12-31T20:25:45.055880] [DEBUG] [LOCAL ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt [2025-12-31T20:25:45.055932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:45.055964] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:45.055991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:45.056049] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:45.113060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:45.113771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:45.113850] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:45.113881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:45.234992] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:45.235167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:45.235209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:45.235238] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:45.238666] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=87.00%) [2025-12-31T20:25:45.238938] [INFO ] [FORECASTER] Completed predict_future for LCID [2025-12-31T20:25:45.239061] [INFO ] [sig ] LCID: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:45.380962] [INFO ] [LOCAL ] Saved forecast: LCID 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LCID.txt [2025-12-31T20:25:45.381103] [INFO ] [sig ] [1862/3534] Completed LCID in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:45.381143] [INFO ] [sig ] [1863/3534] Forecasting LCII... [2025-12-31T20:25:45.381174] [INFO ] [sig ] Generating forecast for: LCII [2025-12-31T20:25:45.381204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-12-31T20:25:45.392971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCII'. [2025-12-31T20:25:45.393244] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-12-31T20:25:45.394014] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-12-31T20:25:45.394065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:45.394097] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:45.394125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:45.394193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:45.451126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:45.451795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:45.451876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:45.451914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:45.570934] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:45.571077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:45.571118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:45.571149] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:45.574543] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=18.73%) [2025-12-31T20:25:45.574829] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-12-31T20:25:45.574955] [INFO ] [sig ] LCII: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:45.713469] [INFO ] [LOCAL ] Saved forecast: LCII 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LCII.txt [2025-12-31T20:25:45.713611] [INFO ] [sig ] [1863/3534] Completed LCII in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:45.713652] [INFO ] [sig ] [1864/3534] Forecasting LCNB... [2025-12-31T20:25:45.713683] [INFO ] [sig ] Generating forecast for: LCNB [2025-12-31T20:25:45.713712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'. [2025-12-31T20:25:45.725039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LCNB'. [2025-12-31T20:25:45.725322] [INFO ] [FORECASTER] Starting predict_future for LCNB [2025-12-31T20:25:45.726163] [DEBUG] [LOCAL ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt [2025-12-31T20:25:45.726216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:45.726249] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:45.726276] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:45.726334] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:45.785491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:45.786150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:45.786228] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:45.786263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:45.899042] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:45.899199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:45.899239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:45.899295] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:45.902666] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=84.17%) [2025-12-31T20:25:45.902940] [INFO ] [FORECASTER] Completed predict_future for LCNB [2025-12-31T20:25:45.903059] [INFO ] [sig ] LCNB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:46.042310] [INFO ] [LOCAL ] Saved forecast: LCNB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LCNB.txt [2025-12-31T20:25:46.042475] [INFO ] [sig ] [1864/3534] Completed LCNB in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:46.042518] [INFO ] [sig ] [1865/3534] Forecasting LDI... [2025-12-31T20:25:46.042549] [INFO ] [sig ] Generating forecast for: LDI [2025-12-31T20:25:46.042601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-12-31T20:25:46.054243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDI'. [2025-12-31T20:25:46.054639] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-12-31T20:25:46.055410] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-12-31T20:25:46.055474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:46.055507] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:46.055534] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:46.055626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:46.111863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:46.112716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:46.112797] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:46.112829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:46.230075] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:46.230208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:46.230248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:46.230277] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:46.234251] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=21.82%) [2025-12-31T20:25:46.234527] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-12-31T20:25:46.234668] [INFO ] [sig ] LDI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:46.373304] [INFO ] [LOCAL ] Saved forecast: LDI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LDI.txt [2025-12-31T20:25:46.373434] [INFO ] [sig ] [1865/3534] Completed LDI in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:46.373528] [INFO ] [sig ] [1866/3534] Forecasting LDOS... [2025-12-31T20:25:46.373600] [INFO ] [sig ] Generating forecast for: LDOS [2025-12-31T20:25:46.373649] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-12-31T20:25:46.385417] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDOS'. [2025-12-31T20:25:46.385743] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-12-31T20:25:46.386521] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-12-31T20:25:46.386599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:46.386644] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:46.386673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:46.386732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:46.443129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:46.443784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:46.443859] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:46.443891] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:46.559209] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:46.559402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:46.559452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:46.559488] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:46.562927] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=0.42%) [2025-12-31T20:25:46.563208] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-12-31T20:25:46.563335] [INFO ] [sig ] LDOS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:46.709545] [INFO ] [LOCAL ] Saved forecast: LDOS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LDOS.txt [2025-12-31T20:25:46.709723] [INFO ] [sig ] [1866/3534] Completed LDOS in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:46.709764] [INFO ] [sig ] [1867/3534] Forecasting LDP... [2025-12-31T20:25:46.709794] [INFO ] [sig ] Generating forecast for: LDP [2025-12-31T20:25:46.709824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-12-31T20:25:46.722016] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDP'. [2025-12-31T20:25:46.722323] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-12-31T20:25:46.723325] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-12-31T20:25:46.723380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:46.723418] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:46.723451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:46.723521] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:46.783160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:46.784043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:46.784126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:46.784158] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:46.906423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:46.906610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:46.906652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:46.906679] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:46.910184] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=25.88%) [2025-12-31T20:25:46.910458] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-12-31T20:25:46.910786] [INFO ] [sig ] LDP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:47.054268] [INFO ] [LOCAL ] Saved forecast: LDP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LDP.txt [2025-12-31T20:25:47.054428] [INFO ] [sig ] [1867/3534] Completed LDP in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.6m [2025-12-31T20:25:47.054469] [INFO ] [sig ] [1868/3534] Forecasting LDSF... [2025-12-31T20:25:47.054500] [INFO ] [sig ] Generating forecast for: LDSF [2025-12-31T20:25:47.054530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'. [2025-12-31T20:25:47.065710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LDSF'. [2025-12-31T20:25:47.066048] [INFO ] [FORECASTER] Starting predict_future for LDSF [2025-12-31T20:25:47.066853] [DEBUG] [LOCAL ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt [2025-12-31T20:25:47.066905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:47.066936] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:47.066964] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:47.067022] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:47.125285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:47.126128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:47.126208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:47.126240] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:47.234287] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:47.234451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:47.234489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:47.234517] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:47.238251] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=80.68%) [2025-12-31T20:25:47.238525] [INFO ] [FORECASTER] Completed predict_future for LDSF [2025-12-31T20:25:47.238815] [INFO ] [sig ] LDSF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:47.385217] [INFO ] [LOCAL ] Saved forecast: LDSF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LDSF.txt [2025-12-31T20:25:47.385391] [INFO ] [sig ] [1868/3534] Completed LDSF in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:47.385438] [INFO ] [sig ] [1869/3534] Forecasting LE... [2025-12-31T20:25:47.385469] [INFO ] [sig ] Generating forecast for: LE [2025-12-31T20:25:47.385511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'. [2025-12-31T20:25:47.397519] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LE'. [2025-12-31T20:25:47.397851] [INFO ] [FORECASTER] Starting predict_future for LE [2025-12-31T20:25:47.398644] [DEBUG] [LOCAL ] No optimal features file found for LE: ./output/feature-sets/LE.txt [2025-12-31T20:25:47.398695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:47.398727] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:47.398779] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:47.398838] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:47.456321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:47.457191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:47.457271] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:47.457304] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:47.579067] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:47.579220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:47.579274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:47.579304] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:47.583227] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=39.31%) [2025-12-31T20:25:47.583500] [INFO ] [FORECASTER] Completed predict_future for LE [2025-12-31T20:25:47.583657] [INFO ] [sig ] LE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:47.725407] [INFO ] [LOCAL ] Saved forecast: LE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LE.txt [2025-12-31T20:25:47.725774] [INFO ] [sig ] [1869/3534] Completed LE in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:47.725815] [INFO ] [sig ] [1870/3534] Forecasting LEA... [2025-12-31T20:25:47.725847] [INFO ] [sig ] Generating forecast for: LEA [2025-12-31T20:25:47.725878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-12-31T20:25:47.738676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEA'. [2025-12-31T20:25:47.739010] [INFO ] [FORECASTER] Starting predict_future for LEA [2025-12-31T20:25:47.739815] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-12-31T20:25:47.739865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:47.739897] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:47.739927] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:47.739985] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:47.800646] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:47.801480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:47.801563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:47.801623] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:47.920632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:47.920786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:47.920825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:47.920854] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:47.924183] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=78.02%) [2025-12-31T20:25:47.924470] [INFO ] [FORECASTER] Completed predict_future for LEA [2025-12-31T20:25:47.924611] [INFO ] [sig ] LEA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:48.069933] [INFO ] [LOCAL ] Saved forecast: LEA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LEA.txt [2025-12-31T20:25:48.070091] [INFO ] [sig ] [1870/3534] Completed LEA in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:48.070132] [INFO ] [sig ] [1871/3534] Forecasting LECO... [2025-12-31T20:25:48.070163] [INFO ] [sig ] Generating forecast for: LECO [2025-12-31T20:25:48.070193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'. [2025-12-31T20:25:48.082490] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LECO'. [2025-12-31T20:25:48.082826] [INFO ] [FORECASTER] Starting predict_future for LECO [2025-12-31T20:25:48.083589] [DEBUG] [LOCAL ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt [2025-12-31T20:25:48.083641] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:48.083673] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:48.083700] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:48.083758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:48.144710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:48.145537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:48.145636] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:48.145668] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:48.268893] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:48.269049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:48.269089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:48.269118] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:48.272807] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: UP (p=66.96%) [2025-12-31T20:25:48.273099] [INFO ] [FORECASTER] Completed predict_future for LECO [2025-12-31T20:25:48.273227] [INFO ] [sig ] LECO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:48.419973] [INFO ] [LOCAL ] Saved forecast: LECO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LECO.txt [2025-12-31T20:25:48.420132] [INFO ] [sig ] [1871/3534] Completed LECO in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:48.420173] [INFO ] [sig ] [1872/3534] Forecasting LEG... [2025-12-31T20:25:48.420202] [INFO ] [sig ] Generating forecast for: LEG [2025-12-31T20:25:48.420232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-12-31T20:25:48.431300] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEG'. [2025-12-31T20:25:48.431640] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-12-31T20:25:48.432393] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-12-31T20:25:48.432444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:48.432476] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:48.432502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:48.432561] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:48.489828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:48.490687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:48.490768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:48.490802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:48.609103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:48.609275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:48.609332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:48.609363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:48.612715] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=43.27%) [2025-12-31T20:25:48.613013] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-12-31T20:25:48.613134] [INFO ] [sig ] LEG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:48.756883] [INFO ] [LOCAL ] Saved forecast: LEG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LEG.txt [2025-12-31T20:25:48.757012] [INFO ] [sig ] [1872/3534] Completed LEG in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:48.757053] [INFO ] [sig ] [1873/3534] Forecasting LEGH... [2025-12-31T20:25:48.757090] [INFO ] [sig ] Generating forecast for: LEGH [2025-12-31T20:25:48.757121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'. [2025-12-31T20:25:48.767822] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGH'. [2025-12-31T20:25:48.768087] [INFO ] [FORECASTER] Starting predict_future for LEGH [2025-12-31T20:25:48.768858] [DEBUG] [LOCAL ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt [2025-12-31T20:25:48.768909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:48.768941] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:48.768968] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:48.769025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:48.825685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:48.826305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:48.826381] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:48.826412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:48.941231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:48.941368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:48.941407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:48.941435] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:48.944729] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=58.78%) [2025-12-31T20:25:48.945001] [INFO ] [FORECASTER] Completed predict_future for LEGH [2025-12-31T20:25:48.945122] [INFO ] [sig ] LEGH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:49.085595] [INFO ] [LOCAL ] Saved forecast: LEGH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LEGH.txt [2025-12-31T20:25:49.085727] [INFO ] [sig ] [1873/3534] Completed LEGH in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:49.085767] [INFO ] [sig ] [1874/3534] Forecasting LEGN... [2025-12-31T20:25:49.085796] [INFO ] [sig ] Generating forecast for: LEGN [2025-12-31T20:25:49.085826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'. [2025-12-31T20:25:49.096845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEGN'. [2025-12-31T20:25:49.097109] [INFO ] [FORECASTER] Starting predict_future for LEGN [2025-12-31T20:25:49.097886] [DEBUG] [LOCAL ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt [2025-12-31T20:25:49.097936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:49.097967] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:49.097994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:49.098051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:49.155238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:49.155894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:49.155970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:49.156001] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:49.273974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:49.274117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:49.274155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:49.274183] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:49.277482] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=56.25%) [2025-12-31T20:25:49.277784] [INFO ] [FORECASTER] Completed predict_future for LEGN [2025-12-31T20:25:49.277912] [INFO ] [sig ] LEGN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:49.416562] [INFO ] [LOCAL ] Saved forecast: LEGN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LEGN.txt [2025-12-31T20:25:49.416706] [INFO ] [sig ] [1874/3534] Completed LEGN in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:49.416746] [INFO ] [sig ] [1875/3534] Forecasting LEN... [2025-12-31T20:25:49.416775] [INFO ] [sig ] Generating forecast for: LEN [2025-12-31T20:25:49.416806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-12-31T20:25:49.428211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEN'. [2025-12-31T20:25:49.428480] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-12-31T20:25:49.429273] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-12-31T20:25:49.429325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:49.429356] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:49.429382] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:49.429440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:49.486841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:49.487494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:49.487625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:49.487663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:49.607835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:49.607980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:49.608019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:49.608048] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:49.611335] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=35.34%) [2025-12-31T20:25:49.611629] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-12-31T20:25:49.611752] [INFO ] [sig ] LEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:49.752970] [INFO ] [LOCAL ] Saved forecast: LEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LEN.txt [2025-12-31T20:25:49.753089] [INFO ] [sig ] [1875/3534] Completed LEN in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:49.753129] [INFO ] [sig ] [1876/3534] Forecasting LENZ... [2025-12-31T20:25:49.753161] [INFO ] [sig ] Generating forecast for: LENZ [2025-12-31T20:25:49.753192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'. [2025-12-31T20:25:49.764420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LENZ'. [2025-12-31T20:25:49.764751] [INFO ] [FORECASTER] Starting predict_future for LENZ [2025-12-31T20:25:49.765512] [DEBUG] [LOCAL ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt [2025-12-31T20:25:49.765565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:49.765647] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:49.765678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:49.765737] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:49.822748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:49.823423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:49.823502] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:49.823534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:49.942236] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:49.942392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:49.942433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:49.942462] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:49.945765] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=78.43%) [2025-12-31T20:25:49.946033] [INFO ] [FORECASTER] Completed predict_future for LENZ [2025-12-31T20:25:49.946157] [INFO ] [sig ] LENZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:50.087404] [INFO ] [LOCAL ] Saved forecast: LENZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LENZ.txt [2025-12-31T20:25:50.087563] [INFO ] [sig ] [1876/3534] Completed LENZ in 0.3s | 2.91 sym/s | Total: 10.7m | ETA: 9.5m [2025-12-31T20:25:50.087624] [INFO ] [sig ] [1877/3534] Forecasting LEO... [2025-12-31T20:25:50.087656] [INFO ] [sig ] Generating forecast for: LEO [2025-12-31T20:25:50.087686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-12-31T20:25:50.098668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEO'. [2025-12-31T20:25:50.098968] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-12-31T20:25:50.099770] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-12-31T20:25:50.099821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:50.099853] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:50.099880] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:50.099936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:50.157666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:50.158499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:50.158600] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:50.158635] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:50.276218] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:50.276373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:50.276412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:50.276441] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:50.279811] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=29.32%) [2025-12-31T20:25:50.280087] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-12-31T20:25:50.280213] [INFO ] [sig ] LEO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:50.418808] [INFO ] [LOCAL ] Saved forecast: LEO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LEO.txt [2025-12-31T20:25:50.418967] [INFO ] [sig ] [1877/3534] Completed LEO in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:50.419006] [INFO ] [sig ] [1878/3534] Forecasting LESL... [2025-12-31T20:25:50.419036] [INFO ] [sig ] Generating forecast for: LESL [2025-12-31T20:25:50.419066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'. [2025-12-31T20:25:50.430276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LESL'. [2025-12-31T20:25:50.430645] [INFO ] [FORECASTER] Starting predict_future for LESL [2025-12-31T20:25:50.431395] [DEBUG] [LOCAL ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt [2025-12-31T20:25:50.431454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:50.431492] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:50.431524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:50.431617] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:50.487969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:50.488782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:50.488866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:50.488898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:50.607908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:50.608064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:50.608101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:50.608130] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:50.611488] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=0.32%) [2025-12-31T20:25:50.611777] [INFO ] [FORECASTER] Completed predict_future for LESL [2025-12-31T20:25:50.611897] [INFO ] [sig ] LESL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:50.751330] [INFO ] [LOCAL ] Saved forecast: LESL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LESL.txt [2025-12-31T20:25:50.751473] [INFO ] [sig ] [1878/3534] Completed LESL in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:50.751513] [INFO ] [sig ] [1879/3534] Forecasting LEVI... [2025-12-31T20:25:50.751543] [INFO ] [sig ] Generating forecast for: LEVI [2025-12-31T20:25:50.751589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-12-31T20:25:50.763128] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LEVI'. [2025-12-31T20:25:50.763444] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-12-31T20:25:50.764230] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-12-31T20:25:50.764282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:50.764314] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:50.764340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:50.764398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:50.820515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:50.821358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:50.821442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:50.821475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:50.940001] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:50.940156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:50.940197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:50.940226] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:50.943551] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=56.06%) [2025-12-31T20:25:50.943846] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-12-31T20:25:50.943970] [INFO ] [sig ] LEVI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:51.082247] [INFO ] [LOCAL ] Saved forecast: LEVI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LEVI.txt [2025-12-31T20:25:51.082395] [INFO ] [sig ] [1879/3534] Completed LEVI in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:51.082436] [INFO ] [sig ] [1880/3534] Forecasting LFMD... [2025-12-31T20:25:51.082473] [INFO ] [sig ] Generating forecast for: LFMD [2025-12-31T20:25:51.082505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'. [2025-12-31T20:25:51.093710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFMD'. [2025-12-31T20:25:51.094054] [INFO ] [FORECASTER] Starting predict_future for LFMD [2025-12-31T20:25:51.094848] [DEBUG] [LOCAL ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt [2025-12-31T20:25:51.094900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:51.094931] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:51.094958] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:51.095016] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:51.150862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:51.151666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:51.151755] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:51.151793] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:51.276603] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:51.276758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:51.276799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:51.276828] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:51.280279] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-12-31T20:25:51.280561] [INFO ] [FORECASTER] Completed predict_future for LFMD [2025-12-31T20:25:51.280705] [INFO ] [sig ] LFMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:51.422042] [INFO ] [LOCAL ] Saved forecast: LFMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LFMD.txt [2025-12-31T20:25:51.422179] [INFO ] [sig ] [1880/3534] Completed LFMD in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:51.422222] [INFO ] [sig ] [1881/3534] Forecasting LFUS... [2025-12-31T20:25:51.422252] [INFO ] [sig ] Generating forecast for: LFUS [2025-12-31T20:25:51.422282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'. [2025-12-31T20:25:51.433985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFUS'. [2025-12-31T20:25:51.434338] [INFO ] [FORECASTER] Starting predict_future for LFUS [2025-12-31T20:25:51.435148] [DEBUG] [LOCAL ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt [2025-12-31T20:25:51.435202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:51.435234] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:51.435264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:51.435326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:51.491894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:51.492777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:51.492861] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:51.492893] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:51.614211] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:51.614341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:51.614378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:51.614407] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:51.617706] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=84.10%) [2025-12-31T20:25:51.617997] [INFO ] [FORECASTER] Completed predict_future for LFUS [2025-12-31T20:25:51.618135] [INFO ] [sig ] LFUS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:51.758118] [INFO ] [LOCAL ] Saved forecast: LFUS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LFUS.txt [2025-12-31T20:25:51.758254] [INFO ] [sig ] [1881/3534] Completed LFUS in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:51.758292] [INFO ] [sig ] [1882/3534] Forecasting LFVN... [2025-12-31T20:25:51.758322] [INFO ] [sig ] Generating forecast for: LFVN [2025-12-31T20:25:51.758353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'. [2025-12-31T20:25:51.769691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LFVN'. [2025-12-31T20:25:51.769977] [INFO ] [FORECASTER] Starting predict_future for LFVN [2025-12-31T20:25:51.770745] [DEBUG] [LOCAL ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt [2025-12-31T20:25:51.770796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:51.770828] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:51.770855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:51.770913] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:51.829173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:51.829815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:51.829891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:51.829924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:51.946294] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:51.946426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:51.946464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:51.946494] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:51.949771] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: UP (p=70.82%) [2025-12-31T20:25:51.950042] [INFO ] [FORECASTER] Completed predict_future for LFVN [2025-12-31T20:25:51.950172] [INFO ] [sig ] LFVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:52.088193] [INFO ] [LOCAL ] Saved forecast: LFVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LFVN.txt [2025-12-31T20:25:52.088310] [INFO ] [sig ] [1882/3534] Completed LFVN in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:52.088371] [INFO ] [sig ] [1883/3534] Forecasting LGCL... [2025-12-31T20:25:52.088401] [INFO ] [sig ] Generating forecast for: LGCL [2025-12-31T20:25:52.088431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'. [2025-12-31T20:25:52.099777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGCL'. [2025-12-31T20:25:52.100059] [INFO ] [FORECASTER] Starting predict_future for LGCL [2025-12-31T20:25:52.100824] [DEBUG] [LOCAL ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt [2025-12-31T20:25:52.100875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:52.100907] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:52.100934] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:52.100992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:52.157774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:52.158371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:52.158446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:52.158478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:52.267587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:52.267720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:52.267760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:52.267804] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:52.271073] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=11.95%) [2025-12-31T20:25:52.271338] [INFO ] [FORECASTER] Completed predict_future for LGCL [2025-12-31T20:25:52.271457] [INFO ] [sig ] LGCL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:52.408602] [INFO ] [LOCAL ] Saved forecast: LGCL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LGCL.txt [2025-12-31T20:25:52.408725] [INFO ] [sig ] [1883/3534] Completed LGCL in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:52.408764] [INFO ] [sig ] [1884/3534] Forecasting LGI... [2025-12-31T20:25:52.408793] [INFO ] [sig ] Generating forecast for: LGI [2025-12-31T20:25:52.408823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-12-31T20:25:52.420805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGI'. [2025-12-31T20:25:52.421096] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-12-31T20:25:52.421946] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-12-31T20:25:52.421999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:52.422032] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:52.422060] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:52.422127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:52.479857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:52.480717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:52.480798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:52.480831] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:52.599967] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:52.600118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:52.600158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:52.600186] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:52.603516] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=26.66%) [2025-12-31T20:25:52.603800] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-12-31T20:25:52.603920] [INFO ] [sig ] LGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:52.747037] [INFO ] [LOCAL ] Saved forecast: LGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LGI.txt [2025-12-31T20:25:52.747202] [INFO ] [sig ] [1884/3534] Completed LGI in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.5m [2025-12-31T20:25:52.747242] [INFO ] [sig ] [1885/3534] Forecasting LGIH... [2025-12-31T20:25:52.747273] [INFO ] [sig ] Generating forecast for: LGIH [2025-12-31T20:25:52.747303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'. [2025-12-31T20:25:52.759096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGIH'. [2025-12-31T20:25:52.759402] [INFO ] [FORECASTER] Starting predict_future for LGIH [2025-12-31T20:25:52.760200] [DEBUG] [LOCAL ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt [2025-12-31T20:25:52.760255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:52.760286] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:52.760315] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:52.760373] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:52.818882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:52.819536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:52.819649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:52.819685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:52.933615] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:52.933765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:52.933804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:52.933832] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:52.937136] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=99.01%) [2025-12-31T20:25:52.937403] [INFO ] [FORECASTER] Completed predict_future for LGIH [2025-12-31T20:25:52.937525] [INFO ] [sig ] LGIH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:53.076723] [INFO ] [LOCAL ] Saved forecast: LGIH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LGIH.txt [2025-12-31T20:25:53.076842] [INFO ] [sig ] [1885/3534] Completed LGIH in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:53.076882] [INFO ] [sig ] [1886/3534] Forecasting LGND... [2025-12-31T20:25:53.076911] [INFO ] [sig ] Generating forecast for: LGND [2025-12-31T20:25:53.076941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'. [2025-12-31T20:25:53.088752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LGND'. [2025-12-31T20:25:53.089052] [INFO ] [FORECASTER] Starting predict_future for LGND [2025-12-31T20:25:53.089893] [DEBUG] [LOCAL ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt [2025-12-31T20:25:53.089946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:53.089978] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:53.090030] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:53.090097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:53.146494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:53.147096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:53.147172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:53.147204] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:53.265090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:53.265234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:53.265273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:53.265302] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:53.268627] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-12-31T20:25:53.268892] [INFO ] [FORECASTER] Completed predict_future for LGND [2025-12-31T20:25:53.269013] [INFO ] [sig ] LGND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:53.408064] [INFO ] [LOCAL ] Saved forecast: LGND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LGND.txt [2025-12-31T20:25:53.408186] [INFO ] [sig ] [1886/3534] Completed LGND in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:53.408225] [INFO ] [sig ] [1887/3534] Forecasting LH... [2025-12-31T20:25:53.408256] [INFO ] [sig ] Generating forecast for: LH [2025-12-31T20:25:53.408286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-12-31T20:25:53.420160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LH'. [2025-12-31T20:25:53.420448] [INFO ] [FORECASTER] Starting predict_future for LH [2025-12-31T20:25:53.421249] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-12-31T20:25:53.421304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:53.421338] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:53.421378] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:53.421438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:53.478636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:53.479286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:53.479367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:53.479399] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:53.597609] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:53.597764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:53.597804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:53.597834] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:53.601169] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=40.87%) [2025-12-31T20:25:53.601433] [INFO ] [FORECASTER] Completed predict_future for LH [2025-12-31T20:25:53.601558] [INFO ] [sig ] LH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:53.740621] [INFO ] [LOCAL ] Saved forecast: LH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LH.txt [2025-12-31T20:25:53.740776] [INFO ] [sig ] [1887/3534] Completed LH in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:53.740818] [INFO ] [sig ] [1888/3534] Forecasting LHX... [2025-12-31T20:25:53.740847] [INFO ] [sig ] Generating forecast for: LHX [2025-12-31T20:25:53.740877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-12-31T20:25:53.752779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LHX'. [2025-12-31T20:25:53.753136] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-12-31T20:25:53.753950] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-12-31T20:25:53.754002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:53.754034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:53.754062] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:53.754121] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:53.810436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:53.811122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:53.811200] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:53.811232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:53.930442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:53.930603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:53.930644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:53.930672] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:53.933911] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=23.77%) [2025-12-31T20:25:53.934182] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-12-31T20:25:53.934302] [INFO ] [sig ] LHX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:54.075123] [INFO ] [LOCAL ] Saved forecast: LHX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LHX.txt [2025-12-31T20:25:54.075243] [INFO ] [sig ] [1888/3534] Completed LHX in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:54.075290] [INFO ] [sig ] [1889/3534] Forecasting LI... [2025-12-31T20:25:54.075325] [INFO ] [sig ] Generating forecast for: LI [2025-12-31T20:25:54.075355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'. [2025-12-31T20:25:54.086563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LI'. [2025-12-31T20:25:54.086850] [INFO ] [FORECASTER] Starting predict_future for LI [2025-12-31T20:25:54.087671] [DEBUG] [LOCAL ] No optimal features file found for LI: ./output/feature-sets/LI.txt [2025-12-31T20:25:54.087724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:54.087756] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:54.087783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:54.087840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:54.144902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:54.145511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:54.145610] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:54.145647] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:54.268211] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:54.268361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:54.268399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:54.268427] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:54.271805] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=7.63%) [2025-12-31T20:25:54.272104] [INFO ] [FORECASTER] Completed predict_future for LI [2025-12-31T20:25:54.272228] [INFO ] [sig ] LI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:54.410224] [INFO ] [LOCAL ] Saved forecast: LI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LI.txt [2025-12-31T20:25:54.410344] [INFO ] [sig ] [1889/3534] Completed LI in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:54.410384] [INFO ] [sig ] [1890/3534] Forecasting LICN... [2025-12-31T20:25:54.410414] [INFO ] [sig ] Generating forecast for: LICN [2025-12-31T20:25:54.410443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'. [2025-12-31T20:25:54.421116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LICN'. [2025-12-31T20:25:54.421379] [INFO ] [FORECASTER] Starting predict_future for LICN [2025-12-31T20:25:54.422154] [DEBUG] [LOCAL ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt [2025-12-31T20:25:54.422205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:54.422237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:54.422264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:54.422321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:54.478603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:54.479204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:54.479294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:54.479330] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:54.595407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:54.595567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:54.595632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:54.595662] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:54.599008] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=95.57%) [2025-12-31T20:25:54.599301] [INFO ] [FORECASTER] Completed predict_future for LICN [2025-12-31T20:25:54.599422] [INFO ] [sig ] LICN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:54.738871] [INFO ] [LOCAL ] Saved forecast: LICN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LICN.txt [2025-12-31T20:25:54.739003] [INFO ] [sig ] [1890/3534] Completed LICN in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:54.739044] [INFO ] [sig ] [1891/3534] Forecasting LIF... [2025-12-31T20:25:54.739073] [INFO ] [sig ] Generating forecast for: LIF [2025-12-31T20:25:54.739109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'. [2025-12-31T20:25:54.750246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIF'. [2025-12-31T20:25:54.750513] [INFO ] [FORECASTER] Starting predict_future for LIF [2025-12-31T20:25:54.751274] [DEBUG] [LOCAL ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt [2025-12-31T20:25:54.751327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:54.751359] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:54.751386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:54.751445] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:54.807997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:54.808902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:54.808986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:54.809019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:54.931736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:54.931895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:54.931936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:54.931964] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:54.935277] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=68.16%) [2025-12-31T20:25:54.935548] [INFO ] [FORECASTER] Completed predict_future for LIF [2025-12-31T20:25:54.935693] [INFO ] [sig ] LIF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:55.074436] [INFO ] [LOCAL ] Saved forecast: LIF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LIF.txt [2025-12-31T20:25:55.074558] [INFO ] [sig ] [1891/3534] Completed LIF in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:55.074613] [INFO ] [sig ] [1892/3534] Forecasting LII... [2025-12-31T20:25:55.074644] [INFO ] [sig ] Generating forecast for: LII [2025-12-31T20:25:55.074674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-12-31T20:25:55.085973] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LII'. [2025-12-31T20:25:55.086257] [INFO ] [FORECASTER] Starting predict_future for LII [2025-12-31T20:25:55.087021] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-12-31T20:25:55.087073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:55.087104] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:55.087130] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:55.087187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:55.143673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:55.144256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:55.144331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:55.144363] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:55.261832] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:55.261999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:55.262040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:55.262068] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:55.265394] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=62.44%) [2025-12-31T20:25:55.265686] [INFO ] [FORECASTER] Completed predict_future for LII [2025-12-31T20:25:55.265808] [INFO ] [sig ] LII: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:55.403832] [INFO ] [LOCAL ] Saved forecast: LII 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LII.txt [2025-12-31T20:25:55.403966] [INFO ] [sig ] [1892/3534] Completed LII in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:55.404007] [INFO ] [sig ] [1893/3534] Forecasting LILA... [2025-12-31T20:25:55.404037] [INFO ] [sig ] Generating forecast for: LILA [2025-12-31T20:25:55.404067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'. [2025-12-31T20:25:55.415249] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILA'. [2025-12-31T20:25:55.415533] [INFO ] [FORECASTER] Starting predict_future for LILA [2025-12-31T20:25:55.416292] [DEBUG] [LOCAL ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt [2025-12-31T20:25:55.416344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:55.416375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:55.416403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:55.416461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:55.476280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:55.477035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:55.477112] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:55.477145] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:55.595265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:55.595402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:55.595440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:55.595468] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:55.598729] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=45.08%) [2025-12-31T20:25:55.598997] [INFO ] [FORECASTER] Completed predict_future for LILA [2025-12-31T20:25:55.599116] [INFO ] [sig ] LILA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:55.739538] [INFO ] [LOCAL ] Saved forecast: LILA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LILA.txt [2025-12-31T20:25:55.739691] [INFO ] [sig ] [1893/3534] Completed LILA in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:55.739732] [INFO ] [sig ] [1894/3534] Forecasting LILAK... [2025-12-31T20:25:55.739761] [INFO ] [sig ] Generating forecast for: LILAK [2025-12-31T20:25:55.739791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'. [2025-12-31T20:25:55.751560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LILAK'. [2025-12-31T20:25:55.751929] [INFO ] [FORECASTER] Starting predict_future for LILAK [2025-12-31T20:25:55.752776] [DEBUG] [LOCAL ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt [2025-12-31T20:25:55.752830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:55.752863] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:55.752890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:55.752949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:55.811093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:55.811860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:55.811941] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:55.811976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:55.936806] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:55.936965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:55.937005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:55.937036] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:55.940652] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=40.78%) [2025-12-31T20:25:55.940980] [INFO ] [FORECASTER] Completed predict_future for LILAK [2025-12-31T20:25:55.941119] [INFO ] [sig ] LILAK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:56.082244] [INFO ] [LOCAL ] Saved forecast: LILAK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LILAK.txt [2025-12-31T20:25:56.082388] [INFO ] [sig ] [1894/3534] Completed LILAK in 0.3s | 2.91 sym/s | Total: 10.8m | ETA: 9.4m [2025-12-31T20:25:56.082427] [INFO ] [sig ] [1895/3534] Forecasting LIN... [2025-12-31T20:25:56.082457] [INFO ] [sig ] Generating forecast for: LIN [2025-12-31T20:25:56.082488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'. [2025-12-31T20:25:56.093936] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIN'. [2025-12-31T20:25:56.094197] [INFO ] [FORECASTER] Starting predict_future for LIN [2025-12-31T20:25:56.094984] [DEBUG] [LOCAL ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt [2025-12-31T20:25:56.095035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:56.095066] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:56.095092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:56.095147] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:56.151882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:56.152489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:56.152565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:56.152624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:56.268082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:56.268230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:56.268269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:56.268298] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:56.271717] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=84.75%) [2025-12-31T20:25:56.271998] [INFO ] [FORECASTER] Completed predict_future for LIN [2025-12-31T20:25:56.272118] [INFO ] [sig ] LIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:56.410280] [INFO ] [LOCAL ] Saved forecast: LIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LIN.txt [2025-12-31T20:25:56.410441] [INFO ] [sig ] [1895/3534] Completed LIN in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:56.410484] [INFO ] [sig ] [1896/3534] Forecasting LINC... [2025-12-31T20:25:56.410513] [INFO ] [sig ] Generating forecast for: LINC [2025-12-31T20:25:56.410541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'. [2025-12-31T20:25:56.422773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINC'. [2025-12-31T20:25:56.423188] [INFO ] [FORECASTER] Starting predict_future for LINC [2025-12-31T20:25:56.424080] [DEBUG] [LOCAL ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt [2025-12-31T20:25:56.424132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:56.424163] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:56.424189] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:56.424247] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:56.480768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:56.481608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:56.481688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:56.481751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:56.595862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:56.596025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:56.596064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:56.596094] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:56.599401] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-12-31T20:25:56.599688] [INFO ] [FORECASTER] Completed predict_future for LINC [2025-12-31T20:25:56.599808] [INFO ] [sig ] LINC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:56.737966] [INFO ] [LOCAL ] Saved forecast: LINC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LINC.txt [2025-12-31T20:25:56.738094] [INFO ] [sig ] [1896/3534] Completed LINC in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:56.738133] [INFO ] [sig ] [1897/3534] Forecasting LIND... [2025-12-31T20:25:56.738162] [INFO ] [sig ] Generating forecast for: LIND [2025-12-31T20:25:56.738193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'. [2025-12-31T20:25:56.749480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIND'. [2025-12-31T20:25:56.749751] [INFO ] [FORECASTER] Starting predict_future for LIND [2025-12-31T20:25:56.750492] [DEBUG] [LOCAL ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt [2025-12-31T20:25:56.750543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:56.750594] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:56.750623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:56.750681] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:56.807027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:56.807621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:56.807698] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:56.807730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:56.924355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:56.924484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:56.924525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:56.924553] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:56.927814] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-12-31T20:25:56.928080] [INFO ] [FORECASTER] Completed predict_future for LIND [2025-12-31T20:25:56.928199] [INFO ] [sig ] LIND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:57.069144] [INFO ] [LOCAL ] Saved forecast: LIND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LIND.txt [2025-12-31T20:25:57.069279] [INFO ] [sig ] [1897/3534] Completed LIND in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:57.069318] [INFO ] [sig ] [1898/3534] Forecasting LINE... [2025-12-31T20:25:57.069348] [INFO ] [sig ] Generating forecast for: LINE [2025-12-31T20:25:57.069379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'. [2025-12-31T20:25:57.080749] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINE'. [2025-12-31T20:25:57.081004] [INFO ] [FORECASTER] Starting predict_future for LINE [2025-12-31T20:25:57.081793] [DEBUG] [LOCAL ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt [2025-12-31T20:25:57.081845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:57.081877] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:57.081904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:57.081962] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:57.138162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:57.138777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:57.138853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:57.138884] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:57.258689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:57.258823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:57.258861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:57.258890] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:57.262187] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=32.38%) [2025-12-31T20:25:57.262459] [INFO ] [FORECASTER] Completed predict_future for LINE [2025-12-31T20:25:57.262595] [INFO ] [sig ] LINE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:57.400401] [INFO ] [LOCAL ] Saved forecast: LINE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LINE.txt [2025-12-31T20:25:57.400517] [INFO ] [sig ] [1898/3534] Completed LINE in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:57.400557] [INFO ] [sig ] [1899/3534] Forecasting LINK... [2025-12-31T20:25:57.400606] [INFO ] [sig ] Generating forecast for: LINK [2025-12-31T20:25:57.400642] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'. [2025-12-31T20:25:57.411877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LINK'. [2025-12-31T20:25:57.412151] [INFO ] [FORECASTER] Starting predict_future for LINK [2025-12-31T20:25:57.413042] [DEBUG] [LOCAL ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt [2025-12-31T20:25:57.413094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:57.413126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:57.413154] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:57.413211] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:57.468903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:57.469552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:57.469644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:57.469681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:57.583107] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:57.583264] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:25:57.583303] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:57.583331] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:57.586746] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=28.99%) [2025-12-31T20:25:57.587033] [INFO ] [FORECASTER] Completed predict_future for LINK [2025-12-31T20:25:57.587160] [INFO ] [sig ] LINK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:57.727209] [INFO ] [LOCAL ] Saved forecast: LINK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LINK.txt [2025-12-31T20:25:57.727406] [INFO ] [sig ] [1899/3534] Completed LINK in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:57.727447] [INFO ] [sig ] [1900/3534] Forecasting LITE... [2025-12-31T20:25:57.727478] [INFO ] [sig ] Generating forecast for: LITE [2025-12-31T20:25:57.727509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'. [2025-12-31T20:25:57.739370] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITE'. [2025-12-31T20:25:57.739754] [INFO ] [FORECASTER] Starting predict_future for LITE [2025-12-31T20:25:57.740533] [DEBUG] [LOCAL ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt [2025-12-31T20:25:57.740624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:57.740659] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:57.740685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:57.740743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:57.796499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:57.797422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:57.797509] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:57.797541] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:57.933389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:57.933561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:57.933627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:57.933656] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:57.937171] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=4.15%) [2025-12-31T20:25:57.937469] [INFO ] [FORECASTER] Completed predict_future for LITE [2025-12-31T20:25:57.937622] [INFO ] [sig ] LITE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:58.109758] [INFO ] [LOCAL ] Saved forecast: LITE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LITE.txt [2025-12-31T20:25:58.109986] [INFO ] [sig ] [1900/3534] Completed LITE in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:58.110054] [INFO ] [sig ] [1901/3534] Forecasting LITM... [2025-12-31T20:25:58.110106] [INFO ] [sig ] Generating forecast for: LITM [2025-12-31T20:25:58.110158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'. [2025-12-31T20:25:58.127569] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LITM'. [2025-12-31T20:25:58.128139] [INFO ] [FORECASTER] Starting predict_future for LITM [2025-12-31T20:25:58.129488] [DEBUG] [LOCAL ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt [2025-12-31T20:25:58.129560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:58.129635] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:58.129681] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:58.129774] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:58.221858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:58.223074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:58.223192] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:58.223249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:58.363924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:58.364113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:58.364163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:58.364200] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:58.368835] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=44.07%) [2025-12-31T20:25:58.369324] [INFO ] [FORECASTER] Completed predict_future for LITM [2025-12-31T20:25:58.369513] [INFO ] [sig ] LITM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:58.540307] [INFO ] [LOCAL ] Saved forecast: LITM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LITM.txt [2025-12-31T20:25:58.540504] [INFO ] [sig ] [1901/3534] Completed LITM in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:58.540559] [INFO ] [sig ] [1902/3534] Forecasting LIVN... [2025-12-31T20:25:58.540611] [INFO ] [sig ] Generating forecast for: LIVN [2025-12-31T20:25:58.540644] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'. [2025-12-31T20:25:58.555915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LIVN'. [2025-12-31T20:25:58.556446] [INFO ] [FORECASTER] Starting predict_future for LIVN [2025-12-31T20:25:58.557784] [DEBUG] [LOCAL ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt [2025-12-31T20:25:58.557864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:58.557920] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:58.557961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:58.558051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:58.650068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:58.651226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:58.651368] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:58.651413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:58.779637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:58.779805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:58.779847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:58.779879] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:58.783427] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=81.08%) [2025-12-31T20:25:58.783774] [INFO ] [FORECASTER] Completed predict_future for LIVN [2025-12-31T20:25:58.783911] [INFO ] [sig ] LIVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:25:58.993175] [INFO ] [LOCAL ] Saved forecast: LIVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LIVN.txt [2025-12-31T20:25:58.993376] [INFO ] [sig ] [1902/3534] Completed LIVN in 0.5s | 2.91 sym/s | Total: 10.9m | ETA: 9.4m [2025-12-31T20:25:58.993425] [INFO ] [sig ] [1903/3534] Forecasting LKFN... [2025-12-31T20:25:58.993457] [INFO ] [sig ] Generating forecast for: LKFN [2025-12-31T20:25:58.993492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'. [2025-12-31T20:25:59.006560] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LKFN'. [2025-12-31T20:25:59.007020] [INFO ] [FORECASTER] Starting predict_future for LKFN [2025-12-31T20:25:59.007933] [DEBUG] [LOCAL ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt [2025-12-31T20:25:59.007989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:59.008051] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:59.008081] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:59.008141] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:59.066120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:59.067072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:59.067163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:59.067198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:59.189214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:59.189395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:59.189438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:59.189468] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:59.193565] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=35.22%) [2025-12-31T20:25:59.193862] [INFO ] [FORECASTER] Completed predict_future for LKFN [2025-12-31T20:25:59.194184] [INFO ] [sig ] LKFN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:59.336709] [INFO ] [LOCAL ] Saved forecast: LKFN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LKFN.txt [2025-12-31T20:25:59.336874] [INFO ] [sig ] [1903/3534] Completed LKFN in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:25:59.336915] [INFO ] [sig ] [1904/3534] Forecasting LKQ... [2025-12-31T20:25:59.336947] [INFO ] [sig ] Generating forecast for: LKQ [2025-12-31T20:25:59.336979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'. [2025-12-31T20:25:59.348411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LKQ'. [2025-12-31T20:25:59.348765] [INFO ] [FORECASTER] Starting predict_future for LKQ [2025-12-31T20:25:59.349604] [DEBUG] [LOCAL ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt [2025-12-31T20:25:59.349657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:59.349690] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:59.349717] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:59.349776] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:59.407413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:59.408213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:59.408296] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:59.408330] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:59.521988] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:59.522141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:59.522182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:59.522211] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:59.525597] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=34.09%) [2025-12-31T20:25:59.525872] [INFO ] [FORECASTER] Completed predict_future for LKQ [2025-12-31T20:25:59.525992] [INFO ] [sig ] LKQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:59.665512] [INFO ] [LOCAL ] Saved forecast: LKQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LKQ.txt [2025-12-31T20:25:59.665659] [INFO ] [sig ] [1904/3534] Completed LKQ in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:25:59.665705] [INFO ] [sig ] [1905/3534] Forecasting LLY... [2025-12-31T20:25:59.665735] [INFO ] [sig ] Generating forecast for: LLY [2025-12-31T20:25:59.665764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-12-31T20:25:59.677277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LLY'. [2025-12-31T20:25:59.677586] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-12-31T20:25:59.678394] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-12-31T20:25:59.678448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:25:59.678483] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:25:59.678512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:25:59.678594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:25:59.735510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:25:59.736233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:25:59.736309] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:25:59.736342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:25:59.855992] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:25:59.856151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:25:59.856191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:25:59.856220] [INFO ] [FORECASTER] Training complete [2025-12-31T20:25:59.859560] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=8.86%) [2025-12-31T20:25:59.859874] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-12-31T20:25:59.859994] [INFO ] [sig ] LLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:25:59.997963] [INFO ] [LOCAL ] Saved forecast: LLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LLY.txt [2025-12-31T20:25:59.998103] [INFO ] [sig ] [1905/3534] Completed LLY in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:25:59.998147] [INFO ] [sig ] [1906/3534] Forecasting LMB... [2025-12-31T20:25:59.998177] [INFO ] [sig ] Generating forecast for: LMB [2025-12-31T20:25:59.998209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'. [2025-12-31T20:26:00.009760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMB'. [2025-12-31T20:26:00.010150] [INFO ] [FORECASTER] Starting predict_future for LMB [2025-12-31T20:26:00.010956] [DEBUG] [LOCAL ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt [2025-12-31T20:26:00.011008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:00.011040] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:00.011067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:00.011126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:00.067665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:00.068592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:00.068684] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:00.068719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:00.195997] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:00.196114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:00.196153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:00.196233] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:00.199834] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=12.71%) [2025-12-31T20:26:00.200140] [INFO ] [FORECASTER] Completed predict_future for LMB [2025-12-31T20:26:00.200273] [INFO ] [sig ] LMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:00.342190] [INFO ] [LOCAL ] Saved forecast: LMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LMB.txt [2025-12-31T20:26:00.342341] [INFO ] [sig ] [1906/3534] Completed LMB in 0.3s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:26:00.342384] [INFO ] [sig ] [1907/3534] Forecasting LMBS... [2025-12-31T20:26:00.342413] [INFO ] [sig ] Generating forecast for: LMBS [2025-12-31T20:26:00.342444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'. [2025-12-31T20:26:00.354661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMBS'. [2025-12-31T20:26:00.355057] [INFO ] [FORECASTER] Starting predict_future for LMBS [2025-12-31T20:26:00.355926] [DEBUG] [LOCAL ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt [2025-12-31T20:26:00.355981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:00.356015] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:00.356045] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:00.356105] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:00.417505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:00.418424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:00.418517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:00.418554] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:00.550593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:00.550716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:00.550768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:00.550798] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:00.554239] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=88.93%) [2025-12-31T20:26:00.554549] [INFO ] [FORECASTER] Completed predict_future for LMBS [2025-12-31T20:26:00.554705] [INFO ] [sig ] LMBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:00.714438] [INFO ] [LOCAL ] Saved forecast: LMBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LMBS.txt [2025-12-31T20:26:00.714706] [INFO ] [sig ] [1907/3534] Completed LMBS in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:26:00.714782] [INFO ] [sig ] [1908/3534] Forecasting LMND... [2025-12-31T20:26:00.714836] [INFO ] [sig ] Generating forecast for: LMND [2025-12-31T20:26:00.714885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-12-31T20:26:00.731324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LMND'. [2025-12-31T20:26:00.731861] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-12-31T20:26:00.733057] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-12-31T20:26:00.733127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:00.733179] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:00.733225] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:00.733317] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:00.796177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:00.797164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:00.797278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:00.797315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:00.921217] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:00.921374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:00.921417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:00.921448] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:00.925164] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=67.56%) [2025-12-31T20:26:00.925449] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-12-31T20:26:00.925590] [INFO ] [sig ] LMND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:01.071237] [INFO ] [LOCAL ] Saved forecast: LMND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LMND.txt [2025-12-31T20:26:01.072100] [INFO ] [sig ] [1908/3534] Completed LMND in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:26:01.072150] [INFO ] [sig ] [1909/3534] Forecasting LNC... [2025-12-31T20:26:01.072181] [INFO ] [sig ] Generating forecast for: LNC [2025-12-31T20:26:01.072213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-12-31T20:26:01.084486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNC'. [2025-12-31T20:26:01.084785] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-12-31T20:26:01.085542] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-12-31T20:26:01.085612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:01.085646] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:01.085673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:01.085731] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:01.145756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:01.146647] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:01.146734] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:01.146768] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:01.275736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:01.275879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:01.275918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:01.275946] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:01.279216] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=4.00%) [2025-12-31T20:26:01.279501] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-12-31T20:26:01.279650] [INFO ] [sig ] LNC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:01.422970] [INFO ] [LOCAL ] Saved forecast: LNC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LNC.txt [2025-12-31T20:26:01.423097] [INFO ] [sig ] [1909/3534] Completed LNC in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:26:01.423136] [INFO ] [sig ] [1910/3534] Forecasting LND... [2025-12-31T20:26:01.423165] [INFO ] [sig ] Generating forecast for: LND [2025-12-31T20:26:01.423196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-12-31T20:26:01.434557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LND'. [2025-12-31T20:26:01.434881] [INFO ] [FORECASTER] Starting predict_future for LND [2025-12-31T20:26:01.435665] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-12-31T20:26:01.435718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:01.435755] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:01.435782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:01.435840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:01.492932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:01.493776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:01.493876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:01.493909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:01.607506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:01.607688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:01.607729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:01.607759] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:01.611346] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=34.76%) [2025-12-31T20:26:01.611730] [INFO ] [FORECASTER] Completed predict_future for LND [2025-12-31T20:26:01.611872] [INFO ] [sig ] LND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:01.777298] [INFO ] [LOCAL ] Saved forecast: LND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LND.txt [2025-12-31T20:26:01.777461] [INFO ] [sig ] [1910/3534] Completed LND in 0.4s | 2.91 sym/s | Total: 10.9m | ETA: 9.3m [2025-12-31T20:26:01.777504] [INFO ] [sig ] [1911/3534] Forecasting LNG... [2025-12-31T20:26:01.777534] [INFO ] [sig ] Generating forecast for: LNG [2025-12-31T20:26:01.777565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-12-31T20:26:01.790430] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNG'. [2025-12-31T20:26:01.790888] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-12-31T20:26:01.791739] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-12-31T20:26:01.791793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:01.791842] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:01.791871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:01.791930] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:01.851340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:01.852422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:01.852515] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:01.852549] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:01.982605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:01.982782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:01.982824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:01.982853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:01.987093] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=57.43%) [2025-12-31T20:26:01.987500] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-12-31T20:26:01.987679] [INFO ] [sig ] LNG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:02.148875] [INFO ] [LOCAL ] Saved forecast: LNG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LNG.txt [2025-12-31T20:26:02.149058] [INFO ] [sig ] [1911/3534] Completed LNG in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:02.149104] [INFO ] [sig ] [1912/3534] Forecasting LNKB... [2025-12-31T20:26:02.149134] [INFO ] [sig ] Generating forecast for: LNKB [2025-12-31T20:26:02.149166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'. [2025-12-31T20:26:02.161722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNKB'. [2025-12-31T20:26:02.162074] [INFO ] [FORECASTER] Starting predict_future for LNKB [2025-12-31T20:26:02.162870] [DEBUG] [LOCAL ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt [2025-12-31T20:26:02.162923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:02.162955] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:02.162982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:02.163038] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:02.220784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:02.221652] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:02.221735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:02.221768] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:02.340238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:02.340415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:02.340455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:02.340485] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:02.343969] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: UP (p=91.57%) [2025-12-31T20:26:02.344280] [INFO ] [FORECASTER] Completed predict_future for LNKB [2025-12-31T20:26:02.344415] [INFO ] [sig ] LNKB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:02.495541] [INFO ] [LOCAL ] Saved forecast: LNKB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LNKB.txt [2025-12-31T20:26:02.495741] [INFO ] [sig ] [1912/3534] Completed LNKB in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:02.495787] [INFO ] [sig ] [1913/3534] Forecasting LNN... [2025-12-31T20:26:02.495818] [INFO ] [sig ] Generating forecast for: LNN [2025-12-31T20:26:02.495855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-12-31T20:26:02.509224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNN'. [2025-12-31T20:26:02.509690] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-12-31T20:26:02.510564] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-12-31T20:26:02.510634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:02.510666] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:02.510699] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:02.510780] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:02.570010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:02.571010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:02.571136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:02.571171] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:02.694566] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:02.694745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:02.694786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:02.694816] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:02.698217] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=56.56%) [2025-12-31T20:26:02.698516] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-12-31T20:26:02.698667] [INFO ] [sig ] LNN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:02.845263] [INFO ] [LOCAL ] Saved forecast: LNN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LNN.txt [2025-12-31T20:26:02.845425] [INFO ] [sig ] [1913/3534] Completed LNN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:02.845468] [INFO ] [sig ] [1914/3534] Forecasting LNTH... [2025-12-31T20:26:02.845497] [INFO ] [sig ] Generating forecast for: LNTH [2025-12-31T20:26:02.845528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'. [2025-12-31T20:26:02.857927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNTH'. [2025-12-31T20:26:02.858208] [INFO ] [FORECASTER] Starting predict_future for LNTH [2025-12-31T20:26:02.858998] [DEBUG] [LOCAL ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt [2025-12-31T20:26:02.859050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:02.859082] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:02.859108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:02.859166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:02.917497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:02.918208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:02.918288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:02.918321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:03.040488] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:03.040667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:03.040708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:03.040747] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:03.044118] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=5.86%) [2025-12-31T20:26:03.044396] [INFO ] [FORECASTER] Completed predict_future for LNTH [2025-12-31T20:26:03.044517] [INFO ] [sig ] LNTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:03.186716] [INFO ] [LOCAL ] Saved forecast: LNTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LNTH.txt [2025-12-31T20:26:03.186867] [INFO ] [sig ] [1914/3534] Completed LNTH in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:03.186909] [INFO ] [sig ] [1915/3534] Forecasting LNZA... [2025-12-31T20:26:03.186945] [INFO ] [sig ] Generating forecast for: LNZA [2025-12-31T20:26:03.186976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'. [2025-12-31T20:26:03.199347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LNZA'. [2025-12-31T20:26:03.199718] [INFO ] [FORECASTER] Starting predict_future for LNZA [2025-12-31T20:26:03.200486] [DEBUG] [LOCAL ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt [2025-12-31T20:26:03.200537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:03.200569] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:03.200629] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:03.200687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:03.257109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:03.257834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:03.257913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:03.257945] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:03.372783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:03.372949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:03.372989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:03.373017] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:03.376356] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=26.94%) [2025-12-31T20:26:03.376647] [INFO ] [FORECASTER] Completed predict_future for LNZA [2025-12-31T20:26:03.376771] [INFO ] [sig ] LNZA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:03.515104] [INFO ] [LOCAL ] Saved forecast: LNZA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LNZA.txt [2025-12-31T20:26:03.515244] [INFO ] [sig ] [1915/3534] Completed LNZA in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:03.515285] [INFO ] [sig ] [1916/3534] Forecasting LOAN... [2025-12-31T20:26:03.515315] [INFO ] [sig ] Generating forecast for: LOAN [2025-12-31T20:26:03.515345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'. [2025-12-31T20:26:03.526233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOAN'. [2025-12-31T20:26:03.526536] [INFO ] [FORECASTER] Starting predict_future for LOAN [2025-12-31T20:26:03.527309] [DEBUG] [LOCAL ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt [2025-12-31T20:26:03.527361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:03.527393] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:03.527420] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:03.527478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:03.583526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:03.584282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:03.584361] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:03.584393] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:03.691960] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:03.692119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:03.692159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:03.692190] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:03.695501] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=81.62%) [2025-12-31T20:26:03.695797] [INFO ] [FORECASTER] Completed predict_future for LOAN [2025-12-31T20:26:03.695940] [INFO ] [sig ] LOAN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:03.838624] [INFO ] [LOCAL ] Saved forecast: LOAN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LOAN.txt [2025-12-31T20:26:03.838804] [INFO ] [sig ] [1916/3534] Completed LOAN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:03.838847] [INFO ] [sig ] [1917/3534] Forecasting LOB... [2025-12-31T20:26:03.838877] [INFO ] [sig ] Generating forecast for: LOB [2025-12-31T20:26:03.838908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-12-31T20:26:03.850938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOB'. [2025-12-31T20:26:03.851225] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-12-31T20:26:03.852116] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-12-31T20:26:03.852168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:03.852200] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:03.852227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:03.852284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:03.909008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:03.909809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:03.909907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:03.909941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:04.031361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:04.031514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:04.031555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:04.031605] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:04.034965] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=88.76%) [2025-12-31T20:26:04.035238] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-12-31T20:26:04.035369] [INFO ] [sig ] LOB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:04.174099] [INFO ] [LOCAL ] Saved forecast: LOB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LOB.txt [2025-12-31T20:26:04.174255] [INFO ] [sig ] [1917/3534] Completed LOB in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:04.174295] [INFO ] [sig ] [1918/3534] Forecasting LOCO... [2025-12-31T20:26:04.174325] [INFO ] [sig ] Generating forecast for: LOCO [2025-12-31T20:26:04.174355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'. [2025-12-31T20:26:04.186910] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOCO'. [2025-12-31T20:26:04.187194] [INFO ] [FORECASTER] Starting predict_future for LOCO [2025-12-31T20:26:04.187966] [DEBUG] [LOCAL ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt [2025-12-31T20:26:04.188018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:04.188050] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:04.188077] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:04.188135] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:04.245996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:04.246841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:04.246922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:04.246954] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:04.366098] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:04.366258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:04.366297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:04.366342] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:04.369753] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=53.16%) [2025-12-31T20:26:04.370038] [INFO ] [FORECASTER] Completed predict_future for LOCO [2025-12-31T20:26:04.370164] [INFO ] [sig ] LOCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:04.509213] [INFO ] [LOCAL ] Saved forecast: LOCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LOCO.txt [2025-12-31T20:26:04.509415] [INFO ] [sig ] [1918/3534] Completed LOCO in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:04.509459] [INFO ] [sig ] [1919/3534] Forecasting LOGI... [2025-12-31T20:26:04.509489] [INFO ] [sig ] Generating forecast for: LOGI [2025-12-31T20:26:04.509519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'. [2025-12-31T20:26:04.522135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOGI'. [2025-12-31T20:26:04.522413] [INFO ] [FORECASTER] Starting predict_future for LOGI [2025-12-31T20:26:04.523219] [DEBUG] [LOCAL ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt [2025-12-31T20:26:04.523273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:04.523305] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:04.523333] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:04.523392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:04.585016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:04.586025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:04.586126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:04.586170] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:04.713357] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:04.713517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:04.713556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:04.713604] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:04.716935] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=7.75%) [2025-12-31T20:26:04.717216] [INFO ] [FORECASTER] Completed predict_future for LOGI [2025-12-31T20:26:04.717339] [INFO ] [sig ] LOGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:04.858098] [INFO ] [LOCAL ] Saved forecast: LOGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LOGI.txt [2025-12-31T20:26:04.858251] [INFO ] [sig ] [1919/3534] Completed LOGI in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.3m [2025-12-31T20:26:04.858291] [INFO ] [sig ] [1920/3534] Forecasting LOMA... [2025-12-31T20:26:04.858321] [INFO ] [sig ] Generating forecast for: LOMA [2025-12-31T20:26:04.858351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-12-31T20:26:04.871425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOMA'. [2025-12-31T20:26:04.871719] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-12-31T20:26:04.872458] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-12-31T20:26:04.872509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:04.872565] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:04.872614] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:04.872672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:04.937732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:04.938774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:04.938873] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:04.938934] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:05.060855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:05.061018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:05.061060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:05.061089] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:05.064482] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=32.24%) [2025-12-31T20:26:05.064783] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-12-31T20:26:05.064910] [INFO ] [sig ] LOMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:05.210473] [INFO ] [LOCAL ] Saved forecast: LOMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LOMA.txt [2025-12-31T20:26:05.210668] [INFO ] [sig ] [1920/3534] Completed LOMA in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:05.210718] [INFO ] [sig ] [1921/3534] Forecasting LOPE... [2025-12-31T20:26:05.210749] [INFO ] [sig ] Generating forecast for: LOPE [2025-12-31T20:26:05.210785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'. [2025-12-31T20:26:05.223405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOPE'. [2025-12-31T20:26:05.223807] [INFO ] [FORECASTER] Starting predict_future for LOPE [2025-12-31T20:26:05.224599] [DEBUG] [LOCAL ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt [2025-12-31T20:26:05.224652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:05.224684] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:05.224712] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:05.224770] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:05.282029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:05.282917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:05.282997] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:05.283031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:05.401731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:05.401893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:05.401932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:05.401961] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:05.405318] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=49.48%) [2025-12-31T20:26:05.405610] [INFO ] [FORECASTER] Completed predict_future for LOPE [2025-12-31T20:26:05.405737] [INFO ] [sig ] LOPE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:05.548653] [INFO ] [LOCAL ] Saved forecast: LOPE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LOPE.txt [2025-12-31T20:26:05.548809] [INFO ] [sig ] [1921/3534] Completed LOPE in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:05.548851] [INFO ] [sig ] [1922/3534] Forecasting LOVE... [2025-12-31T20:26:05.548881] [INFO ] [sig ] Generating forecast for: LOVE [2025-12-31T20:26:05.548912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'. [2025-12-31T20:26:05.561444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LOVE'. [2025-12-31T20:26:05.561800] [INFO ] [FORECASTER] Starting predict_future for LOVE [2025-12-31T20:26:05.562593] [DEBUG] [LOCAL ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt [2025-12-31T20:26:05.562645] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:05.562678] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:05.562716] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:05.562774] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:05.621050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:05.621960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:05.622045] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:05.622089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:05.755588] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:05.755743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:05.755784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:05.755815] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:05.759315] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=74.00%) [2025-12-31T20:26:05.759627] [INFO ] [FORECASTER] Completed predict_future for LOVE [2025-12-31T20:26:05.759753] [INFO ] [sig ] LOVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:05.902071] [INFO ] [LOCAL ] Saved forecast: LOVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LOVE.txt [2025-12-31T20:26:05.902197] [INFO ] [sig ] [1922/3534] Completed LOVE in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:05.902237] [INFO ] [sig ] [1923/3534] Forecasting LPCN... [2025-12-31T20:26:05.902267] [INFO ] [sig ] Generating forecast for: LPCN [2025-12-31T20:26:05.902298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'. [2025-12-31T20:26:05.913362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPCN'. [2025-12-31T20:26:05.913661] [INFO ] [FORECASTER] Starting predict_future for LPCN [2025-12-31T20:26:05.914428] [DEBUG] [LOCAL ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt [2025-12-31T20:26:05.914482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:05.914515] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:05.914543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:05.914620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:05.974116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:05.975013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:05.975104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:05.975138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:06.092087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:06.092254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:06.092307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:06.092411] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:06.096033] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=69.62%) [2025-12-31T20:26:06.096323] [INFO ] [FORECASTER] Completed predict_future for LPCN [2025-12-31T20:26:06.096453] [INFO ] [sig ] LPCN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:06.243474] [INFO ] [LOCAL ] Saved forecast: LPCN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LPCN.txt [2025-12-31T20:26:06.243657] [INFO ] [sig ] [1923/3534] Completed LPCN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:06.243701] [INFO ] [sig ] [1924/3534] Forecasting LPG... [2025-12-31T20:26:06.243733] [INFO ] [sig ] Generating forecast for: LPG [2025-12-31T20:26:06.243765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-12-31T20:26:06.256101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPG'. [2025-12-31T20:26:06.256467] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-12-31T20:26:06.257269] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-12-31T20:26:06.257322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:06.257353] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:06.257379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:06.257436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:06.325058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:06.325939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:06.326026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:06.326061] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:06.450433] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:06.450612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:06.450660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:06.450691] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:06.454201] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=32.22%) [2025-12-31T20:26:06.454478] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-12-31T20:26:06.454622] [INFO ] [sig ] LPG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:06.605156] [INFO ] [LOCAL ] Saved forecast: LPG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LPG.txt [2025-12-31T20:26:06.605315] [INFO ] [sig ] [1924/3534] Completed LPG in 0.4s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:06.605356] [INFO ] [sig ] [1925/3534] Forecasting LPL... [2025-12-31T20:26:06.605386] [INFO ] [sig ] Generating forecast for: LPL [2025-12-31T20:26:06.605416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-12-31T20:26:06.618620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPL'. [2025-12-31T20:26:06.618894] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-12-31T20:26:06.619752] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-12-31T20:26:06.619806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:06.619840] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:06.619873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:06.619935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:06.678534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:06.679222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:06.679341] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:06.679378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:06.796726] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:06.796895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:06.796936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:06.796968] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:06.800450] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=85.79%) [2025-12-31T20:26:06.800746] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-12-31T20:26:06.800871] [INFO ] [sig ] LPL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:06.946450] [INFO ] [LOCAL ] Saved forecast: LPL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LPL.txt [2025-12-31T20:26:06.946594] [INFO ] [sig ] [1925/3534] Completed LPL in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:06.946639] [INFO ] [sig ] [1926/3534] Forecasting LPLA... [2025-12-31T20:26:06.946672] [INFO ] [sig ] Generating forecast for: LPLA [2025-12-31T20:26:06.946712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'. [2025-12-31T20:26:06.958236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPLA'. [2025-12-31T20:26:06.958527] [INFO ] [FORECASTER] Starting predict_future for LPLA [2025-12-31T20:26:06.959355] [DEBUG] [LOCAL ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt [2025-12-31T20:26:06.959409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:06.959441] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:06.959468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:06.959527] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:07.018331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:07.018967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:07.019047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:07.019081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:07.141228] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:07.141390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:07.141432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:07.141461] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:07.144952] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=91.33%) [2025-12-31T20:26:07.145237] [INFO ] [FORECASTER] Completed predict_future for LPLA [2025-12-31T20:26:07.145365] [INFO ] [sig ] LPLA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:07.292276] [INFO ] [LOCAL ] Saved forecast: LPLA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LPLA.txt [2025-12-31T20:26:07.292413] [INFO ] [sig ] [1926/3534] Completed LPLA in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:07.292455] [INFO ] [sig ] [1927/3534] Forecasting LPRO... [2025-12-31T20:26:07.292488] [INFO ] [sig ] Generating forecast for: LPRO [2025-12-31T20:26:07.292522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'. [2025-12-31T20:26:07.303856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPRO'. [2025-12-31T20:26:07.304144] [INFO ] [FORECASTER] Starting predict_future for LPRO [2025-12-31T20:26:07.304941] [DEBUG] [LOCAL ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt [2025-12-31T20:26:07.304995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:07.305028] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:07.305057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:07.305117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:07.364617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:07.365500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:07.365605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:07.365644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:07.487815] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:07.487968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:07.488020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:07.488054] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:07.491524] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=96.11%) [2025-12-31T20:26:07.491820] [INFO ] [FORECASTER] Completed predict_future for LPRO [2025-12-31T20:26:07.491945] [INFO ] [sig ] LPRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:07.637879] [INFO ] [LOCAL ] Saved forecast: LPRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LPRO.txt [2025-12-31T20:26:07.638010] [INFO ] [sig ] [1927/3534] Completed LPRO in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:07.638051] [INFO ] [sig ] [1928/3534] Forecasting LPSN... [2025-12-31T20:26:07.638082] [INFO ] [sig ] Generating forecast for: LPSN [2025-12-31T20:26:07.638112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'. [2025-12-31T20:26:07.648945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPSN'. [2025-12-31T20:26:07.649212] [INFO ] [FORECASTER] Starting predict_future for LPSN [2025-12-31T20:26:07.650023] [DEBUG] [LOCAL ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt [2025-12-31T20:26:07.650075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:07.650107] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:07.650134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:07.650191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:07.708137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:07.708858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:07.708940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:07.708974] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:07.828232] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:07.828374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:07.828414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:07.828444] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:07.835239] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=30.85%) [2025-12-31T20:26:07.835543] [INFO ] [FORECASTER] Completed predict_future for LPSN [2025-12-31T20:26:07.835696] [INFO ] [sig ] LPSN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:07.983319] [INFO ] [LOCAL ] Saved forecast: LPSN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LPSN.txt [2025-12-31T20:26:07.983453] [INFO ] [sig ] [1928/3534] Completed LPSN in 0.3s | 2.91 sym/s | Total: 11.0m | ETA: 9.2m [2025-12-31T20:26:07.983494] [INFO ] [sig ] [1929/3534] Forecasting LPTH... [2025-12-31T20:26:07.983523] [INFO ] [sig ] Generating forecast for: LPTH [2025-12-31T20:26:07.983552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'. [2025-12-31T20:26:07.994811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPTH'. [2025-12-31T20:26:07.995082] [INFO ] [FORECASTER] Starting predict_future for LPTH [2025-12-31T20:26:07.995869] [DEBUG] [LOCAL ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt [2025-12-31T20:26:07.995923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:07.995955] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:07.995984] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:07.996054] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:08.054148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:08.054801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:08.054880] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:08.054920] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:08.174780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:08.174939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:08.174981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:08.175010] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:08.178620] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=34.91%) [2025-12-31T20:26:08.178914] [INFO ] [FORECASTER] Completed predict_future for LPTH [2025-12-31T20:26:08.179052] [INFO ] [sig ] LPTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:08.316386] [INFO ] [LOCAL ] Saved forecast: LPTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LPTH.txt [2025-12-31T20:26:08.316524] [INFO ] [sig ] [1929/3534] Completed LPTH in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:08.316566] [INFO ] [sig ] [1930/3534] Forecasting LPX... [2025-12-31T20:26:08.316617] [INFO ] [sig ] Generating forecast for: LPX [2025-12-31T20:26:08.316648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-12-31T20:26:08.328224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LPX'. [2025-12-31T20:26:08.328635] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-12-31T20:26:08.329645] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-12-31T20:26:08.329699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:08.329732] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:08.329761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:08.329823] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:08.391492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:08.392365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:08.392477] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:08.392512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:08.517456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:08.517629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:08.517672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:08.517703] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:08.521241] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=69.01%) [2025-12-31T20:26:08.521526] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-12-31T20:26:08.521672] [INFO ] [sig ] LPX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:08.667378] [INFO ] [LOCAL ] Saved forecast: LPX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LPX.txt [2025-12-31T20:26:08.667528] [INFO ] [sig ] [1930/3534] Completed LPX in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:08.667587] [INFO ] [sig ] [1931/3534] Forecasting LQDA... [2025-12-31T20:26:08.667629] [INFO ] [sig ] Generating forecast for: LQDA [2025-12-31T20:26:08.667670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'. [2025-12-31T20:26:08.679296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LQDA'. [2025-12-31T20:26:08.679656] [INFO ] [FORECASTER] Starting predict_future for LQDA [2025-12-31T20:26:08.680475] [DEBUG] [LOCAL ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt [2025-12-31T20:26:08.680533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:08.680566] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:08.680616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:08.680677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:08.742533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:08.743393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:08.743478] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:08.743512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:08.870555] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:08.870737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:08.870782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:08.870816] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:08.874844] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=63.83%) [2025-12-31T20:26:08.875228] [INFO ] [FORECASTER] Completed predict_future for LQDA [2025-12-31T20:26:08.875382] [INFO ] [sig ] LQDA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:09.021915] [INFO ] [LOCAL ] Saved forecast: LQDA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LQDA.txt [2025-12-31T20:26:09.022073] [INFO ] [sig ] [1931/3534] Completed LQDA in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:09.022115] [INFO ] [sig ] [1932/3534] Forecasting LRCX... [2025-12-31T20:26:09.022147] [INFO ] [sig ] Generating forecast for: LRCX [2025-12-31T20:26:09.022179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'. [2025-12-31T20:26:09.034425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRCX'. [2025-12-31T20:26:09.034788] [INFO ] [FORECASTER] Starting predict_future for LRCX [2025-12-31T20:26:09.035655] [DEBUG] [LOCAL ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt [2025-12-31T20:26:09.035708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:09.035741] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:09.035769] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:09.035828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:09.096035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:09.096796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:09.096879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:09.096913] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:09.233755] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:09.233926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:09.233977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:09.234014] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:09.237612] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=12.59%) [2025-12-31T20:26:09.237898] [INFO ] [FORECASTER] Completed predict_future for LRCX [2025-12-31T20:26:09.238025] [INFO ] [sig ] LRCX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:09.390688] [INFO ] [LOCAL ] Saved forecast: LRCX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LRCX.txt [2025-12-31T20:26:09.390862] [INFO ] [sig ] [1932/3534] Completed LRCX in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:09.390911] [INFO ] [sig ] [1933/3534] Forecasting LRGE... [2025-12-31T20:26:09.390952] [INFO ] [sig ] Generating forecast for: LRGE [2025-12-31T20:26:09.390992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'. [2025-12-31T20:26:09.402559] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LRGE'. [2025-12-31T20:26:09.402972] [INFO ] [FORECASTER] Starting predict_future for LRGE [2025-12-31T20:26:09.403893] [DEBUG] [LOCAL ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt [2025-12-31T20:26:09.403956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:09.404006] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:09.404047] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:09.404121] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:09.466153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:09.467071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:09.467156] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:09.467189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:09.586690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:09.586848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:09.586888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:09.586919] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:09.590883] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=3.02%) [2025-12-31T20:26:09.591203] [INFO ] [FORECASTER] Completed predict_future for LRGE [2025-12-31T20:26:09.591348] [INFO ] [sig ] LRGE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:09.742067] [INFO ] [LOCAL ] Saved forecast: LRGE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LRGE.txt [2025-12-31T20:26:09.742246] [INFO ] [sig ] [1933/3534] Completed LRGE in 0.4s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:09.742290] [INFO ] [sig ] [1934/3534] Forecasting LSCC... [2025-12-31T20:26:09.742322] [INFO ] [sig ] Generating forecast for: LSCC [2025-12-31T20:26:09.742353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'. [2025-12-31T20:26:09.755178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSCC'. [2025-12-31T20:26:09.755601] [INFO ] [FORECASTER] Starting predict_future for LSCC [2025-12-31T20:26:09.756508] [DEBUG] [LOCAL ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt [2025-12-31T20:26:09.756564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:09.756631] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:09.756665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:09.756727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:09.817045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:09.818036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:09.818120] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:09.818153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:09.937186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:09.937306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:09.937344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:09.937372] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:09.940755] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=2.56%) [2025-12-31T20:26:09.941042] [INFO ] [FORECASTER] Completed predict_future for LSCC [2025-12-31T20:26:09.941166] [INFO ] [sig ] LSCC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:10.080463] [INFO ] [LOCAL ] Saved forecast: LSCC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LSCC.txt [2025-12-31T20:26:10.080590] [INFO ] [sig ] [1934/3534] Completed LSCC in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:10.080631] [INFO ] [sig ] [1935/3534] Forecasting LSPD... [2025-12-31T20:26:10.080661] [INFO ] [sig ] Generating forecast for: LSPD [2025-12-31T20:26:10.080691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-12-31T20:26:10.092389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LSPD'. [2025-12-31T20:26:10.092659] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-12-31T20:26:10.093409] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-12-31T20:26:10.093472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:10.093504] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:10.093530] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:10.093608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:10.150724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:10.151369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:10.151446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:10.151478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:10.275780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:10.275925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:10.275963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:10.275990] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:10.279284] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=41.57%) [2025-12-31T20:26:10.279560] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-12-31T20:26:10.279706] [INFO ] [sig ] LSPD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:10.422362] [INFO ] [LOCAL ] Saved forecast: LSPD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LSPD.txt [2025-12-31T20:26:10.422522] [INFO ] [sig ] [1935/3534] Completed LSPD in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:10.422561] [INFO ] [sig ] [1936/3534] Forecasting LTC... [2025-12-31T20:26:10.422613] [INFO ] [sig ] Generating forecast for: LTC [2025-12-31T20:26:10.422645] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-12-31T20:26:10.434596] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTC'. [2025-12-31T20:26:10.434997] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-12-31T20:26:10.435869] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-12-31T20:26:10.435923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:10.435957] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:10.435989] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:10.436049] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:10.497382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:10.498289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:10.498371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:10.498404] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:10.619007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:10.619172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:10.619211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:10.619242] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:10.622785] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=52.60%) [2025-12-31T20:26:10.623063] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-12-31T20:26:10.623187] [INFO ] [sig ] LTC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:10.764600] [INFO ] [LOCAL ] Saved forecast: LTC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LTC.txt [2025-12-31T20:26:10.764718] [INFO ] [sig ] [1936/3534] Completed LTC in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:10.764767] [INFO ] [sig ] [1937/3534] Forecasting LTH... [2025-12-31T20:26:10.764799] [INFO ] [sig ] Generating forecast for: LTH [2025-12-31T20:26:10.764831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-12-31T20:26:10.777528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTH'. [2025-12-31T20:26:10.777805] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-12-31T20:26:10.778558] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-12-31T20:26:10.778630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:10.778689] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:10.778719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:10.778779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:10.835345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:10.835951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:10.836026] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:10.836057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:10.953995] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:10.954129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:10.954169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:10.954198] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:10.957559] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=38.43%) [2025-12-31T20:26:10.957850] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-12-31T20:26:10.957974] [INFO ] [sig ] LTH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:11.098518] [INFO ] [LOCAL ] Saved forecast: LTH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LTH.txt [2025-12-31T20:26:11.098646] [INFO ] [sig ] [1937/3534] Completed LTH in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.2m [2025-12-31T20:26:11.098688] [INFO ] [sig ] [1938/3534] Forecasting LTRN... [2025-12-31T20:26:11.098717] [INFO ] [sig ] Generating forecast for: LTRN [2025-12-31T20:26:11.098747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'. [2025-12-31T20:26:11.109550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRN'. [2025-12-31T20:26:11.109827] [INFO ] [FORECASTER] Starting predict_future for LTRN [2025-12-31T20:26:11.110561] [DEBUG] [LOCAL ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt [2025-12-31T20:26:11.110635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:11.110666] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:11.110693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:11.110751] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:11.167269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:11.167855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:11.167929] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:11.167961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:11.281246] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:11.281380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:11.281420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:11.281448] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:11.284673] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=99.84%) [2025-12-31T20:26:11.284939] [INFO ] [FORECASTER] Completed predict_future for LTRN [2025-12-31T20:26:11.285065] [INFO ] [sig ] LTRN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:11.422845] [INFO ] [LOCAL ] Saved forecast: LTRN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LTRN.txt [2025-12-31T20:26:11.422969] [INFO ] [sig ] [1938/3534] Completed LTRN in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:11.423015] [INFO ] [sig ] [1939/3534] Forecasting LTRX... [2025-12-31T20:26:11.423049] [INFO ] [sig ] Generating forecast for: LTRX [2025-12-31T20:26:11.423084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'. [2025-12-31T20:26:11.434183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LTRX'. [2025-12-31T20:26:11.434433] [INFO ] [FORECASTER] Starting predict_future for LTRX [2025-12-31T20:26:11.435194] [DEBUG] [LOCAL ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt [2025-12-31T20:26:11.435245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:11.435277] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:11.435304] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:11.435361] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:11.492135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:11.492733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:11.492808] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:11.492839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:11.613148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:11.613304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:11.613343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:11.613372] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:11.616688] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=26.73%) [2025-12-31T20:26:11.616955] [INFO ] [FORECASTER] Completed predict_future for LTRX [2025-12-31T20:26:11.617074] [INFO ] [sig ] LTRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:11.755187] [INFO ] [LOCAL ] Saved forecast: LTRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LTRX.txt [2025-12-31T20:26:11.755299] [INFO ] [sig ] [1939/3534] Completed LTRX in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:11.755338] [INFO ] [sig ] [1940/3534] Forecasting LUCD... [2025-12-31T20:26:11.755367] [INFO ] [sig ] Generating forecast for: LUCD [2025-12-31T20:26:11.755397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'. [2025-12-31T20:26:11.767022] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUCD'. [2025-12-31T20:26:11.767275] [INFO ] [FORECASTER] Starting predict_future for LUCD [2025-12-31T20:26:11.768044] [DEBUG] [LOCAL ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt [2025-12-31T20:26:11.768096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:11.768127] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:11.768153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:11.768210] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:11.826180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:11.826787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:11.826861] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:11.826893] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:11.948110] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:11.948257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:11.948306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:11.948365] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:11.951788] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=87.30%) [2025-12-31T20:26:11.952079] [INFO ] [FORECASTER] Completed predict_future for LUCD [2025-12-31T20:26:11.952198] [INFO ] [sig ] LUCD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:12.091329] [INFO ] [LOCAL ] Saved forecast: LUCD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LUCD.txt [2025-12-31T20:26:12.091450] [INFO ] [sig ] [1940/3534] Completed LUCD in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:12.091489] [INFO ] [sig ] [1941/3534] Forecasting LUCY... [2025-12-31T20:26:12.091519] [INFO ] [sig ] Generating forecast for: LUCY [2025-12-31T20:26:12.091549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'. [2025-12-31T20:26:12.102757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUCY'. [2025-12-31T20:26:12.103012] [INFO ] [FORECASTER] Starting predict_future for LUCY [2025-12-31T20:26:12.103774] [DEBUG] [LOCAL ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt [2025-12-31T20:26:12.103826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:12.103858] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:12.103884] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:12.103946] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:12.160790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:12.161398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:12.161474] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:12.161505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:12.280277] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:12.280381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:12.280418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:12.280446] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:12.283593] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=11.17%) [2025-12-31T20:26:12.283856] [INFO ] [FORECASTER] Completed predict_future for LUCY [2025-12-31T20:26:12.283976] [INFO ] [sig ] LUCY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:12.435870] [INFO ] [LOCAL ] Saved forecast: LUCY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LUCY.txt [2025-12-31T20:26:12.436022] [INFO ] [sig ] [1941/3534] Completed LUCY in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:12.436064] [INFO ] [sig ] [1942/3534] Forecasting LUMN... [2025-12-31T20:26:12.436094] [INFO ] [sig ] Generating forecast for: LUMN [2025-12-31T20:26:12.436124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-12-31T20:26:12.447339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUMN'. [2025-12-31T20:26:12.447613] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-12-31T20:26:12.448361] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-12-31T20:26:12.448413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:12.448444] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:12.448471] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:12.448530] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:12.505285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:12.505878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:12.505951] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:12.505983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:12.626339] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:12.626502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:12.626541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:12.626585] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:12.629839] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=42.84%) [2025-12-31T20:26:12.630111] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-12-31T20:26:12.630232] [INFO ] [sig ] LUMN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:12.768978] [INFO ] [LOCAL ] Saved forecast: LUMN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LUMN.txt [2025-12-31T20:26:12.769091] [INFO ] [sig ] [1942/3534] Completed LUMN in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:12.769129] [INFO ] [sig ] [1943/3534] Forecasting LUNG... [2025-12-31T20:26:12.769157] [INFO ] [sig ] Generating forecast for: LUNG [2025-12-31T20:26:12.769187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'. [2025-12-31T20:26:12.780253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LUNG'. [2025-12-31T20:26:12.780514] [INFO ] [FORECASTER] Starting predict_future for LUNG [2025-12-31T20:26:12.781267] [DEBUG] [LOCAL ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt [2025-12-31T20:26:12.781319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:12.781350] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:12.781376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:12.781438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:12.837894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:12.838473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:12.838547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:12.838597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:12.958610] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:12.958729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:12.958767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:12.958796] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:12.962080] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=76.53%) [2025-12-31T20:26:12.962351] [INFO ] [FORECASTER] Completed predict_future for LUNG [2025-12-31T20:26:12.962471] [INFO ] [sig ] LUNG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:13.100668] [INFO ] [LOCAL ] Saved forecast: LUNG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LUNG.txt [2025-12-31T20:26:13.100784] [INFO ] [sig ] [1943/3534] Completed LUNG in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:13.100822] [INFO ] [sig ] [1944/3534] Forecasting LVHD... [2025-12-31T20:26:13.100853] [INFO ] [sig ] Generating forecast for: LVHD [2025-12-31T20:26:13.100883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'. [2025-12-31T20:26:13.112029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVHD'. [2025-12-31T20:26:13.112295] [INFO ] [FORECASTER] Starting predict_future for LVHD [2025-12-31T20:26:13.113071] [DEBUG] [LOCAL ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt [2025-12-31T20:26:13.113122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:13.113154] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:13.113181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:13.113238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:13.170131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:13.170771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:13.170846] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:13.170877] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:13.290841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:13.291001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:13.291042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:13.291070] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:13.294436] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=85.84%) [2025-12-31T20:26:13.294724] [INFO ] [FORECASTER] Completed predict_future for LVHD [2025-12-31T20:26:13.294859] [INFO ] [sig ] LVHD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:13.433131] [INFO ] [LOCAL ] Saved forecast: LVHD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LVHD.txt [2025-12-31T20:26:13.433248] [INFO ] [sig ] [1944/3534] Completed LVHD in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:13.433287] [INFO ] [sig ] [1945/3534] Forecasting LVO... [2025-12-31T20:26:13.433317] [INFO ] [sig ] Generating forecast for: LVO [2025-12-31T20:26:13.433347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'. [2025-12-31T20:26:13.444365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVO'. [2025-12-31T20:26:13.444644] [INFO ] [FORECASTER] Starting predict_future for LVO [2025-12-31T20:26:13.445408] [DEBUG] [LOCAL ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt [2025-12-31T20:26:13.445460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:13.445492] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:13.445519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:13.445594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:13.502270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:13.502869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:13.502943] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:13.502975] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:13.619947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:13.620104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:13.620149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:13.620181] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:13.623483] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=73.07%) [2025-12-31T20:26:13.623771] [INFO ] [FORECASTER] Completed predict_future for LVO [2025-12-31T20:26:13.623892] [INFO ] [sig ] LVO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:13.762678] [INFO ] [LOCAL ] Saved forecast: LVO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LVO.txt [2025-12-31T20:26:13.762787] [INFO ] [sig ] [1945/3534] Completed LVO in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:13.762826] [INFO ] [sig ] [1946/3534] Forecasting LVS... [2025-12-31T20:26:13.762855] [INFO ] [sig ] Generating forecast for: LVS [2025-12-31T20:26:13.762885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-12-31T20:26:13.774132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LVS'. [2025-12-31T20:26:13.774399] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-12-31T20:26:13.775164] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-12-31T20:26:13.775215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:13.775258] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:13.775286] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:13.775343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:13.832379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:13.832982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:13.833057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:13.833089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:13.952310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:13.952435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:13.952473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:13.952501] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:13.955738] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=5.54%) [2025-12-31T20:26:13.956006] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-12-31T20:26:13.956133] [INFO ] [sig ] LVS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:14.094342] [INFO ] [LOCAL ] Saved forecast: LVS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LVS.txt [2025-12-31T20:26:14.094449] [INFO ] [sig ] [1946/3534] Completed LVS in 0.3s | 2.91 sym/s | Total: 11.1m | ETA: 9.1m [2025-12-31T20:26:14.094487] [INFO ] [sig ] [1947/3534] Forecasting LWAY... [2025-12-31T20:26:14.094517] [INFO ] [sig ] Generating forecast for: LWAY [2025-12-31T20:26:14.094547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'. [2025-12-31T20:26:14.105545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWAY'. [2025-12-31T20:26:14.105816] [INFO ] [FORECASTER] Starting predict_future for LWAY [2025-12-31T20:26:14.106555] [DEBUG] [LOCAL ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt [2025-12-31T20:26:14.106625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:14.106657] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:14.106685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:14.106742] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:14.164440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:14.165041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:14.165144] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:14.165178] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:14.300651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:14.300808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:14.300848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:14.300878] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:14.304195] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=43.36%) [2025-12-31T20:26:14.304459] [INFO ] [FORECASTER] Completed predict_future for LWAY [2025-12-31T20:26:14.304602] [INFO ] [sig ] LWAY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:14.444136] [INFO ] [LOCAL ] Saved forecast: LWAY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LWAY.txt [2025-12-31T20:26:14.444258] [INFO ] [sig ] [1947/3534] Completed LWAY in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:14.444296] [INFO ] [sig ] [1948/3534] Forecasting LWLG... [2025-12-31T20:26:14.444327] [INFO ] [sig ] Generating forecast for: LWLG [2025-12-31T20:26:14.444358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'. [2025-12-31T20:26:14.455666] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LWLG'. [2025-12-31T20:26:14.455919] [INFO ] [FORECASTER] Starting predict_future for LWLG [2025-12-31T20:26:14.456679] [DEBUG] [LOCAL ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt [2025-12-31T20:26:14.456731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:14.456770] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:14.456796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:14.456854] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:14.513461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:14.514069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:14.514144] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:14.514175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:14.639839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:14.640001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:14.640040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:14.640068] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:14.643453] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=25.13%) [2025-12-31T20:26:14.643743] [INFO ] [FORECASTER] Completed predict_future for LWLG [2025-12-31T20:26:14.643866] [INFO ] [sig ] LWLG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:14.783188] [INFO ] [LOCAL ] Saved forecast: LWLG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LWLG.txt [2025-12-31T20:26:14.783306] [INFO ] [sig ] [1948/3534] Completed LWLG in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:14.783347] [INFO ] [sig ] [1949/3534] Forecasting LX... [2025-12-31T20:26:14.783376] [INFO ] [sig ] Generating forecast for: LX [2025-12-31T20:26:14.783405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'. [2025-12-31T20:26:14.794915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LX'. [2025-12-31T20:26:14.795174] [INFO ] [FORECASTER] Starting predict_future for LX [2025-12-31T20:26:14.795957] [DEBUG] [LOCAL ] No optimal features file found for LX: ./output/feature-sets/LX.txt [2025-12-31T20:26:14.796009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:14.796046] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:14.796073] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:14.796129] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:14.852863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:14.853480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:14.853553] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:14.853602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:14.975437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:14.975611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:14.975651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:14.975680] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:14.978983] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: DOWN (p=2.74%) [2025-12-31T20:26:14.979270] [INFO ] [FORECASTER] Completed predict_future for LX [2025-12-31T20:26:14.979550] [INFO ] [sig ] LX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:15.119113] [INFO ] [LOCAL ] Saved forecast: LX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LX.txt [2025-12-31T20:26:15.119228] [INFO ] [sig ] [1949/3534] Completed LX in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:15.119285] [INFO ] [sig ] [1950/3534] Forecasting LXEO... [2025-12-31T20:26:15.119322] [INFO ] [sig ] Generating forecast for: LXEO [2025-12-31T20:26:15.119352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'. [2025-12-31T20:26:15.130909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXEO'. [2025-12-31T20:26:15.131327] [INFO ] [FORECASTER] Starting predict_future for LXEO [2025-12-31T20:26:15.132186] [DEBUG] [LOCAL ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt [2025-12-31T20:26:15.132242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:15.132275] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:15.132301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:15.132358] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:15.188769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:15.189648] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:15.189728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:15.189760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:15.305014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:15.305144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:15.305182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:15.305210] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:15.308432] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=28.62%) [2025-12-31T20:26:15.308715] [INFO ] [FORECASTER] Completed predict_future for LXEO [2025-12-31T20:26:15.308836] [INFO ] [sig ] LXEO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:15.449061] [INFO ] [LOCAL ] Saved forecast: LXEO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LXEO.txt [2025-12-31T20:26:15.449228] [INFO ] [sig ] [1950/3534] Completed LXEO in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:15.449280] [INFO ] [sig ] [1951/3534] Forecasting LXP... [2025-12-31T20:26:15.449312] [INFO ] [sig ] Generating forecast for: LXP [2025-12-31T20:26:15.449343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-12-31T20:26:15.460905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LXP'. [2025-12-31T20:26:15.461193] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-12-31T20:26:15.461979] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-12-31T20:26:15.462030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:15.462063] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:15.462090] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:15.462148] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:15.519325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:15.519921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:15.519995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:15.520029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:15.639023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:15.639161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:15.639206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:15.639236] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:15.642509] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=46.64%) [2025-12-31T20:26:15.642792] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-12-31T20:26:15.642929] [INFO ] [sig ] LXP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:15.782968] [INFO ] [LOCAL ] Saved forecast: LXP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LXP.txt [2025-12-31T20:26:15.783081] [INFO ] [sig ] [1951/3534] Completed LXP in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:15.783120] [INFO ] [sig ] [1952/3534] Forecasting LYB... [2025-12-31T20:26:15.783149] [INFO ] [sig ] Generating forecast for: LYB [2025-12-31T20:26:15.783178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-12-31T20:26:15.794762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYB'. [2025-12-31T20:26:15.795015] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-12-31T20:26:15.795782] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-12-31T20:26:15.795833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:15.795864] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:15.795891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:15.795948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:15.852313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:15.852915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:15.852990] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:15.853022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:15.971370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:15.971540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:15.971596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:15.971627] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:15.975012] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=90.15%) [2025-12-31T20:26:15.975286] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-12-31T20:26:15.975406] [INFO ] [sig ] LYB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:16.114284] [INFO ] [LOCAL ] Saved forecast: LYB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LYB.txt [2025-12-31T20:26:16.114401] [INFO ] [sig ] [1952/3534] Completed LYB in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:16.114439] [INFO ] [sig ] [1953/3534] Forecasting LYEL... [2025-12-31T20:26:16.114470] [INFO ] [sig ] Generating forecast for: LYEL [2025-12-31T20:26:16.114499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'. [2025-12-31T20:26:16.126085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYEL'. [2025-12-31T20:26:16.126403] [INFO ] [FORECASTER] Starting predict_future for LYEL [2025-12-31T20:26:16.127177] [DEBUG] [LOCAL ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt [2025-12-31T20:26:16.127228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:16.127261] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:16.127287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:16.127344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:16.184476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:16.185091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:16.185168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:16.185200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:16.309588] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:16.309755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:16.309794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:16.309841] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:16.313310] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=98.25%) [2025-12-31T20:26:16.313644] [INFO ] [FORECASTER] Completed predict_future for LYEL [2025-12-31T20:26:16.313776] [INFO ] [sig ] LYEL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:16.454869] [INFO ] [LOCAL ] Saved forecast: LYEL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LYEL.txt [2025-12-31T20:26:16.454997] [INFO ] [sig ] [1953/3534] Completed LYEL in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:16.455035] [INFO ] [sig ] [1954/3534] Forecasting LYG... [2025-12-31T20:26:16.455065] [INFO ] [sig ] Generating forecast for: LYG [2025-12-31T20:26:16.455095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-12-31T20:26:16.466131] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYG'. [2025-12-31T20:26:16.466391] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-12-31T20:26:16.467150] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-12-31T20:26:16.467200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:16.467281] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:16.467310] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:16.467367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:16.524566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:16.525208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:16.525283] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:16.525315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:16.648931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:16.649077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:16.649116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:16.649144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:16.652516] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=84.62%) [2025-12-31T20:26:16.652806] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-12-31T20:26:16.652932] [INFO ] [sig ] LYG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:16.792268] [INFO ] [LOCAL ] Saved forecast: LYG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LYG.txt [2025-12-31T20:26:16.792381] [INFO ] [sig ] [1954/3534] Completed LYG in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.1m [2025-12-31T20:26:16.792418] [INFO ] [sig ] [1955/3534] Forecasting LYRA... [2025-12-31T20:26:16.792447] [INFO ] [sig ] Generating forecast for: LYRA [2025-12-31T20:26:16.792477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'. [2025-12-31T20:26:16.803663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYRA'. [2025-12-31T20:26:16.803913] [INFO ] [FORECASTER] Starting predict_future for LYRA [2025-12-31T20:26:16.804663] [DEBUG] [LOCAL ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt [2025-12-31T20:26:16.804715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:16.804746] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:16.804772] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:16.804828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:16.861618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:16.862224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:16.862313] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:16.862347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:16.980518] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:16.980720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:16.980775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:16.980805] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:16.984244] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=51.36%) [2025-12-31T20:26:16.984520] [INFO ] [FORECASTER] Completed predict_future for LYRA [2025-12-31T20:26:16.984665] [INFO ] [sig ] LYRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:17.122128] [INFO ] [LOCAL ] Saved forecast: LYRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LYRA.txt [2025-12-31T20:26:17.122251] [INFO ] [sig ] [1955/3534] Completed LYRA in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:17.122290] [INFO ] [sig ] [1956/3534] Forecasting LYTS... [2025-12-31T20:26:17.122319] [INFO ] [sig ] Generating forecast for: LYTS [2025-12-31T20:26:17.122349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'. [2025-12-31T20:26:17.133690] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LYTS'. [2025-12-31T20:26:17.133940] [INFO ] [FORECASTER] Starting predict_future for LYTS [2025-12-31T20:26:17.134693] [DEBUG] [LOCAL ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt [2025-12-31T20:26:17.134744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:17.134776] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:17.134803] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:17.134860] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:17.191623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:17.192195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:17.192270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:17.192302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:17.307128] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:17.307239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:17.307275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:17.307302] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:17.313858] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=68.43%) [2025-12-31T20:26:17.314169] [INFO ] [FORECASTER] Completed predict_future for LYTS [2025-12-31T20:26:17.314293] [INFO ] [sig ] LYTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:17.451643] [INFO ] [LOCAL ] Saved forecast: LYTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LYTS.txt [2025-12-31T20:26:17.451754] [INFO ] [sig ] [1956/3534] Completed LYTS in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:17.451793] [INFO ] [sig ] [1957/3534] Forecasting LZ... [2025-12-31T20:26:17.451822] [INFO ] [sig ] Generating forecast for: LZ [2025-12-31T20:26:17.451852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'. [2025-12-31T20:26:17.463193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZ'. [2025-12-31T20:26:17.463460] [INFO ] [FORECASTER] Starting predict_future for LZ [2025-12-31T20:26:17.464214] [DEBUG] [LOCAL ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt [2025-12-31T20:26:17.464266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:17.464297] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:17.464334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:17.464392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:17.520520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:17.521151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:17.521225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:17.521257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:17.642466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:17.642627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:17.642666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:17.642726] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:17.646023] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-12-31T20:26:17.646292] [INFO ] [FORECASTER] Completed predict_future for LZ [2025-12-31T20:26:17.646417] [INFO ] [sig ] LZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:17.786614] [INFO ] [LOCAL ] Saved forecast: LZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/LZ.txt [2025-12-31T20:26:17.786735] [INFO ] [sig ] [1957/3534] Completed LZ in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:17.786774] [INFO ] [sig ] [1958/3534] Forecasting LZB... [2025-12-31T20:26:17.786802] [INFO ] [sig ] Generating forecast for: LZB [2025-12-31T20:26:17.786832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-12-31T20:26:17.798078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZB'. [2025-12-31T20:26:17.798521] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-12-31T20:26:17.799312] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-12-31T20:26:17.799558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:17.799616] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:17.799643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:17.799700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:17.855435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:17.856051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:17.856127] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:17.856159] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:17.978331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:17.978492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:17.978532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:17.978560] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:17.981940] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=98.53%) [2025-12-31T20:26:17.982209] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-12-31T20:26:17.982330] [INFO ] [sig ] LZB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:18.124728] [INFO ] [LOCAL ] Saved forecast: LZB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LZB.txt [2025-12-31T20:26:18.124888] [INFO ] [sig ] [1958/3534] Completed LZB in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:18.124930] [INFO ] [sig ] [1959/3534] Forecasting LZM... [2025-12-31T20:26:18.124961] [INFO ] [sig ] Generating forecast for: LZM [2025-12-31T20:26:18.124992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-12-31T20:26:18.136102] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'LZM'. [2025-12-31T20:26:18.136440] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-12-31T20:26:18.137228] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-12-31T20:26:18.137280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:18.137312] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:18.137338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:18.137396] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:18.197881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:18.198741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:18.198823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:18.198857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:18.316726] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:18.316840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:18.316877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:18.316905] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:18.320082] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=60.30%) [2025-12-31T20:26:18.320345] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-12-31T20:26:18.320463] [INFO ] [sig ] LZM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:18.461378] [INFO ] [LOCAL ] Saved forecast: LZM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/LZM.txt [2025-12-31T20:26:18.461498] [INFO ] [sig ] [1959/3534] Completed LZM in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:18.461537] [INFO ] [sig ] [1960/3534] Forecasting M... [2025-12-31T20:26:18.461567] [INFO ] [sig ] Generating forecast for: M [2025-12-31T20:26:18.461618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-12-31T20:26:18.480746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'M'. [2025-12-31T20:26:18.481014] [INFO ] [FORECASTER] Starting predict_future for M [2025-12-31T20:26:18.481781] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-12-31T20:26:18.481832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:18.481864] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:18.481891] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:18.481948] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:18.538075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:18.538678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:18.538753] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:18.538785] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:18.658444] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:18.658615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:18.658656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:18.658685] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:18.661985] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=3.36%) [2025-12-31T20:26:18.662259] [INFO ] [FORECASTER] Completed predict_future for M [2025-12-31T20:26:18.662380] [INFO ] [sig ] M: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:18.804235] [INFO ] [LOCAL ] Saved forecast: M 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/M.txt [2025-12-31T20:26:18.804369] [INFO ] [sig ] [1960/3534] Completed M in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:18.804409] [INFO ] [sig ] [1961/3534] Forecasting MA... [2025-12-31T20:26:18.804438] [INFO ] [sig ] Generating forecast for: MA [2025-12-31T20:26:18.804468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-12-31T20:26:18.815798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MA'. [2025-12-31T20:26:18.816090] [INFO ] [FORECASTER] Starting predict_future for MA [2025-12-31T20:26:18.816858] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-12-31T20:26:18.816909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:18.816940] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:18.816967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:18.817024] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:18.873399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:18.873997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:18.874072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:18.874105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:18.993203] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:18.993367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:18.993407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:18.993436] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:18.996846] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=3.68%) [2025-12-31T20:26:18.997157] [INFO ] [FORECASTER] Completed predict_future for MA [2025-12-31T20:26:18.997288] [INFO ] [sig ] MA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:19.140236] [INFO ] [LOCAL ] Saved forecast: MA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MA.txt [2025-12-31T20:26:19.140395] [INFO ] [sig ] [1961/3534] Completed MA in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:19.140436] [INFO ] [sig ] [1962/3534] Forecasting MAA... [2025-12-31T20:26:19.140468] [INFO ] [sig ] Generating forecast for: MAA [2025-12-31T20:26:19.140499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-12-31T20:26:19.153009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAA'. [2025-12-31T20:26:19.153387] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-12-31T20:26:19.154206] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-12-31T20:26:19.154260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:19.154293] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:19.154320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:19.154379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:19.214714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:19.215561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:19.215664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:19.215699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:19.335807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:19.335963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:19.336002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:19.336031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:19.339497] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=81.97%) [2025-12-31T20:26:19.339792] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-12-31T20:26:19.339916] [INFO ] [sig ] MAA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:19.477743] [INFO ] [LOCAL ] Saved forecast: MAA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MAA.txt [2025-12-31T20:26:19.477855] [INFO ] [sig ] [1962/3534] Completed MAA in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:19.477894] [INFO ] [sig ] [1963/3534] Forecasting MAC... [2025-12-31T20:26:19.477924] [INFO ] [sig ] Generating forecast for: MAC [2025-12-31T20:26:19.477954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-12-31T20:26:19.489656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAC'. [2025-12-31T20:26:19.489907] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-12-31T20:26:19.490666] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-12-31T20:26:19.490718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:19.490750] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:19.490777] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:19.490833] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:19.547554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:19.548174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:19.548248] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:19.548280] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:19.669360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:19.669523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:19.669563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:19.669611] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:19.672952] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=81.55%) [2025-12-31T20:26:19.673226] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-12-31T20:26:19.673347] [INFO ] [sig ] MAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:19.812350] [INFO ] [LOCAL ] Saved forecast: MAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MAC.txt [2025-12-31T20:26:19.812503] [INFO ] [sig ] [1963/3534] Completed MAC in 0.3s | 2.91 sym/s | Total: 11.2m | ETA: 9.0m [2025-12-31T20:26:19.812542] [INFO ] [sig ] [1964/3534] Forecasting MAMA... [2025-12-31T20:26:19.812595] [INFO ] [sig ] Generating forecast for: MAMA [2025-12-31T20:26:19.812629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'. [2025-12-31T20:26:19.824173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAMA'. [2025-12-31T20:26:19.824461] [INFO ] [FORECASTER] Starting predict_future for MAMA [2025-12-31T20:26:19.825249] [DEBUG] [LOCAL ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt [2025-12-31T20:26:19.825303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:19.825336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:19.825364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:19.825421] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:19.882963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:19.883587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:19.883662] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:19.883719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:20.004862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:20.004995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:20.005032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:20.005060] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:20.008280] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=87.50%) [2025-12-31T20:26:20.008564] [INFO ] [FORECASTER] Completed predict_future for MAMA [2025-12-31T20:26:20.008701] [INFO ] [sig ] MAMA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:20.202781] [INFO ] [LOCAL ] Saved forecast: MAMA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MAMA.txt [2025-12-31T20:26:20.202918] [INFO ] [sig ] [1964/3534] Completed MAMA in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:20.202957] [INFO ] [sig ] [1965/3534] Forecasting MAN... [2025-12-31T20:26:20.202986] [INFO ] [sig ] Generating forecast for: MAN [2025-12-31T20:26:20.203017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-12-31T20:26:20.214309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAN'. [2025-12-31T20:26:20.214594] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-12-31T20:26:20.215343] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-12-31T20:26:20.215396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:20.215429] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:20.215457] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:20.215516] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:20.272320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:20.273208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:20.273301] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:20.273336] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:20.394437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:20.394622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:20.394666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:20.394697] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:20.398189] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=84.15%) [2025-12-31T20:26:20.398476] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-12-31T20:26:20.398621] [INFO ] [sig ] MAN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:20.550156] [INFO ] [LOCAL ] Saved forecast: MAN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MAN.txt [2025-12-31T20:26:20.550333] [INFO ] [sig ] [1965/3534] Completed MAN in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:20.550378] [INFO ] [sig ] [1966/3534] Forecasting MANH... [2025-12-31T20:26:20.550409] [INFO ] [sig ] Generating forecast for: MANH [2025-12-31T20:26:20.550443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'. [2025-12-31T20:26:20.563173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MANH'. [2025-12-31T20:26:20.563482] [INFO ] [FORECASTER] Starting predict_future for MANH [2025-12-31T20:26:20.564316] [DEBUG] [LOCAL ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt [2025-12-31T20:26:20.564372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:20.564407] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:20.564444] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:20.564513] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:20.625121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:20.626103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:20.626205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:20.626257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:20.754380] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:20.754559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:20.754663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:20.754696] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:20.758424] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=86.44%) [2025-12-31T20:26:20.758736] [INFO ] [FORECASTER] Completed predict_future for MANH [2025-12-31T20:26:20.758868] [INFO ] [sig ] MANH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:20.907304] [INFO ] [LOCAL ] Saved forecast: MANH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MANH.txt [2025-12-31T20:26:20.907473] [INFO ] [sig ] [1966/3534] Completed MANH in 0.4s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:20.907515] [INFO ] [sig ] [1967/3534] Forecasting MARA... [2025-12-31T20:26:20.907544] [INFO ] [sig ] Generating forecast for: MARA [2025-12-31T20:26:20.907591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'. [2025-12-31T20:26:20.919358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MARA'. [2025-12-31T20:26:20.919638] [INFO ] [FORECASTER] Starting predict_future for MARA [2025-12-31T20:26:20.920400] [DEBUG] [LOCAL ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt [2025-12-31T20:26:20.920451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:20.920483] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:20.920510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:20.920585] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:20.976312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:20.976914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:20.976990] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:20.977022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:21.100369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:21.100489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:21.100524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:21.100553] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:21.103785] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=52.92%) [2025-12-31T20:26:21.104049] [INFO ] [FORECASTER] Completed predict_future for MARA [2025-12-31T20:26:21.104172] [INFO ] [sig ] MARA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:21.245281] [INFO ] [LOCAL ] Saved forecast: MARA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MARA.txt [2025-12-31T20:26:21.245435] [INFO ] [sig ] [1967/3534] Completed MARA in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:21.245476] [INFO ] [sig ] [1968/3534] Forecasting MAS... [2025-12-31T20:26:21.245504] [INFO ] [sig ] Generating forecast for: MAS [2025-12-31T20:26:21.245534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-12-31T20:26:21.256413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAS'. [2025-12-31T20:26:21.256688] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-12-31T20:26:21.257434] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-12-31T20:26:21.257486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:21.257517] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:21.257544] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:21.257628] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:21.314709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:21.315560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:21.315656] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:21.315689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:21.435811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:21.435956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:21.436001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:21.436031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:21.439413] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=94.37%) [2025-12-31T20:26:21.439733] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-12-31T20:26:21.439857] [INFO ] [sig ] MAS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:21.579186] [INFO ] [LOCAL ] Saved forecast: MAS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MAS.txt [2025-12-31T20:26:21.579342] [INFO ] [sig ] [1968/3534] Completed MAS in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:21.579383] [INFO ] [sig ] [1969/3534] Forecasting MASI... [2025-12-31T20:26:21.579412] [INFO ] [sig ] Generating forecast for: MASI [2025-12-31T20:26:21.579443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'. [2025-12-31T20:26:21.591324] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASI'. [2025-12-31T20:26:21.591597] [INFO ] [FORECASTER] Starting predict_future for MASI [2025-12-31T20:26:21.592354] [DEBUG] [LOCAL ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt [2025-12-31T20:26:21.592404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:21.592435] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:21.592462] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:21.592520] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:21.648487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:21.649095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:21.649170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:21.649202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:21.766301] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:21.766416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:21.766453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:21.766480] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:21.769694] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=85.92%) [2025-12-31T20:26:21.769959] [INFO ] [FORECASTER] Completed predict_future for MASI [2025-12-31T20:26:21.770079] [INFO ] [sig ] MASI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:21.907999] [INFO ] [LOCAL ] Saved forecast: MASI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MASI.txt [2025-12-31T20:26:21.908114] [INFO ] [sig ] [1969/3534] Completed MASI in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:21.908153] [INFO ] [sig ] [1970/3534] Forecasting MASS... [2025-12-31T20:26:21.908183] [INFO ] [sig ] Generating forecast for: MASS [2025-12-31T20:26:21.908218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'. [2025-12-31T20:26:21.919364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MASS'. [2025-12-31T20:26:21.919638] [INFO ] [FORECASTER] Starting predict_future for MASS [2025-12-31T20:26:21.920404] [DEBUG] [LOCAL ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt [2025-12-31T20:26:21.920457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:21.920500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:21.920528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:21.920609] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:21.977562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:21.978156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:21.978235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:21.978269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:22.097210] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:22.097336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:22.097378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:22.097406] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:22.100687] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=61.18%) [2025-12-31T20:26:22.100953] [INFO ] [FORECASTER] Completed predict_future for MASS [2025-12-31T20:26:22.101074] [INFO ] [sig ] MASS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:22.240077] [INFO ] [LOCAL ] Saved forecast: MASS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MASS.txt [2025-12-31T20:26:22.240184] [INFO ] [sig ] [1970/3534] Completed MASS in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:22.240224] [INFO ] [sig ] [1971/3534] Forecasting MATX... [2025-12-31T20:26:22.240256] [INFO ] [sig ] Generating forecast for: MATX [2025-12-31T20:26:22.240285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-12-31T20:26:22.251633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MATX'. [2025-12-31T20:26:22.251895] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-12-31T20:26:22.252654] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-12-31T20:26:22.252705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:22.252760] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:22.252789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:22.252847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:22.309523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:22.310242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:22.310322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:22.310354] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:22.426530] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:22.426674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:22.426713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:22.426742] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:22.430025] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=49.93%) [2025-12-31T20:26:22.430296] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-12-31T20:26:22.430417] [INFO ] [sig ] MATX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:22.570219] [INFO ] [LOCAL ] Saved forecast: MATX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MATX.txt [2025-12-31T20:26:22.570362] [INFO ] [sig ] [1971/3534] Completed MATX in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 9.0m [2025-12-31T20:26:22.570408] [INFO ] [sig ] [1972/3534] Forecasting MAX... [2025-12-31T20:26:22.570438] [INFO ] [sig ] Generating forecast for: MAX [2025-12-31T20:26:22.570468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-12-31T20:26:22.582130] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAX'. [2025-12-31T20:26:22.582405] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-12-31T20:26:22.583164] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-12-31T20:26:22.583216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:22.583248] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:22.583275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:22.583332] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:22.640773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:22.641370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:22.641444] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:22.641476] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:22.761422] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:22.761597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:22.761644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:22.761676] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:22.765046] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-12-31T20:26:22.765324] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-12-31T20:26:22.765443] [INFO ] [sig ] MAX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:22.904242] [INFO ] [LOCAL ] Saved forecast: MAX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MAX.txt [2025-12-31T20:26:22.904378] [INFO ] [sig ] [1972/3534] Completed MAX in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:22.904417] [INFO ] [sig ] [1973/3534] Forecasting MAXI... [2025-12-31T20:26:22.904449] [INFO ] [sig ] Generating forecast for: MAXI [2025-12-31T20:26:22.904480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'. [2025-12-31T20:26:22.915994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXI'. [2025-12-31T20:26:22.916262] [INFO ] [FORECASTER] Starting predict_future for MAXI [2025-12-31T20:26:22.917018] [DEBUG] [LOCAL ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt [2025-12-31T20:26:22.917069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:22.917101] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:22.917128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:22.917185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:22.973744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:22.974316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:22.974391] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:22.974422] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:23.089328] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:23.089475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:23.089513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:23.089540] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:23.092928] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=18.71%) [2025-12-31T20:26:23.093206] [INFO ] [FORECASTER] Completed predict_future for MAXI [2025-12-31T20:26:23.093333] [INFO ] [sig ] MAXI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:23.231796] [INFO ] [LOCAL ] Saved forecast: MAXI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MAXI.txt [2025-12-31T20:26:23.231908] [INFO ] [sig ] [1973/3534] Completed MAXI in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:23.231954] [INFO ] [sig ] [1974/3534] Forecasting MAXN... [2025-12-31T20:26:23.231984] [INFO ] [sig ] Generating forecast for: MAXN [2025-12-31T20:26:23.232015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'. [2025-12-31T20:26:23.243635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MAXN'. [2025-12-31T20:26:23.243907] [INFO ] [FORECASTER] Starting predict_future for MAXN [2025-12-31T20:26:23.244676] [DEBUG] [LOCAL ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt [2025-12-31T20:26:23.244727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:23.244758] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:23.244785] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:23.244842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:23.301455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:23.302230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:23.302311] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:23.302344] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:23.415398] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:23.415524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:23.415561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:23.415651] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:23.418952] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=73.62%) [2025-12-31T20:26:23.419226] [INFO ] [FORECASTER] Completed predict_future for MAXN [2025-12-31T20:26:23.419363] [INFO ] [sig ] MAXN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:23.565084] [INFO ] [LOCAL ] Saved forecast: MAXN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MAXN.txt [2025-12-31T20:26:23.565249] [INFO ] [sig ] [1974/3534] Completed MAXN in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:23.565298] [INFO ] [sig ] [1975/3534] Forecasting MBB... [2025-12-31T20:26:23.565335] [INFO ] [sig ] Generating forecast for: MBB [2025-12-31T20:26:23.565374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'. [2025-12-31T20:26:23.576729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBB'. [2025-12-31T20:26:23.577042] [INFO ] [FORECASTER] Starting predict_future for MBB [2025-12-31T20:26:23.577851] [DEBUG] [LOCAL ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt [2025-12-31T20:26:23.577914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:23.577960] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:23.577994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:23.578052] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:23.638287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:23.639107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:23.639189] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:23.639222] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:23.764974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:23.765133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:23.765175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:23.765204] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:23.768651] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=40.57%) [2025-12-31T20:26:23.768930] [INFO ] [FORECASTER] Completed predict_future for MBB [2025-12-31T20:26:23.769098] [INFO ] [sig ] MBB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:23.910283] [INFO ] [LOCAL ] Saved forecast: MBB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MBB.txt [2025-12-31T20:26:23.910431] [INFO ] [sig ] [1975/3534] Completed MBB in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:23.910472] [INFO ] [sig ] [1976/3534] Forecasting MBC... [2025-12-31T20:26:23.910500] [INFO ] [sig ] Generating forecast for: MBC [2025-12-31T20:26:23.910531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-12-31T20:26:23.922064] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBC'. [2025-12-31T20:26:23.922377] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-12-31T20:26:23.923158] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-12-31T20:26:23.923213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:23.923256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:23.923286] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:23.923344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:23.981377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:23.982158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:23.982240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:23.982275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:24.103139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:24.103302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:24.103344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:24.103374] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:24.106872] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-12-31T20:26:24.107164] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-12-31T20:26:24.107292] [INFO ] [sig ] MBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:24.247167] [INFO ] [LOCAL ] Saved forecast: MBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MBC.txt [2025-12-31T20:26:24.247307] [INFO ] [sig ] [1976/3534] Completed MBC in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:24.247347] [INFO ] [sig ] [1977/3534] Forecasting MBCN... [2025-12-31T20:26:24.247376] [INFO ] [sig ] Generating forecast for: MBCN [2025-12-31T20:26:24.247407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'. [2025-12-31T20:26:24.257148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBCN'. [2025-12-31T20:26:24.257430] [INFO ] [FORECASTER] Starting predict_future for MBCN [2025-12-31T20:26:24.258226] [DEBUG] [LOCAL ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt [2025-12-31T20:26:24.258279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:24.258311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:24.258339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:24.258398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:24.314832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:24.315692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:24.315778] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:24.315810] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:24.409505] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:24.409670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:24.409711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:24.409756] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:24.413106] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=93.28%) [2025-12-31T20:26:24.413379] [INFO ] [FORECASTER] Completed predict_future for MBCN [2025-12-31T20:26:24.413503] [INFO ] [sig ] MBCN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:24.552108] [INFO ] [LOCAL ] Saved forecast: MBCN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MBCN.txt [2025-12-31T20:26:24.552243] [INFO ] [sig ] [1977/3534] Completed MBCN in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:24.552284] [INFO ] [sig ] [1978/3534] Forecasting MBI... [2025-12-31T20:26:24.552312] [INFO ] [sig ] Generating forecast for: MBI [2025-12-31T20:26:24.552343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-12-31T20:26:24.563190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBI'. [2025-12-31T20:26:24.563501] [INFO ] [FORECASTER] Starting predict_future for MBI [2025-12-31T20:26:24.564336] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-12-31T20:26:24.564389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:24.564423] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:24.564450] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:24.564507] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:24.621415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:24.622128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:24.622207] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:24.622241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:24.741470] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:24.741642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:24.741684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:24.741713] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:24.745130] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=26.36%) [2025-12-31T20:26:24.745414] [INFO ] [FORECASTER] Completed predict_future for MBI [2025-12-31T20:26:24.745537] [INFO ] [sig ] MBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:24.886054] [INFO ] [LOCAL ] Saved forecast: MBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MBI.txt [2025-12-31T20:26:24.886187] [INFO ] [sig ] [1978/3534] Completed MBI in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:24.886228] [INFO ] [sig ] [1979/3534] Forecasting MBIN... [2025-12-31T20:26:24.886257] [INFO ] [sig ] Generating forecast for: MBIN [2025-12-31T20:26:24.886287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'. [2025-12-31T20:26:24.897050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBIN'. [2025-12-31T20:26:24.897341] [INFO ] [FORECASTER] Starting predict_future for MBIN [2025-12-31T20:26:24.898108] [DEBUG] [LOCAL ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt [2025-12-31T20:26:24.898160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:24.898192] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:24.898218] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:24.898274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:24.955195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:24.955985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:24.956088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:24.956123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:25.073096] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:25.073252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:25.073296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:25.073327] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:25.076790] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=36.24%) [2025-12-31T20:26:25.077063] [INFO ] [FORECASTER] Completed predict_future for MBIN [2025-12-31T20:26:25.077188] [INFO ] [sig ] MBIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:25.218927] [INFO ] [LOCAL ] Saved forecast: MBIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MBIN.txt [2025-12-31T20:26:25.219067] [INFO ] [sig ] [1979/3534] Completed MBIN in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:25.219107] [INFO ] [sig ] [1980/3534] Forecasting MBLY... [2025-12-31T20:26:25.219138] [INFO ] [sig ] Generating forecast for: MBLY [2025-12-31T20:26:25.219168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'. [2025-12-31T20:26:25.230872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBLY'. [2025-12-31T20:26:25.231197] [INFO ] [FORECASTER] Starting predict_future for MBLY [2025-12-31T20:26:25.232013] [DEBUG] [LOCAL ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt [2025-12-31T20:26:25.232066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:25.232099] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:25.232126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:25.232185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:25.292235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:25.293093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:25.293180] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:25.293212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:25.415820] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:25.415973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:25.416012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:25.416043] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:25.419443] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-12-31T20:26:25.419739] [INFO ] [FORECASTER] Completed predict_future for MBLY [2025-12-31T20:26:25.419866] [INFO ] [sig ] MBLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:25.563978] [INFO ] [LOCAL ] Saved forecast: MBLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MBLY.txt [2025-12-31T20:26:25.564112] [INFO ] [sig ] [1980/3534] Completed MBLY in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:25.564153] [INFO ] [sig ] [1981/3534] Forecasting MBS... [2025-12-31T20:26:25.564182] [INFO ] [sig ] Generating forecast for: MBS [2025-12-31T20:26:25.564213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'. [2025-12-31T20:26:25.574722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBS'. [2025-12-31T20:26:25.575011] [INFO ] [FORECASTER] Starting predict_future for MBS [2025-12-31T20:26:25.575790] [DEBUG] [LOCAL ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt [2025-12-31T20:26:25.575841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:25.575873] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:25.575922] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:25.575983] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:25.633142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:25.633927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:25.634038] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:25.634073] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:25.746199] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:25.746352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:25.746394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:25.746423] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:25.749843] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=84.41%) [2025-12-31T20:26:25.750125] [INFO ] [FORECASTER] Completed predict_future for MBS [2025-12-31T20:26:25.750261] [INFO ] [sig ] MBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:25.893469] [INFO ] [LOCAL ] Saved forecast: MBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MBS.txt [2025-12-31T20:26:25.893619] [INFO ] [sig ] [1981/3534] Completed MBS in 0.3s | 2.91 sym/s | Total: 11.3m | ETA: 8.9m [2025-12-31T20:26:25.893661] [INFO ] [sig ] [1982/3534] Forecasting MBWM... [2025-12-31T20:26:25.893691] [INFO ] [sig ] Generating forecast for: MBWM [2025-12-31T20:26:25.893721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'. [2025-12-31T20:26:25.904920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBWM'. [2025-12-31T20:26:25.905234] [INFO ] [FORECASTER] Starting predict_future for MBWM [2025-12-31T20:26:25.906053] [DEBUG] [LOCAL ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt [2025-12-31T20:26:25.906107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:25.906140] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:25.906170] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:25.906229] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:25.963730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:25.964503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:25.964602] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:25.964639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:26.087982] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:26.088134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:26.088174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:26.088204] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:26.091646] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=96.47%) [2025-12-31T20:26:26.091929] [INFO ] [FORECASTER] Completed predict_future for MBWM [2025-12-31T20:26:26.092052] [INFO ] [sig ] MBWM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:26.235099] [INFO ] [LOCAL ] Saved forecast: MBWM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MBWM.txt [2025-12-31T20:26:26.235235] [INFO ] [sig ] [1982/3534] Completed MBWM in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.9m [2025-12-31T20:26:26.235275] [INFO ] [sig ] [1983/3534] Forecasting MBX... [2025-12-31T20:26:26.235305] [INFO ] [sig ] Generating forecast for: MBX [2025-12-31T20:26:26.235336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'. [2025-12-31T20:26:26.247786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MBX'. [2025-12-31T20:26:26.248119] [INFO ] [FORECASTER] Starting predict_future for MBX [2025-12-31T20:26:26.249214] [DEBUG] [LOCAL ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt [2025-12-31T20:26:26.249291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:26.249326] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:26.249352] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:26.249410] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:26.310557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:26.311422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:26.311509] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:26.311544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:26.438086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:26.438248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:26.438287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:26.438318] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:26.441788] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=76.40%) [2025-12-31T20:26:26.442075] [INFO ] [FORECASTER] Completed predict_future for MBX [2025-12-31T20:26:26.442202] [INFO ] [sig ] MBX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:26.584526] [INFO ] [LOCAL ] Saved forecast: MBX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MBX.txt [2025-12-31T20:26:26.584675] [INFO ] [sig ] [1983/3534] Completed MBX in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.9m [2025-12-31T20:26:26.584716] [INFO ] [sig ] [1984/3534] Forecasting MC... [2025-12-31T20:26:26.584745] [INFO ] [sig ] Generating forecast for: MC [2025-12-31T20:26:26.584776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-12-31T20:26:26.595765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MC'. [2025-12-31T20:26:26.596079] [INFO ] [FORECASTER] Starting predict_future for MC [2025-12-31T20:26:26.596956] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-12-31T20:26:26.597009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:26.597043] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:26.597071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:26.597129] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:26.656647] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:26.657871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:26.657954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:26.657986] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:26.779272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:26.779426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:26.779671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:26.779702] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:26.783170] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=93.77%) [2025-12-31T20:26:26.783449] [INFO ] [FORECASTER] Completed predict_future for MC [2025-12-31T20:26:26.783766] [INFO ] [sig ] MC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:26.930893] [INFO ] [LOCAL ] Saved forecast: MC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MC.txt [2025-12-31T20:26:26.931051] [INFO ] [sig ] [1984/3534] Completed MC in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.9m [2025-12-31T20:26:26.931092] [INFO ] [sig ] [1985/3534] Forecasting MCBS... [2025-12-31T20:26:26.931121] [INFO ] [sig ] Generating forecast for: MCBS [2025-12-31T20:26:26.931159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'. [2025-12-31T20:26:26.942987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCBS'. [2025-12-31T20:26:26.943272] [INFO ] [FORECASTER] Starting predict_future for MCBS [2025-12-31T20:26:26.944093] [DEBUG] [LOCAL ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt [2025-12-31T20:26:26.944147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:26.944180] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:26.944207] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:26.944265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:27.002986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:27.003730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:27.003807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:27.003839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:27.121197] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:27.121348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:27.121386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:27.121415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:27.124735] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=87.38%) [2025-12-31T20:26:27.125016] [INFO ] [FORECASTER] Completed predict_future for MCBS [2025-12-31T20:26:27.125138] [INFO ] [sig ] MCBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:27.263123] [INFO ] [LOCAL ] Saved forecast: MCBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MCBS.txt [2025-12-31T20:26:27.263252] [INFO ] [sig ] [1985/3534] Completed MCBS in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.9m [2025-12-31T20:26:27.263290] [INFO ] [sig ] [1986/3534] Forecasting MCHI... [2025-12-31T20:26:27.263320] [INFO ] [sig ] Generating forecast for: MCHI [2025-12-31T20:26:27.263351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'. [2025-12-31T20:26:27.274411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHI'. [2025-12-31T20:26:27.274730] [INFO ] [FORECASTER] Starting predict_future for MCHI [2025-12-31T20:26:27.275485] [DEBUG] [LOCAL ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt [2025-12-31T20:26:27.275536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:27.275586] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:27.275617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:27.275675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:27.331507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:27.332189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:27.332267] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:27.332300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:27.453858] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:27.453993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:27.454031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:27.454058] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:27.457334] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: DOWN (p=11.75%) [2025-12-31T20:26:27.457621] [INFO ] [FORECASTER] Completed predict_future for MCHI [2025-12-31T20:26:27.457743] [INFO ] [sig ] MCHI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:27.595049] [INFO ] [LOCAL ] Saved forecast: MCHI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MCHI.txt [2025-12-31T20:26:27.595177] [INFO ] [sig ] [1986/3534] Completed MCHI in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.9m [2025-12-31T20:26:27.595217] [INFO ] [sig ] [1987/3534] Forecasting MCHP... [2025-12-31T20:26:27.595246] [INFO ] [sig ] Generating forecast for: MCHP [2025-12-31T20:26:27.595276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'. [2025-12-31T20:26:27.605956] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHP'. [2025-12-31T20:26:27.606252] [INFO ] [FORECASTER] Starting predict_future for MCHP [2025-12-31T20:26:27.607025] [DEBUG] [LOCAL ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt [2025-12-31T20:26:27.607076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:27.607108] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:27.607134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:27.607191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:27.663183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:27.663865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:27.663940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:27.663973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:27.784101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:27.784262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:27.784302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:27.784331] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:27.787707] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=4.35%) [2025-12-31T20:26:27.787977] [INFO ] [FORECASTER] Completed predict_future for MCHP [2025-12-31T20:26:27.788098] [INFO ] [sig ] MCHP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:27.926892] [INFO ] [LOCAL ] Saved forecast: MCHP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MCHP.txt [2025-12-31T20:26:27.927010] [INFO ] [sig ] [1987/3534] Completed MCHP in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.9m [2025-12-31T20:26:27.927049] [INFO ] [sig ] [1988/3534] Forecasting MCHX... [2025-12-31T20:26:27.927078] [INFO ] [sig ] Generating forecast for: MCHX [2025-12-31T20:26:27.927108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'. [2025-12-31T20:26:27.937958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCHX'. [2025-12-31T20:26:27.938232] [INFO ] [FORECASTER] Starting predict_future for MCHX [2025-12-31T20:26:27.939004] [DEBUG] [LOCAL ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt [2025-12-31T20:26:27.939055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:27.939110] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:27.939138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:27.939195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:27.996097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:27.996836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:27.996912] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:27.996944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:28.104021] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:28.104168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:28.104211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:28.104239] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:28.107595] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=37.37%) [2025-12-31T20:26:28.107867] [INFO ] [FORECASTER] Completed predict_future for MCHX [2025-12-31T20:26:28.107990] [INFO ] [sig ] MCHX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:28.249513] [INFO ] [LOCAL ] Saved forecast: MCHX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MCHX.txt [2025-12-31T20:26:28.249668] [INFO ] [sig ] [1988/3534] Completed MCHX in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.9m [2025-12-31T20:26:28.249711] [INFO ] [sig ] [1989/3534] Forecasting MCI... [2025-12-31T20:26:28.249741] [INFO ] [sig ] Generating forecast for: MCI [2025-12-31T20:26:28.249771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-12-31T20:26:28.261639] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCI'. [2025-12-31T20:26:28.261931] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-12-31T20:26:28.262705] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-12-31T20:26:28.262757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:28.262788] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:28.262814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:28.262870] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:28.327186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:28.328010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:28.328097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:28.328143] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:28.448156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:28.448308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:28.448349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:28.448378] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:28.451870] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=45.93%) [2025-12-31T20:26:28.452152] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-12-31T20:26:28.452277] [INFO ] [sig ] MCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:28.603622] [INFO ] [LOCAL ] Saved forecast: MCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MCI.txt [2025-12-31T20:26:28.603792] [INFO ] [sig ] [1989/3534] Completed MCI in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:28.603835] [INFO ] [sig ] [1990/3534] Forecasting MCK... [2025-12-31T20:26:28.603866] [INFO ] [sig ] Generating forecast for: MCK [2025-12-31T20:26:28.603898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-12-31T20:26:28.615812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCK'. [2025-12-31T20:26:28.616185] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-12-31T20:26:28.617071] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-12-31T20:26:28.617124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:28.617157] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:28.617184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:28.617242] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:28.677859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:28.678779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:28.678866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:28.678903] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:28.804202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:28.804361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:28.804415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:28.804452] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:28.807899] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=13.40%) [2025-12-31T20:26:28.808180] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-12-31T20:26:28.808306] [INFO ] [sig ] MCK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:28.954951] [INFO ] [LOCAL ] Saved forecast: MCK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MCK.txt [2025-12-31T20:26:28.955155] [INFO ] [sig ] [1990/3534] Completed MCK in 0.4s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:28.955213] [INFO ] [sig ] [1991/3534] Forecasting MCN... [2025-12-31T20:26:28.955259] [INFO ] [sig ] Generating forecast for: MCN [2025-12-31T20:26:28.955306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-12-31T20:26:28.967731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCN'. [2025-12-31T20:26:28.968122] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-12-31T20:26:28.968970] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-12-31T20:26:28.969023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:28.969055] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:28.969081] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:28.969139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:29.029392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:29.030333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:29.030432] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:29.030473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:29.145652] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:29.145812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:29.145854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:29.145914] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:29.149714] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=87.60%) [2025-12-31T20:26:29.149993] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-12-31T20:26:29.150119] [INFO ] [sig ] MCN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:29.290365] [INFO ] [LOCAL ] Saved forecast: MCN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MCN.txt [2025-12-31T20:26:29.290512] [INFO ] [sig ] [1991/3534] Completed MCN in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:29.290552] [INFO ] [sig ] [1992/3534] Forecasting MCO... [2025-12-31T20:26:29.290601] [INFO ] [sig ] Generating forecast for: MCO [2025-12-31T20:26:29.290634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-12-31T20:26:29.302164] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCO'. [2025-12-31T20:26:29.302464] [INFO ] [FORECASTER] Starting predict_future for MCO [2025-12-31T20:26:29.303249] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-12-31T20:26:29.303303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:29.303335] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:29.303362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:29.303422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:29.360051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:29.360747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:29.360824] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:29.360857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:29.476297] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:29.476447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:29.476490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:29.476519] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:29.479869] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-12-31T20:26:29.480140] [INFO ] [FORECASTER] Completed predict_future for MCO [2025-12-31T20:26:29.480263] [INFO ] [sig ] MCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:29.627936] [INFO ] [LOCAL ] Saved forecast: MCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MCO.txt [2025-12-31T20:26:29.628087] [INFO ] [sig ] [1992/3534] Completed MCO in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:29.628128] [INFO ] [sig ] [1993/3534] Forecasting MCRB... [2025-12-31T20:26:29.628158] [INFO ] [sig ] Generating forecast for: MCRB [2025-12-31T20:26:29.628188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'. [2025-12-31T20:26:29.640985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRB'. [2025-12-31T20:26:29.641348] [INFO ] [FORECASTER] Starting predict_future for MCRB [2025-12-31T20:26:29.642174] [DEBUG] [LOCAL ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt [2025-12-31T20:26:29.642238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:29.642272] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:29.642299] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:29.642359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:29.706076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:29.706970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:29.707064] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:29.707111] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:29.823984] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:29.824141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:29.824179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:29.824209] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:29.827536] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=51.38%) [2025-12-31T20:26:29.827823] [INFO ] [FORECASTER] Completed predict_future for MCRB [2025-12-31T20:26:29.827946] [INFO ] [sig ] MCRB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:29.973197] [INFO ] [LOCAL ] Saved forecast: MCRB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MCRB.txt [2025-12-31T20:26:29.973325] [INFO ] [sig ] [1993/3534] Completed MCRB in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:29.973364] [INFO ] [sig ] [1994/3534] Forecasting MCRI... [2025-12-31T20:26:29.973396] [INFO ] [sig ] Generating forecast for: MCRI [2025-12-31T20:26:29.973429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'. [2025-12-31T20:26:29.984480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCRI'. [2025-12-31T20:26:29.984783] [INFO ] [FORECASTER] Starting predict_future for MCRI [2025-12-31T20:26:29.985528] [DEBUG] [LOCAL ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt [2025-12-31T20:26:29.985613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:29.985650] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:29.985678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:29.985736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:30.041812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:30.042433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:30.042510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:30.042542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:30.167239] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:30.167398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:30.167444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:30.167476] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:30.170957] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=54.51%) [2025-12-31T20:26:30.171235] [INFO ] [FORECASTER] Completed predict_future for MCRI [2025-12-31T20:26:30.171360] [INFO ] [sig ] MCRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:30.310300] [INFO ] [LOCAL ] Saved forecast: MCRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MCRI.txt [2025-12-31T20:26:30.310429] [INFO ] [sig ] [1994/3534] Completed MCRI in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:30.310469] [INFO ] [sig ] [1995/3534] Forecasting MCS... [2025-12-31T20:26:30.310499] [INFO ] [sig ] Generating forecast for: MCS [2025-12-31T20:26:30.310530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-12-31T20:26:30.321933] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCS'. [2025-12-31T20:26:30.322219] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-12-31T20:26:30.322996] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-12-31T20:26:30.323048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:30.323081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:30.323108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:30.323166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:30.380927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:30.381552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:30.381644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:30.381677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:30.505043] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:30.505206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:30.505246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:30.505276] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:30.508716] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=14.23%) [2025-12-31T20:26:30.509021] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-12-31T20:26:30.509150] [INFO ] [sig ] MCS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:30.649141] [INFO ] [LOCAL ] Saved forecast: MCS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MCS.txt [2025-12-31T20:26:30.649315] [INFO ] [sig ] [1995/3534] Completed MCS in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:30.649361] [INFO ] [sig ] [1996/3534] Forecasting MCY... [2025-12-31T20:26:30.649392] [INFO ] [sig ] Generating forecast for: MCY [2025-12-31T20:26:30.649425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-12-31T20:26:30.660958] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MCY'. [2025-12-31T20:26:30.661260] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-12-31T20:26:30.662068] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-12-31T20:26:30.662124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:30.662158] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:30.662187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:30.662246] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:30.719178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:30.720065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:30.720147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:30.720179] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:30.839902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:30.840062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:30.840103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:30.840133] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:30.843556] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=83.05%) [2025-12-31T20:26:30.843859] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-12-31T20:26:30.843988] [INFO ] [sig ] MCY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:30.983106] [INFO ] [LOCAL ] Saved forecast: MCY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MCY.txt [2025-12-31T20:26:30.983235] [INFO ] [sig ] [1996/3534] Completed MCY in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:30.983274] [INFO ] [sig ] [1997/3534] Forecasting MD... [2025-12-31T20:26:30.983303] [INFO ] [sig ] Generating forecast for: MD [2025-12-31T20:26:30.983334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-12-31T20:26:30.994844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MD'. [2025-12-31T20:26:30.995119] [INFO ] [FORECASTER] Starting predict_future for MD [2025-12-31T20:26:30.995895] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-12-31T20:26:30.995947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:30.995979] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:30.996005] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:30.996063] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:31.052435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:31.053065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:31.053141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:31.053174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:31.174909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:31.175044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:31.175083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:31.175113] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:31.178404] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=96.33%) [2025-12-31T20:26:31.178705] [INFO ] [FORECASTER] Completed predict_future for MD [2025-12-31T20:26:31.178828] [INFO ] [sig ] MD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:31.317302] [INFO ] [LOCAL ] Saved forecast: MD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MD.txt [2025-12-31T20:26:31.317430] [INFO ] [sig ] [1997/3534] Completed MD in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:31.317476] [INFO ] [sig ] [1998/3534] Forecasting MDAI... [2025-12-31T20:26:31.317507] [INFO ] [sig ] Generating forecast for: MDAI [2025-12-31T20:26:31.317540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'. [2025-12-31T20:26:31.329768] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDAI'. [2025-12-31T20:26:31.330110] [INFO ] [FORECASTER] Starting predict_future for MDAI [2025-12-31T20:26:31.330900] [DEBUG] [LOCAL ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt [2025-12-31T20:26:31.330951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:31.330983] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:31.331010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:31.331068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:31.387834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:31.388484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:31.388560] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:31.388636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:31.510173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:31.510340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:31.510380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:31.510410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:31.513992] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-12-31T20:26:31.514355] [INFO ] [FORECASTER] Completed predict_future for MDAI [2025-12-31T20:26:31.514506] [INFO ] [sig ] MDAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:31.658798] [INFO ] [LOCAL ] Saved forecast: MDAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MDAI.txt [2025-12-31T20:26:31.658968] [INFO ] [sig ] [1998/3534] Completed MDAI in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:31.659009] [INFO ] [sig ] [1999/3534] Forecasting MDB... [2025-12-31T20:26:31.659041] [INFO ] [sig ] Generating forecast for: MDB [2025-12-31T20:26:31.659071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'. [2025-12-31T20:26:31.671403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDB'. [2025-12-31T20:26:31.671721] [INFO ] [FORECASTER] Starting predict_future for MDB [2025-12-31T20:26:31.672474] [DEBUG] [LOCAL ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt [2025-12-31T20:26:31.672526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:31.672557] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:31.672603] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:31.672662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:31.729654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:31.730307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:31.730389] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:31.730423] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:31.860559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:31.860733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:31.860802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:31.860845] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:31.864214] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=15.88%) [2025-12-31T20:26:31.864481] [INFO ] [FORECASTER] Completed predict_future for MDB [2025-12-31T20:26:31.864637] [INFO ] [sig ] MDB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:32.003614] [INFO ] [LOCAL ] Saved forecast: MDB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MDB.txt [2025-12-31T20:26:32.003777] [INFO ] [sig ] [1999/3534] Completed MDB in 0.3s | 2.91 sym/s | Total: 11.4m | ETA: 8.8m [2025-12-31T20:26:32.003817] [INFO ] [sig ] [2000/3534] Forecasting MDGL... [2025-12-31T20:26:32.003849] [INFO ] [sig ] Generating forecast for: MDGL [2025-12-31T20:26:32.003878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'. [2025-12-31T20:26:32.015206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDGL'. [2025-12-31T20:26:32.015498] [INFO ] [FORECASTER] Starting predict_future for MDGL [2025-12-31T20:26:32.016266] [DEBUG] [LOCAL ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt [2025-12-31T20:26:32.016319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:32.016349] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:32.016376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:32.016432] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:32.075296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:32.076162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:32.076240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:32.076274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:32.193259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:32.193417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:32.193456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:32.193484] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:32.196808] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-12-31T20:26:32.197073] [INFO ] [FORECASTER] Completed predict_future for MDGL [2025-12-31T20:26:32.197192] [INFO ] [sig ] MDGL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:32.337757] [INFO ] [LOCAL ] Saved forecast: MDGL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MDGL.txt [2025-12-31T20:26:32.337907] [INFO ] [sig ] [2000/3534] Completed MDGL in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.8m [2025-12-31T20:26:32.337947] [INFO ] [sig ] [2001/3534] Forecasting MDLZ... [2025-12-31T20:26:32.337978] [INFO ] [sig ] Generating forecast for: MDLZ [2025-12-31T20:26:32.338009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'. [2025-12-31T20:26:32.349893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'. [2025-12-31T20:26:32.350220] [INFO ] [FORECASTER] Starting predict_future for MDLZ [2025-12-31T20:26:32.351034] [DEBUG] [LOCAL ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt [2025-12-31T20:26:32.351097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:32.351140] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:32.351181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:32.351247] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:32.408264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:32.409182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:32.409295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:32.409332] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:32.532637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:32.532796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:32.532853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:32.532883] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:32.536310] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-12-31T20:26:32.536632] [INFO ] [FORECASTER] Completed predict_future for MDLZ [2025-12-31T20:26:32.536765] [INFO ] [sig ] MDLZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:32.676806] [INFO ] [LOCAL ] Saved forecast: MDLZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MDLZ.txt [2025-12-31T20:26:32.676972] [INFO ] [sig ] [2001/3534] Completed MDLZ in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.8m [2025-12-31T20:26:32.677013] [INFO ] [sig ] [2002/3534] Forecasting MDWD... [2025-12-31T20:26:32.677043] [INFO ] [sig ] Generating forecast for: MDWD [2025-12-31T20:26:32.677076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'. [2025-12-31T20:26:32.688757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDWD'. [2025-12-31T20:26:32.689064] [INFO ] [FORECASTER] Starting predict_future for MDWD [2025-12-31T20:26:32.689893] [DEBUG] [LOCAL ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt [2025-12-31T20:26:32.689948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:32.689982] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:32.690012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:32.690072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:32.746329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:32.747194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:32.747275] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:32.747307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:32.861450] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:32.861625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:32.861667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:32.861695] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:32.865029] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=7.12%) [2025-12-31T20:26:32.865293] [INFO ] [FORECASTER] Completed predict_future for MDWD [2025-12-31T20:26:32.865412] [INFO ] [sig ] MDWD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:33.006386] [INFO ] [LOCAL ] Saved forecast: MDWD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MDWD.txt [2025-12-31T20:26:33.006543] [INFO ] [sig ] [2002/3534] Completed MDWD in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.8m [2025-12-31T20:26:33.006605] [INFO ] [sig ] [2003/3534] Forecasting MDXG... [2025-12-31T20:26:33.006637] [INFO ] [sig ] Generating forecast for: MDXG [2025-12-31T20:26:33.006668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'. [2025-12-31T20:26:33.017971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXG'. [2025-12-31T20:26:33.018256] [INFO ] [FORECASTER] Starting predict_future for MDXG [2025-12-31T20:26:33.019035] [DEBUG] [LOCAL ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt [2025-12-31T20:26:33.019100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:33.019142] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:33.019178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:33.019275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:33.076628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:33.077502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:33.077622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:33.077658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:33.195942] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:33.196106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:33.196150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:33.196179] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:33.199649] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=96.79%) [2025-12-31T20:26:33.199953] [INFO ] [FORECASTER] Completed predict_future for MDXG [2025-12-31T20:26:33.200079] [INFO ] [sig ] MDXG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:33.339270] [INFO ] [LOCAL ] Saved forecast: MDXG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MDXG.txt [2025-12-31T20:26:33.339406] [INFO ] [sig ] [2003/3534] Completed MDXG in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.8m [2025-12-31T20:26:33.339445] [INFO ] [sig ] [2004/3534] Forecasting MDXH... [2025-12-31T20:26:33.339473] [INFO ] [sig ] Generating forecast for: MDXH [2025-12-31T20:26:33.339502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'. [2025-12-31T20:26:33.350728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MDXH'. [2025-12-31T20:26:33.350998] [INFO ] [FORECASTER] Starting predict_future for MDXH [2025-12-31T20:26:33.351768] [DEBUG] [LOCAL ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt [2025-12-31T20:26:33.351819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:33.351851] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:33.351878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:33.351935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:33.408208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:33.408908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:33.408988] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:33.409021] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:33.526000] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:33.526156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:33.526195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:33.526225] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:33.529616] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=52.04%) [2025-12-31T20:26:33.529895] [INFO ] [FORECASTER] Completed predict_future for MDXH [2025-12-31T20:26:33.530017] [INFO ] [sig ] MDXH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:33.673312] [INFO ] [LOCAL ] Saved forecast: MDXH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MDXH.txt [2025-12-31T20:26:33.673466] [INFO ] [sig ] [2004/3534] Completed MDXH in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.8m [2025-12-31T20:26:33.673507] [INFO ] [sig ] [2005/3534] Forecasting MEC... [2025-12-31T20:26:33.673537] [INFO ] [sig ] Generating forecast for: MEC [2025-12-31T20:26:33.673566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-12-31T20:26:33.685318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEC'. [2025-12-31T20:26:33.685682] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-12-31T20:26:33.686438] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-12-31T20:26:33.686490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:33.686562] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:33.686611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:33.686670] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:33.743956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:33.744967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:33.745051] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:33.745084] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:33.863767] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:33.863938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:33.863979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:33.864010] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:33.867474] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=39.34%) [2025-12-31T20:26:33.867768] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-12-31T20:26:33.867895] [INFO ] [sig ] MEC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:34.011050] [INFO ] [LOCAL ] Saved forecast: MEC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MEC.txt [2025-12-31T20:26:34.011212] [INFO ] [sig ] [2005/3534] Completed MEC in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.8m [2025-12-31T20:26:34.011256] [INFO ] [sig ] [2006/3534] Forecasting MED... [2025-12-31T20:26:34.011287] [INFO ] [sig ] Generating forecast for: MED [2025-12-31T20:26:34.011319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-12-31T20:26:34.023815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MED'. [2025-12-31T20:26:34.024103] [INFO ] [FORECASTER] Starting predict_future for MED [2025-12-31T20:26:34.024921] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-12-31T20:26:34.024976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:34.025010] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:34.025038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:34.025097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:34.084401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:34.085071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:34.085150] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:34.085186] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:34.210475] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:34.210663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:34.210703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:34.210732] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:34.214439] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=17.89%) [2025-12-31T20:26:34.214827] [INFO ] [FORECASTER] Completed predict_future for MED [2025-12-31T20:26:34.214962] [INFO ] [sig ] MED: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:34.359186] [INFO ] [LOCAL ] Saved forecast: MED 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MED.txt [2025-12-31T20:26:34.359363] [INFO ] [sig ] [2006/3534] Completed MED in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.8m [2025-12-31T20:26:34.359403] [INFO ] [sig ] [2007/3534] Forecasting MEDP... [2025-12-31T20:26:34.359432] [INFO ] [sig ] Generating forecast for: MEDP [2025-12-31T20:26:34.359462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'. [2025-12-31T20:26:34.371038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEDP'. [2025-12-31T20:26:34.371411] [INFO ] [FORECASTER] Starting predict_future for MEDP [2025-12-31T20:26:34.372195] [DEBUG] [LOCAL ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt [2025-12-31T20:26:34.372248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:34.372281] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:34.372308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:34.372365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:34.431039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:34.431880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:34.431963] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:34.431996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:34.554620] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:34.554781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:34.554822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:34.554853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:34.558261] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=25.36%) [2025-12-31T20:26:34.558537] [INFO ] [FORECASTER] Completed predict_future for MEDP [2025-12-31T20:26:34.558683] [INFO ] [sig ] MEDP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:34.699127] [INFO ] [LOCAL ] Saved forecast: MEDP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MEDP.txt [2025-12-31T20:26:34.699283] [INFO ] [sig ] [2007/3534] Completed MEDP in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:34.699325] [INFO ] [sig ] [2008/3534] Forecasting MEG... [2025-12-31T20:26:34.699356] [INFO ] [sig ] Generating forecast for: MEG [2025-12-31T20:26:34.699388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-12-31T20:26:34.711082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEG'. [2025-12-31T20:26:34.711385] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-12-31T20:26:34.712156] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-12-31T20:26:34.712209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:34.712240] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:34.712267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:34.712324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:34.770001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:34.770872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:34.770957] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:34.770990] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:34.893986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:34.894144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:34.894183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:34.894246] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:34.897611] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-12-31T20:26:34.897877] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-12-31T20:26:34.897996] [INFO ] [sig ] MEG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:35.036351] [INFO ] [LOCAL ] Saved forecast: MEG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MEG.txt [2025-12-31T20:26:35.036493] [INFO ] [sig ] [2008/3534] Completed MEG in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:35.036533] [INFO ] [sig ] [2009/3534] Forecasting MEGI... [2025-12-31T20:26:35.036590] [INFO ] [sig ] Generating forecast for: MEGI [2025-12-31T20:26:35.036627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-12-31T20:26:35.047746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEGI'. [2025-12-31T20:26:35.048023] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-12-31T20:26:35.048798] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-12-31T20:26:35.048849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:35.048881] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:35.048908] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:35.048965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:35.105641] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:35.106335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:35.106412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:35.106444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:35.225883] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:35.226037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:35.226076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:35.226104] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:35.229425] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=6.04%) [2025-12-31T20:26:35.229712] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-12-31T20:26:35.229845] [INFO ] [sig ] MEGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:35.368829] [INFO ] [LOCAL ] Saved forecast: MEGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MEGI.txt [2025-12-31T20:26:35.368980] [INFO ] [sig ] [2009/3534] Completed MEGI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:35.369020] [INFO ] [sig ] [2010/3534] Forecasting MEI... [2025-12-31T20:26:35.369050] [INFO ] [sig ] Generating forecast for: MEI [2025-12-31T20:26:35.369081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-12-31T20:26:35.383736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEI'. [2025-12-31T20:26:35.384058] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-12-31T20:26:35.384850] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-12-31T20:26:35.384903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:35.384934] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:35.384960] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:35.385018] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:35.441544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:35.442353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:35.442435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:35.442469] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:35.564114] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:35.564272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:35.564312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:35.564341] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:35.567689] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=69.34%) [2025-12-31T20:26:35.567975] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-12-31T20:26:35.568099] [INFO ] [sig ] MEI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:35.707189] [INFO ] [LOCAL ] Saved forecast: MEI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MEI.txt [2025-12-31T20:26:35.707330] [INFO ] [sig ] [2010/3534] Completed MEI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:35.707369] [INFO ] [sig ] [2011/3534] Forecasting MELI... [2025-12-31T20:26:35.707398] [INFO ] [sig ] Generating forecast for: MELI [2025-12-31T20:26:35.707430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'. [2025-12-31T20:26:35.718763] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MELI'. [2025-12-31T20:26:35.719036] [INFO ] [FORECASTER] Starting predict_future for MELI [2025-12-31T20:26:35.719837] [DEBUG] [LOCAL ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt [2025-12-31T20:26:35.719889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:35.719921] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:35.719948] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:35.720006] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:35.776685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:35.777402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:35.777481] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:35.777512] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:35.895181] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:35.895341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:35.895381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:35.895410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:35.898773] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=93.78%) [2025-12-31T20:26:35.899049] [INFO ] [FORECASTER] Completed predict_future for MELI [2025-12-31T20:26:35.899177] [INFO ] [sig ] MELI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:36.037436] [INFO ] [LOCAL ] Saved forecast: MELI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MELI.txt [2025-12-31T20:26:36.037596] [INFO ] [sig ] [2011/3534] Completed MELI in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:36.037641] [INFO ] [sig ] [2012/3534] Forecasting MEOH... [2025-12-31T20:26:36.037670] [INFO ] [sig ] Generating forecast for: MEOH [2025-12-31T20:26:36.037700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'. [2025-12-31T20:26:36.049743] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MEOH'. [2025-12-31T20:26:36.050007] [INFO ] [FORECASTER] Starting predict_future for MEOH [2025-12-31T20:26:36.050775] [DEBUG] [LOCAL ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt [2025-12-31T20:26:36.050827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:36.050859] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:36.050886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:36.050943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:36.107946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:36.108618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:36.108694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:36.108726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:36.229453] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:36.229628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:36.229669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:36.229715] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:36.233035] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=66.74%) [2025-12-31T20:26:36.233305] [INFO ] [FORECASTER] Completed predict_future for MEOH [2025-12-31T20:26:36.233424] [INFO ] [sig ] MEOH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:36.372798] [INFO ] [LOCAL ] Saved forecast: MEOH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MEOH.txt [2025-12-31T20:26:36.372955] [INFO ] [sig ] [2012/3534] Completed MEOH in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:36.372995] [INFO ] [sig ] [2013/3534] Forecasting MERC... [2025-12-31T20:26:36.373025] [INFO ] [sig ] Generating forecast for: MERC [2025-12-31T20:26:36.373055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'. [2025-12-31T20:26:36.384259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MERC'. [2025-12-31T20:26:36.384621] [INFO ] [FORECASTER] Starting predict_future for MERC [2025-12-31T20:26:36.385369] [DEBUG] [LOCAL ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt [2025-12-31T20:26:36.385421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:36.385452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:36.385479] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:36.385537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:36.442192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:36.443029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:36.443108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:36.443140] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:36.560717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:36.560869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:36.560909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:36.560939] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:36.564492] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=3.10%) [2025-12-31T20:26:36.564799] [INFO ] [FORECASTER] Completed predict_future for MERC [2025-12-31T20:26:36.564927] [INFO ] [sig ] MERC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:36.711815] [INFO ] [LOCAL ] Saved forecast: MERC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MERC.txt [2025-12-31T20:26:36.711978] [INFO ] [sig ] [2013/3534] Completed MERC in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:36.712025] [INFO ] [sig ] [2014/3534] Forecasting META... [2025-12-31T20:26:36.712055] [INFO ] [sig ] Generating forecast for: META [2025-12-31T20:26:36.712086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'. [2025-12-31T20:26:36.723991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'META'. [2025-12-31T20:26:36.724342] [INFO ] [FORECASTER] Starting predict_future for META [2025-12-31T20:26:36.725256] [DEBUG] [LOCAL ] No optimal features file found for META: ./output/feature-sets/META.txt [2025-12-31T20:26:36.725313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:36.725346] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:36.725374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:36.725434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:36.787147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:36.788021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:36.788106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:36.788155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:36.923896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:36.924081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:36.924130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:36.924161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:36.927732] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=82.75%) [2025-12-31T20:26:36.928023] [INFO ] [FORECASTER] Completed predict_future for META [2025-12-31T20:26:36.928153] [INFO ] [sig ] META: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:37.074974] [INFO ] [LOCAL ] Saved forecast: META 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/META.txt [2025-12-31T20:26:37.075176] [INFO ] [sig ] [2014/3534] Completed META in 0.4s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:37.075240] [INFO ] [sig ] [2015/3534] Forecasting METC... [2025-12-31T20:26:37.075279] [INFO ] [sig ] Generating forecast for: METC [2025-12-31T20:26:37.075311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'. [2025-12-31T20:26:37.087647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METC'. [2025-12-31T20:26:37.087995] [INFO ] [FORECASTER] Starting predict_future for METC [2025-12-31T20:26:37.088822] [DEBUG] [LOCAL ] No optimal features file found for METC: ./output/feature-sets/METC.txt [2025-12-31T20:26:37.088876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:37.088909] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:37.088937] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:37.088996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:37.149640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:37.150504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:37.150639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:37.150676] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:37.271399] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:37.271564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:37.271629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:37.271661] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:37.275760] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=66.50%) [2025-12-31T20:26:37.276067] [INFO ] [FORECASTER] Completed predict_future for METC [2025-12-31T20:26:37.276215] [INFO ] [sig ] METC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:37.423932] [INFO ] [LOCAL ] Saved forecast: METC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/METC.txt [2025-12-31T20:26:37.424089] [INFO ] [sig ] [2015/3534] Completed METC in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:37.424132] [INFO ] [sig ] [2016/3534] Forecasting METCB... [2025-12-31T20:26:37.424164] [INFO ] [sig ] Generating forecast for: METCB [2025-12-31T20:26:37.424195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'. [2025-12-31T20:26:37.436394] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METCB'. [2025-12-31T20:26:37.436791] [INFO ] [FORECASTER] Starting predict_future for METCB [2025-12-31T20:26:37.437613] [DEBUG] [LOCAL ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt [2025-12-31T20:26:37.437665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:37.437699] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:37.437740] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:37.437802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:37.498847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:37.499743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:37.499830] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:37.499875] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:37.626720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:37.626876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:37.626917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:37.626948] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:37.630377] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=56.78%) [2025-12-31T20:26:37.630680] [INFO ] [FORECASTER] Completed predict_future for METCB [2025-12-31T20:26:37.630814] [INFO ] [sig ] METCB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:37.771623] [INFO ] [LOCAL ] Saved forecast: METCB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/METCB.txt [2025-12-31T20:26:37.771763] [INFO ] [sig ] [2016/3534] Completed METCB in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:37.771802] [INFO ] [sig ] [2017/3534] Forecasting METD... [2025-12-31T20:26:37.771832] [INFO ] [sig ] Generating forecast for: METD [2025-12-31T20:26:37.771862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'. [2025-12-31T20:26:37.783209] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'METD'. [2025-12-31T20:26:37.783513] [INFO ] [FORECASTER] Starting predict_future for METD [2025-12-31T20:26:37.784303] [DEBUG] [LOCAL ] No optimal features file found for METD: ./output/feature-sets/METD.txt [2025-12-31T20:26:37.784355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:37.784386] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:37.784414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:37.784471] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:37.841381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:37.842403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:37.842492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:37.842525] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:37.966173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:37.966333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:37.966373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:37.966402] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:37.969834] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=65.15%) [2025-12-31T20:26:37.970107] [INFO ] [FORECASTER] Completed predict_future for METD [2025-12-31T20:26:37.970233] [INFO ] [sig ] METD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:38.109646] [INFO ] [LOCAL ] Saved forecast: METD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/METD.txt [2025-12-31T20:26:38.109786] [INFO ] [sig ] [2017/3534] Completed METD in 0.3s | 2.91 sym/s | Total: 11.5m | ETA: 8.7m [2025-12-31T20:26:38.109827] [INFO ] [sig ] [2018/3534] Forecasting MFA... [2025-12-31T20:26:38.109859] [INFO ] [sig ] Generating forecast for: MFA [2025-12-31T20:26:38.109891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-12-31T20:26:38.121729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFA'. [2025-12-31T20:26:38.122129] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-12-31T20:26:38.122983] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-12-31T20:26:38.123038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:38.123072] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:38.123098] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:38.123156] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:38.179704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:38.180628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:38.180716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:38.180749] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:38.305941] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:38.306100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:38.306139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:38.306168] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:38.309601] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=76.08%) [2025-12-31T20:26:38.309890] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-12-31T20:26:38.310020] [INFO ] [sig ] MFA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:38.448385] [INFO ] [LOCAL ] Saved forecast: MFA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MFA.txt [2025-12-31T20:26:38.448538] [INFO ] [sig ] [2018/3534] Completed MFA in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.7m [2025-12-31T20:26:38.448603] [INFO ] [sig ] [2019/3534] Forecasting MFC... [2025-12-31T20:26:38.448658] [INFO ] [sig ] Generating forecast for: MFC [2025-12-31T20:26:38.448692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-12-31T20:26:38.459907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFC'. [2025-12-31T20:26:38.460211] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-12-31T20:26:38.461012] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-12-31T20:26:38.461066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:38.461099] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:38.461128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:38.461187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:38.517072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:38.517712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:38.517787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:38.517819] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:38.636594] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:38.636750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:38.636791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:38.636821] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:38.640271] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=40.44%) [2025-12-31T20:26:38.640546] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-12-31T20:26:38.640691] [INFO ] [sig ] MFC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:38.779383] [INFO ] [LOCAL ] Saved forecast: MFC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MFC.txt [2025-12-31T20:26:38.779524] [INFO ] [sig ] [2019/3534] Completed MFC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.7m [2025-12-31T20:26:38.779565] [INFO ] [sig ] [2020/3534] Forecasting MFG... [2025-12-31T20:26:38.779615] [INFO ] [sig ] Generating forecast for: MFG [2025-12-31T20:26:38.779653] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-12-31T20:26:38.790984] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFG'. [2025-12-31T20:26:38.791320] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-12-31T20:26:38.792131] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-12-31T20:26:38.792184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:38.792217] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:38.792245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:38.792302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:38.848411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:38.849023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:38.849097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:38.849130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:38.970626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:38.970779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:38.970818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:38.970846] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:38.974173] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=16.82%) [2025-12-31T20:26:38.974440] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-12-31T20:26:38.974563] [INFO ] [sig ] MFG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:39.114885] [INFO ] [LOCAL ] Saved forecast: MFG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MFG.txt [2025-12-31T20:26:39.115076] [INFO ] [sig ] [2020/3534] Completed MFG in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.7m [2025-12-31T20:26:39.115130] [INFO ] [sig ] [2021/3534] Forecasting MFI... [2025-12-31T20:26:39.115180] [INFO ] [sig ] Generating forecast for: MFI [2025-12-31T20:26:39.115221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'. [2025-12-31T20:26:39.127186] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFI'. [2025-12-31T20:26:39.127529] [INFO ] [FORECASTER] Starting predict_future for MFI [2025-12-31T20:26:39.128355] [DEBUG] [LOCAL ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt [2025-12-31T20:26:39.128409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:39.128444] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:39.128472] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:39.128532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:39.190972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:39.191848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:39.191935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:39.191969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:39.326753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:39.326913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:39.326955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:39.326985] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:39.330461] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=38.03%) [2025-12-31T20:26:39.330810] [INFO ] [FORECASTER] Completed predict_future for MFI [2025-12-31T20:26:39.330943] [INFO ] [sig ] MFI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:39.471905] [INFO ] [LOCAL ] Saved forecast: MFI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MFI.txt [2025-12-31T20:26:39.472043] [INFO ] [sig ] [2021/3534] Completed MFI in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 8.7m [2025-12-31T20:26:39.472082] [INFO ] [sig ] [2022/3534] Forecasting MFIC... [2025-12-31T20:26:39.472113] [INFO ] [sig ] Generating forecast for: MFIC [2025-12-31T20:26:39.472143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'. [2025-12-31T20:26:39.484043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIC'. [2025-12-31T20:26:39.484379] [INFO ] [FORECASTER] Starting predict_future for MFIC [2025-12-31T20:26:39.485192] [DEBUG] [LOCAL ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt [2025-12-31T20:26:39.485243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:39.485300] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:39.485328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:39.485387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:39.543240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:39.544014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:39.544108] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:39.544145] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:39.665139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:39.665307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:39.665367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:39.665408] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:39.668800] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=29.19%) [2025-12-31T20:26:39.669071] [INFO ] [FORECASTER] Completed predict_future for MFIC [2025-12-31T20:26:39.669193] [INFO ] [sig ] MFIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:39.807060] [INFO ] [LOCAL ] Saved forecast: MFIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MFIC.txt [2025-12-31T20:26:39.807203] [INFO ] [sig ] [2022/3534] Completed MFIC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.7m [2025-12-31T20:26:39.807243] [INFO ] [sig ] [2023/3534] Forecasting MFIN... [2025-12-31T20:26:39.807272] [INFO ] [sig ] Generating forecast for: MFIN [2025-12-31T20:26:39.807303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'. [2025-12-31T20:26:39.818629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFIN'. [2025-12-31T20:26:39.818948] [INFO ] [FORECASTER] Starting predict_future for MFIN [2025-12-31T20:26:39.819784] [DEBUG] [LOCAL ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt [2025-12-31T20:26:39.819835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:39.819868] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:39.819895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:39.819954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:39.876260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:39.877026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:39.877105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:39.877138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:39.992994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:39.993153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:39.993193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:39.993222] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:39.996564] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=61.53%) [2025-12-31T20:26:39.996852] [INFO ] [FORECASTER] Completed predict_future for MFIN [2025-12-31T20:26:39.996974] [INFO ] [sig ] MFIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:40.139691] [INFO ] [LOCAL ] Saved forecast: MFIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MFIN.txt [2025-12-31T20:26:40.139824] [INFO ] [sig ] [2023/3534] Completed MFIN in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.7m [2025-12-31T20:26:40.139864] [INFO ] [sig ] [2024/3534] Forecasting MFM... [2025-12-31T20:26:40.139895] [INFO ] [sig ] Generating forecast for: MFM [2025-12-31T20:26:40.139925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-12-31T20:26:40.150969] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MFM'. [2025-12-31T20:26:40.151301] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-12-31T20:26:40.152082] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-12-31T20:26:40.152134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:40.152167] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:40.152193] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:40.152251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:40.208699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:40.209598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:40.209684] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:40.209715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:40.326274] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:40.326437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:40.326478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:40.326507] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:40.329883] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=33.47%) [2025-12-31T20:26:40.330155] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-12-31T20:26:40.330279] [INFO ] [sig ] MFM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:40.470384] [INFO ] [LOCAL ] Saved forecast: MFM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MFM.txt [2025-12-31T20:26:40.470535] [INFO ] [sig ] [2024/3534] Completed MFM in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:40.470594] [INFO ] [sig ] [2025/3534] Forecasting MG... [2025-12-31T20:26:40.470628] [INFO ] [sig ] Generating forecast for: MG [2025-12-31T20:26:40.470659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-12-31T20:26:40.481975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MG'. [2025-12-31T20:26:40.482237] [INFO ] [FORECASTER] Starting predict_future for MG [2025-12-31T20:26:40.483048] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-12-31T20:26:40.483099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:40.483131] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:40.483157] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:40.483214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:40.541277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:40.542041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:40.542122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:40.542157] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:40.658907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:40.659072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:40.659115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:40.659172] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:40.662618] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=84.27%) [2025-12-31T20:26:40.662895] [INFO ] [FORECASTER] Completed predict_future for MG [2025-12-31T20:26:40.663019] [INFO ] [sig ] MG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:40.801774] [INFO ] [LOCAL ] Saved forecast: MG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MG.txt [2025-12-31T20:26:40.801918] [INFO ] [sig ] [2025/3534] Completed MG in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:40.801958] [INFO ] [sig ] [2026/3534] Forecasting MGA... [2025-12-31T20:26:40.801987] [INFO ] [sig ] Generating forecast for: MGA [2025-12-31T20:26:40.802018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-12-31T20:26:40.813834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGA'. [2025-12-31T20:26:40.814200] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-12-31T20:26:40.815017] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-12-31T20:26:40.815070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:40.815101] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:40.815126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:40.815183] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:40.871124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:40.871790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:40.871868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:40.871900] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:40.993894] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:40.994035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:40.994075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:40.994105] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:40.997390] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=38.73%) [2025-12-31T20:26:40.997675] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-12-31T20:26:40.997798] [INFO ] [sig ] MGA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:41.136043] [INFO ] [LOCAL ] Saved forecast: MGA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MGA.txt [2025-12-31T20:26:41.136176] [INFO ] [sig ] [2026/3534] Completed MGA in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:41.136215] [INFO ] [sig ] [2027/3534] Forecasting MGEE... [2025-12-31T20:26:41.136245] [INFO ] [sig ] Generating forecast for: MGEE [2025-12-31T20:26:41.136276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'. [2025-12-31T20:26:41.147539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGEE'. [2025-12-31T20:26:41.147868] [INFO ] [FORECASTER] Starting predict_future for MGEE [2025-12-31T20:26:41.148686] [DEBUG] [LOCAL ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt [2025-12-31T20:26:41.148738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:41.148770] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:41.148797] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:41.148856] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:41.204888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:41.205546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:41.205641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:41.205674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:41.324014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:41.324162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:41.324201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:41.324231] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:41.327552] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=4.07%) [2025-12-31T20:26:41.327873] [INFO ] [FORECASTER] Completed predict_future for MGEE [2025-12-31T20:26:41.327994] [INFO ] [sig ] MGEE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:41.466650] [INFO ] [LOCAL ] Saved forecast: MGEE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MGEE.txt [2025-12-31T20:26:41.466808] [INFO ] [sig ] [2027/3534] Completed MGEE in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:41.466848] [INFO ] [sig ] [2028/3534] Forecasting MGIC... [2025-12-31T20:26:41.466878] [INFO ] [sig ] Generating forecast for: MGIC [2025-12-31T20:26:41.466910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'. [2025-12-31T20:26:41.478528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGIC'. [2025-12-31T20:26:41.478928] [INFO ] [FORECASTER] Starting predict_future for MGIC [2025-12-31T20:26:41.479787] [DEBUG] [LOCAL ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt [2025-12-31T20:26:41.479841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:41.479874] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:41.479901] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:41.479960] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:41.537156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:41.538013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:41.538099] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:41.538132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:41.658220] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:41.658372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:41.658414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:41.658443] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:41.661805] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=77.73%) [2025-12-31T20:26:41.662079] [INFO ] [FORECASTER] Completed predict_future for MGIC [2025-12-31T20:26:41.662200] [INFO ] [sig ] MGIC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:41.811104] [INFO ] [LOCAL ] Saved forecast: MGIC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGIC.txt [2025-12-31T20:26:41.811233] [INFO ] [sig ] [2028/3534] Completed MGIC in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:41.811273] [INFO ] [sig ] [2029/3534] Forecasting MGM... [2025-12-31T20:26:41.811302] [INFO ] [sig ] Generating forecast for: MGM [2025-12-31T20:26:41.811332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-12-31T20:26:41.823642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGM'. [2025-12-31T20:26:41.824129] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-12-31T20:26:41.825081] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-12-31T20:26:41.825133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:41.825176] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:41.825204] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:41.825262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:41.882979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:41.883603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:41.883678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:41.883710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:42.015706] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:42.015847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:42.015885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:42.015913] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:42.019159] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=64.63%) [2025-12-31T20:26:42.019447] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-12-31T20:26:42.019584] [INFO ] [sig ] MGM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:42.159779] [INFO ] [LOCAL ] Saved forecast: MGM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGM.txt [2025-12-31T20:26:42.159899] [INFO ] [sig ] [2029/3534] Completed MGM in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:42.159937] [INFO ] [sig ] [2030/3534] Forecasting MGNI... [2025-12-31T20:26:42.159967] [INFO ] [sig ] Generating forecast for: MGNI [2025-12-31T20:26:42.159997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'. [2025-12-31T20:26:42.171600] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNI'. [2025-12-31T20:26:42.171908] [INFO ] [FORECASTER] Starting predict_future for MGNI [2025-12-31T20:26:42.172675] [DEBUG] [LOCAL ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt [2025-12-31T20:26:42.172727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:42.172759] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:42.172786] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:42.172843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:42.228670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:42.229283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:42.229358] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:42.229390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:42.353460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:42.353666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:42.353715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:42.353746] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:42.358247] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=65.00%) [2025-12-31T20:26:42.358680] [INFO ] [FORECASTER] Completed predict_future for MGNI [2025-12-31T20:26:42.358857] [INFO ] [sig ] MGNI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:42.500433] [INFO ] [LOCAL ] Saved forecast: MGNI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGNI.txt [2025-12-31T20:26:42.500611] [INFO ] [sig ] [2030/3534] Completed MGNI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:42.500657] [INFO ] [sig ] [2031/3534] Forecasting MGNX... [2025-12-31T20:26:42.500686] [INFO ] [sig ] Generating forecast for: MGNX [2025-12-31T20:26:42.500716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'. [2025-12-31T20:26:42.512698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGNX'. [2025-12-31T20:26:42.513061] [INFO ] [FORECASTER] Starting predict_future for MGNX [2025-12-31T20:26:42.513960] [DEBUG] [LOCAL ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt [2025-12-31T20:26:42.514019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:42.514063] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:42.514101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:42.514183] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:42.572683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:42.573399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:42.573484] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:42.573518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:42.693566] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:42.693752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:42.693800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:42.693837] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:42.697351] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=82.97%) [2025-12-31T20:26:42.697658] [INFO ] [FORECASTER] Completed predict_future for MGNX [2025-12-31T20:26:42.697815] [INFO ] [sig ] MGNX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:42.843873] [INFO ] [LOCAL ] Saved forecast: MGNX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGNX.txt [2025-12-31T20:26:42.844034] [INFO ] [sig ] [2031/3534] Completed MGNX in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:42.844086] [INFO ] [sig ] [2032/3534] Forecasting MGPI... [2025-12-31T20:26:42.844134] [INFO ] [sig ] Generating forecast for: MGPI [2025-12-31T20:26:42.844173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'. [2025-12-31T20:26:42.856069] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGPI'. [2025-12-31T20:26:42.856407] [INFO ] [FORECASTER] Starting predict_future for MGPI [2025-12-31T20:26:42.857213] [DEBUG] [LOCAL ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt [2025-12-31T20:26:42.857267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:42.857300] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:42.857329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:42.857388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:42.917131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:42.918026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:42.918145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:42.918181] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:43.040507] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:43.040687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:43.040737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:43.040774] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:43.044327] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: UP (p=94.22%) [2025-12-31T20:26:43.044633] [INFO ] [FORECASTER] Completed predict_future for MGPI [2025-12-31T20:26:43.044767] [INFO ] [sig ] MGPI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:43.186750] [INFO ] [LOCAL ] Saved forecast: MGPI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGPI.txt [2025-12-31T20:26:43.186892] [INFO ] [sig ] [2032/3534] Completed MGPI in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:43.186938] [INFO ] [sig ] [2033/3534] Forecasting MGRC... [2025-12-31T20:26:43.186970] [INFO ] [sig ] Generating forecast for: MGRC [2025-12-31T20:26:43.187001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'. [2025-12-31T20:26:43.198857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGRC'. [2025-12-31T20:26:43.199181] [INFO ] [FORECASTER] Starting predict_future for MGRC [2025-12-31T20:26:43.200080] [DEBUG] [LOCAL ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt [2025-12-31T20:26:43.200135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:43.200168] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:43.200195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:43.200254] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:43.260293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:43.261117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:43.261197] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:43.261230] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:43.379944] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:43.380101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:43.380142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:43.380171] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:43.383626] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=56.83%) [2025-12-31T20:26:43.383902] [INFO ] [FORECASTER] Completed predict_future for MGRC [2025-12-31T20:26:43.384029] [INFO ] [sig ] MGRC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:43.537758] [INFO ] [LOCAL ] Saved forecast: MGRC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGRC.txt [2025-12-31T20:26:43.537933] [INFO ] [sig ] [2033/3534] Completed MGRC in 0.4s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:43.537990] [INFO ] [sig ] [2034/3534] Forecasting MGTX... [2025-12-31T20:26:43.538025] [INFO ] [sig ] Generating forecast for: MGTX [2025-12-31T20:26:43.538058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'. [2025-12-31T20:26:43.550378] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGTX'. [2025-12-31T20:26:43.550790] [INFO ] [FORECASTER] Starting predict_future for MGTX [2025-12-31T20:26:43.551647] [DEBUG] [LOCAL ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt [2025-12-31T20:26:43.551702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:43.551740] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:43.551768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:43.551840] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:43.609984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:43.610853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:43.610935] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:43.610968] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:43.726964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:43.727119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:43.727160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:43.727190] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:43.730646] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=68.64%) [2025-12-31T20:26:43.730922] [INFO ] [FORECASTER] Completed predict_future for MGTX [2025-12-31T20:26:43.731066] [INFO ] [sig ] MGTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:43.877172] [INFO ] [LOCAL ] Saved forecast: MGTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGTX.txt [2025-12-31T20:26:43.877327] [INFO ] [sig ] [2034/3534] Completed MGTX in 0.3s | 2.91 sym/s | Total: 11.6m | ETA: 8.6m [2025-12-31T20:26:43.877368] [INFO ] [sig ] [2035/3534] Forecasting MGX... [2025-12-31T20:26:43.877400] [INFO ] [sig ] Generating forecast for: MGX [2025-12-31T20:26:43.877432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'. [2025-12-31T20:26:43.889791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGX'. [2025-12-31T20:26:43.890133] [INFO ] [FORECASTER] Starting predict_future for MGX [2025-12-31T20:26:43.890930] [DEBUG] [LOCAL ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt [2025-12-31T20:26:43.890985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:43.891019] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:43.891047] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:43.891107] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:43.947892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:43.948602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:43.948681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:43.948713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:44.073728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:44.073883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:44.073922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:44.073954] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:44.077467] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=71.84%) [2025-12-31T20:26:44.077771] [INFO ] [FORECASTER] Completed predict_future for MGX [2025-12-31T20:26:44.077898] [INFO ] [sig ] MGX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:44.225956] [INFO ] [LOCAL ] Saved forecast: MGX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGX.txt [2025-12-31T20:26:44.226155] [INFO ] [sig ] [2035/3534] Completed MGX in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.6m [2025-12-31T20:26:44.226197] [INFO ] [sig ] [2036/3534] Forecasting MGY... [2025-12-31T20:26:44.226227] [INFO ] [sig ] Generating forecast for: MGY [2025-12-31T20:26:44.226257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-12-31T20:26:44.238456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MGY'. [2025-12-31T20:26:44.238820] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-12-31T20:26:44.239657] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-12-31T20:26:44.239709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:44.239742] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:44.239775] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:44.239855] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:44.308299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:44.309313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:44.309424] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:44.309470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:44.430918] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:44.431072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:44.431112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:44.431158] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:44.434621] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=87.61%) [2025-12-31T20:26:44.434897] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-12-31T20:26:44.435017] [INFO ] [sig ] MGY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:44.574374] [INFO ] [LOCAL ] Saved forecast: MGY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MGY.txt [2025-12-31T20:26:44.574513] [INFO ] [sig ] [2036/3534] Completed MGY in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.6m [2025-12-31T20:26:44.574553] [INFO ] [sig ] [2037/3534] Forecasting MHD... [2025-12-31T20:26:44.574602] [INFO ] [sig ] Generating forecast for: MHD [2025-12-31T20:26:44.574635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-12-31T20:26:44.586305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHD'. [2025-12-31T20:26:44.586647] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-12-31T20:26:44.587440] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-12-31T20:26:44.587495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:44.587527] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:44.587556] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:44.587634] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:44.645785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:44.646651] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:44.646739] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:44.646774] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:44.765477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:44.765661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:44.765717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:44.765776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:44.769242] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=95.93%) [2025-12-31T20:26:44.769542] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-12-31T20:26:44.769691] [INFO ] [sig ] MHD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:44.912994] [INFO ] [LOCAL ] Saved forecast: MHD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MHD.txt [2025-12-31T20:26:44.913146] [INFO ] [sig ] [2037/3534] Completed MHD in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.6m [2025-12-31T20:26:44.913186] [INFO ] [sig ] [2038/3534] Forecasting MHF... [2025-12-31T20:26:44.913217] [INFO ] [sig ] Generating forecast for: MHF [2025-12-31T20:26:44.913248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-12-31T20:26:44.925091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHF'. [2025-12-31T20:26:44.925408] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-12-31T20:26:44.926206] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-12-31T20:26:44.926260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:44.926295] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:44.926324] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:44.926382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:44.985819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:44.986672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:44.986773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:44.986808] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:45.107320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:45.107479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:45.107521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:45.107551] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:45.110959] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=66.91%) [2025-12-31T20:26:45.111237] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-12-31T20:26:45.111360] [INFO ] [sig ] MHF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:45.254863] [INFO ] [LOCAL ] Saved forecast: MHF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MHF.txt [2025-12-31T20:26:45.255032] [INFO ] [sig ] [2038/3534] Completed MHF in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.6m [2025-12-31T20:26:45.255074] [INFO ] [sig ] [2039/3534] Forecasting MHK... [2025-12-31T20:26:45.255105] [INFO ] [sig ] Generating forecast for: MHK [2025-12-31T20:26:45.255138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-12-31T20:26:45.267113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHK'. [2025-12-31T20:26:45.267491] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-12-31T20:26:45.268273] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-12-31T20:26:45.268325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:45.268382] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:45.268411] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:45.268469] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:45.327151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:45.328068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:45.328159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:45.328195] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:45.450975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:45.451140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:45.451183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:45.451214] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:45.454673] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=1.84%) [2025-12-31T20:26:45.454956] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-12-31T20:26:45.455084] [INFO ] [sig ] MHK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:45.599531] [INFO ] [LOCAL ] Saved forecast: MHK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MHK.txt [2025-12-31T20:26:45.599694] [INFO ] [sig ] [2039/3534] Completed MHK in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.6m [2025-12-31T20:26:45.599735] [INFO ] [sig ] [2040/3534] Forecasting MHN... [2025-12-31T20:26:45.599764] [INFO ] [sig ] Generating forecast for: MHN [2025-12-31T20:26:45.599795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-12-31T20:26:45.610974] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHN'. [2025-12-31T20:26:45.611250] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-12-31T20:26:45.612052] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-12-31T20:26:45.612104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:45.612136] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:45.612173] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:45.612232] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:45.672166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:45.673019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:45.673104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:45.673138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:45.791766] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:45.791936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:45.791987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:45.792017] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:45.795483] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: UP (p=52.14%) [2025-12-31T20:26:45.795798] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-12-31T20:26:45.795933] [INFO ] [sig ] MHN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:45.945984] [INFO ] [LOCAL ] Saved forecast: MHN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MHN.txt [2025-12-31T20:26:45.946144] [INFO ] [sig ] [2040/3534] Completed MHN in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.6m [2025-12-31T20:26:45.946185] [INFO ] [sig ] [2041/3534] Forecasting MHO... [2025-12-31T20:26:45.946216] [INFO ] [sig ] Generating forecast for: MHO [2025-12-31T20:26:45.946247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-12-31T20:26:45.958500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MHO'. [2025-12-31T20:26:45.958904] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-12-31T20:26:45.959747] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-12-31T20:26:45.959813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:45.959853] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:45.959886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:45.959955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:46.021495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:46.022467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:46.022559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:46.022613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:46.149562] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:46.149738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:46.149780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:46.149809] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:46.153347] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=63.98%) [2025-12-31T20:26:46.153685] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-12-31T20:26:46.153829] [INFO ] [sig ] MHO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:46.298900] [INFO ] [LOCAL ] Saved forecast: MHO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MHO.txt [2025-12-31T20:26:46.299064] [INFO ] [sig ] [2041/3534] Completed MHO in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:46.299108] [INFO ] [sig ] [2042/3534] Forecasting MIDD... [2025-12-31T20:26:46.299139] [INFO ] [sig ] Generating forecast for: MIDD [2025-12-31T20:26:46.299171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'. [2025-12-31T20:26:46.310840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIDD'. [2025-12-31T20:26:46.311181] [INFO ] [FORECASTER] Starting predict_future for MIDD [2025-12-31T20:26:46.312124] [DEBUG] [LOCAL ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt [2025-12-31T20:26:46.312180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:46.312214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:46.312242] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:46.312300] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:46.371169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:46.372005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:46.372090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:46.372123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:46.498481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:46.498652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:46.498696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:46.498777] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:46.502343] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=56.34%) [2025-12-31T20:26:46.502712] [INFO ] [FORECASTER] Completed predict_future for MIDD [2025-12-31T20:26:46.502869] [INFO ] [sig ] MIDD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:46.647890] [INFO ] [LOCAL ] Saved forecast: MIDD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MIDD.txt [2025-12-31T20:26:46.648046] [INFO ] [sig ] [2042/3534] Completed MIDD in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:46.648095] [INFO ] [sig ] [2043/3534] Forecasting MIGI... [2025-12-31T20:26:46.648129] [INFO ] [sig ] Generating forecast for: MIGI [2025-12-31T20:26:46.648162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'. [2025-12-31T20:26:46.659462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIGI'. [2025-12-31T20:26:46.659857] [INFO ] [FORECASTER] Starting predict_future for MIGI [2025-12-31T20:26:46.660678] [DEBUG] [LOCAL ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt [2025-12-31T20:26:46.660731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:46.660765] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:46.660796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:46.660854] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:46.722488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:46.723334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:46.723418] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:46.723453] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:46.845506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:46.845677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:46.845726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:46.845755] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:46.849293] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: DOWN (p=9.68%) [2025-12-31T20:26:46.849609] [INFO ] [FORECASTER] Completed predict_future for MIGI [2025-12-31T20:26:46.849745] [INFO ] [sig ] MIGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:46.993440] [INFO ] [LOCAL ] Saved forecast: MIGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MIGI.txt [2025-12-31T20:26:46.993626] [INFO ] [sig ] [2043/3534] Completed MIGI in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:46.993670] [INFO ] [sig ] [2044/3534] Forecasting MILN... [2025-12-31T20:26:46.993705] [INFO ] [sig ] Generating forecast for: MILN [2025-12-31T20:26:46.993744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'. [2025-12-31T20:26:47.007922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MILN'. [2025-12-31T20:26:47.008334] [INFO ] [FORECASTER] Starting predict_future for MILN [2025-12-31T20:26:47.009197] [DEBUG] [LOCAL ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt [2025-12-31T20:26:47.009277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:47.009312] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:47.009340] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:47.009400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:47.068923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:47.069818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:47.069902] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:47.069935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:47.178553] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:47.178739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:47.178781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:47.178812] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:47.182428] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=18.47%) [2025-12-31T20:26:47.182869] [INFO ] [FORECASTER] Completed predict_future for MILN [2025-12-31T20:26:47.183023] [INFO ] [sig ] MILN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:47.327619] [INFO ] [LOCAL ] Saved forecast: MILN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MILN.txt [2025-12-31T20:26:47.327776] [INFO ] [sig ] [2044/3534] Completed MILN in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:47.327817] [INFO ] [sig ] [2045/3534] Forecasting MIND... [2025-12-31T20:26:47.327848] [INFO ] [sig ] Generating forecast for: MIND [2025-12-31T20:26:47.327879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'. [2025-12-31T20:26:47.339087] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIND'. [2025-12-31T20:26:47.339441] [INFO ] [FORECASTER] Starting predict_future for MIND [2025-12-31T20:26:47.340231] [DEBUG] [LOCAL ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt [2025-12-31T20:26:47.340284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:47.340315] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:47.340342] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:47.340399] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:47.398634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:47.399492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:47.399594] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:47.399631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:47.520974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:47.521136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:47.521177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:47.521206] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:47.524621] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=95.28%) [2025-12-31T20:26:47.524901] [INFO ] [FORECASTER] Completed predict_future for MIND [2025-12-31T20:26:47.525026] [INFO ] [sig ] MIND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:47.667368] [INFO ] [LOCAL ] Saved forecast: MIND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MIND.txt [2025-12-31T20:26:47.667537] [INFO ] [sig ] [2045/3534] Completed MIND in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:47.667617] [INFO ] [sig ] [2046/3534] Forecasting MIRA... [2025-12-31T20:26:47.667651] [INFO ] [sig ] Generating forecast for: MIRA [2025-12-31T20:26:47.667681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'. [2025-12-31T20:26:47.679630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRA'. [2025-12-31T20:26:47.679946] [INFO ] [FORECASTER] Starting predict_future for MIRA [2025-12-31T20:26:47.680725] [DEBUG] [LOCAL ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt [2025-12-31T20:26:47.680777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:47.680832] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:47.680867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:47.680938] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:47.739137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:47.740073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:47.740161] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:47.740194] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:47.862965] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:47.863124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:47.863164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:47.863194] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:47.866607] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=10.74%) [2025-12-31T20:26:47.866878] [INFO ] [FORECASTER] Completed predict_future for MIRA [2025-12-31T20:26:47.867001] [INFO ] [sig ] MIRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:48.008763] [INFO ] [LOCAL ] Saved forecast: MIRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MIRA.txt [2025-12-31T20:26:48.008898] [INFO ] [sig ] [2046/3534] Completed MIRA in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:48.008937] [INFO ] [sig ] [2047/3534] Forecasting MIRM... [2025-12-31T20:26:48.008966] [INFO ] [sig ] Generating forecast for: MIRM [2025-12-31T20:26:48.008996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'. [2025-12-31T20:26:48.020613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIRM'. [2025-12-31T20:26:48.020899] [INFO ] [FORECASTER] Starting predict_future for MIRM [2025-12-31T20:26:48.021704] [DEBUG] [LOCAL ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt [2025-12-31T20:26:48.021757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:48.021789] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:48.021815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:48.021873] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:48.078388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:48.079073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:48.079151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:48.079183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:48.193304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:48.193455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:48.193494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:48.193523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:48.196908] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=60.77%) [2025-12-31T20:26:48.197177] [INFO ] [FORECASTER] Completed predict_future for MIRM [2025-12-31T20:26:48.197301] [INFO ] [sig ] MIRM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:48.337539] [INFO ] [LOCAL ] Saved forecast: MIRM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MIRM.txt [2025-12-31T20:26:48.337699] [INFO ] [sig ] [2047/3534] Completed MIRM in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:48.337738] [INFO ] [sig ] [2048/3534] Forecasting MITK... [2025-12-31T20:26:48.337767] [INFO ] [sig ] Generating forecast for: MITK [2025-12-31T20:26:48.337798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'. [2025-12-31T20:26:48.349948] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MITK'. [2025-12-31T20:26:48.350286] [INFO ] [FORECASTER] Starting predict_future for MITK [2025-12-31T20:26:48.351254] [DEBUG] [LOCAL ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt [2025-12-31T20:26:48.351306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:48.351336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:48.351362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:48.351419] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:48.408398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:48.409204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:48.409304] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:48.409339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:48.532379] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:48.532536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:48.532591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:48.532623] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:48.536011] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=29.81%) [2025-12-31T20:26:48.536282] [INFO ] [FORECASTER] Completed predict_future for MITK [2025-12-31T20:26:48.536402] [INFO ] [sig ] MITK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:48.692461] [INFO ] [LOCAL ] Saved forecast: MITK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MITK.txt [2025-12-31T20:26:48.692634] [INFO ] [sig ] [2048/3534] Completed MITK in 0.4s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:48.692677] [INFO ] [sig ] [2049/3534] Forecasting MIY... [2025-12-31T20:26:48.692707] [INFO ] [sig ] Generating forecast for: MIY [2025-12-31T20:26:48.692737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-12-31T20:26:48.704156] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MIY'. [2025-12-31T20:26:48.704518] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-12-31T20:26:48.705323] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-12-31T20:26:48.705376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:48.705408] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:48.705435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:48.705492] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:48.763101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:48.764011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:48.764128] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:48.764174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:48.880630] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:48.880774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:48.880815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:48.880845] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:48.884236] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=99.89%) [2025-12-31T20:26:48.884508] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-12-31T20:26:48.884653] [INFO ] [sig ] MIY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:49.030029] [INFO ] [LOCAL ] Saved forecast: MIY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MIY.txt [2025-12-31T20:26:49.030166] [INFO ] [sig ] [2049/3534] Completed MIY in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:49.030206] [INFO ] [sig ] [2050/3534] Forecasting MKC... [2025-12-31T20:26:49.030238] [INFO ] [sig ] Generating forecast for: MKC [2025-12-31T20:26:49.030268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-12-31T20:26:49.041438] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKC'. [2025-12-31T20:26:49.041763] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-12-31T20:26:49.042549] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-12-31T20:26:49.042620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:49.042653] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:49.042680] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:49.042739] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:49.099348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:49.099998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:49.100076] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:49.100108] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:49.219814] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:49.219975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:49.220030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:49.220064] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:49.223626] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=94.75%) [2025-12-31T20:26:49.223920] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-12-31T20:26:49.224048] [INFO ] [sig ] MKC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:49.366076] [INFO ] [LOCAL ] Saved forecast: MKC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MKC.txt [2025-12-31T20:26:49.366205] [INFO ] [sig ] [2050/3534] Completed MKC in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:49.366244] [INFO ] [sig ] [2051/3534] Forecasting MKL... [2025-12-31T20:26:49.366274] [INFO ] [sig ] Generating forecast for: MKL [2025-12-31T20:26:49.366304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-12-31T20:26:49.377723] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKL'. [2025-12-31T20:26:49.378025] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-12-31T20:26:49.378787] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-12-31T20:26:49.378839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:49.378871] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:49.378899] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:49.378959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:49.436066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:49.436705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:49.436779] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:49.436813] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:49.553956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:49.554105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:49.554144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:49.554172] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:49.557507] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=47.05%) [2025-12-31T20:26:49.557810] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-12-31T20:26:49.557934] [INFO ] [sig ] MKL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:49.696946] [INFO ] [LOCAL ] Saved forecast: MKL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MKL.txt [2025-12-31T20:26:49.697087] [INFO ] [sig ] [2051/3534] Completed MKL in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:49.697127] [INFO ] [sig ] [2052/3534] Forecasting MKSI... [2025-12-31T20:26:49.697157] [INFO ] [sig ] Generating forecast for: MKSI [2025-12-31T20:26:49.697188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'. [2025-12-31T20:26:49.708707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKSI'. [2025-12-31T20:26:49.708982] [INFO ] [FORECASTER] Starting predict_future for MKSI [2025-12-31T20:26:49.709785] [DEBUG] [LOCAL ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt [2025-12-31T20:26:49.709843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:49.709881] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:49.709914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:49.709984] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:49.767230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:49.767923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:49.768002] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:49.768034] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:49.892236] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:49.892389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:49.892429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:49.892460] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:49.896027] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=87.78%) [2025-12-31T20:26:49.896303] [INFO ] [FORECASTER] Completed predict_future for MKSI [2025-12-31T20:26:49.896428] [INFO ] [sig ] MKSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:50.042209] [INFO ] [LOCAL ] Saved forecast: MKSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MKSI.txt [2025-12-31T20:26:50.042412] [INFO ] [sig ] [2052/3534] Completed MKSI in 0.3s | 2.91 sym/s | Total: 11.7m | ETA: 8.5m [2025-12-31T20:26:50.042453] [INFO ] [sig ] [2053/3534] Forecasting MKTX... [2025-12-31T20:26:50.042483] [INFO ] [sig ] Generating forecast for: MKTX [2025-12-31T20:26:50.042513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'. [2025-12-31T20:26:50.054224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MKTX'. [2025-12-31T20:26:50.054648] [INFO ] [FORECASTER] Starting predict_future for MKTX [2025-12-31T20:26:50.055463] [DEBUG] [LOCAL ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt [2025-12-31T20:26:50.055529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:50.055563] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:50.055617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:50.055678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:50.113421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:50.114335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:50.114420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:50.114454] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:50.230868] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:50.231024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:50.231065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:50.231095] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:50.234464] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=0.21%) [2025-12-31T20:26:50.234757] [INFO ] [FORECASTER] Completed predict_future for MKTX [2025-12-31T20:26:50.234882] [INFO ] [sig ] MKTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:50.374348] [INFO ] [LOCAL ] Saved forecast: MKTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MKTX.txt [2025-12-31T20:26:50.374510] [INFO ] [sig ] [2053/3534] Completed MKTX in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.5m [2025-12-31T20:26:50.374550] [INFO ] [sig ] [2054/3534] Forecasting MLAB... [2025-12-31T20:26:50.374604] [INFO ] [sig ] Generating forecast for: MLAB [2025-12-31T20:26:50.374638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'. [2025-12-31T20:26:50.385949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLAB'. [2025-12-31T20:26:50.386292] [INFO ] [FORECASTER] Starting predict_future for MLAB [2025-12-31T20:26:50.387088] [DEBUG] [LOCAL ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt [2025-12-31T20:26:50.387142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:50.387174] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:50.387201] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:50.387259] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:50.451115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:50.452090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:50.452176] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:50.452211] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:50.570173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:50.570325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:50.570365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:50.570393] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:50.573758] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=20.30%) [2025-12-31T20:26:50.574037] [INFO ] [FORECASTER] Completed predict_future for MLAB [2025-12-31T20:26:50.574161] [INFO ] [sig ] MLAB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:50.716741] [INFO ] [LOCAL ] Saved forecast: MLAB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MLAB.txt [2025-12-31T20:26:50.716896] [INFO ] [sig ] [2054/3534] Completed MLAB in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.5m [2025-12-31T20:26:50.716937] [INFO ] [sig ] [2055/3534] Forecasting MLCO... [2025-12-31T20:26:50.716968] [INFO ] [sig ] Generating forecast for: MLCO [2025-12-31T20:26:50.716998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'. [2025-12-31T20:26:50.728692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLCO'. [2025-12-31T20:26:50.729015] [INFO ] [FORECASTER] Starting predict_future for MLCO [2025-12-31T20:26:50.729838] [DEBUG] [LOCAL ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt [2025-12-31T20:26:50.729897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:50.729939] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:50.729973] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:50.730046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:50.789854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:50.790742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:50.790829] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:50.790864] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:50.912629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:50.912788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:50.912828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:50.912857] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:50.916171] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=27.49%) [2025-12-31T20:26:50.916440] [INFO ] [FORECASTER] Completed predict_future for MLCO [2025-12-31T20:26:50.916563] [INFO ] [sig ] MLCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:51.060798] [INFO ] [LOCAL ] Saved forecast: MLCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MLCO.txt [2025-12-31T20:26:51.060978] [INFO ] [sig ] [2055/3534] Completed MLCO in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.5m [2025-12-31T20:26:51.061029] [INFO ] [sig ] [2056/3534] Forecasting MLGO... [2025-12-31T20:26:51.061075] [INFO ] [sig ] Generating forecast for: MLGO [2025-12-31T20:26:51.061109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'. [2025-12-31T20:26:51.072240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLGO'. [2025-12-31T20:26:51.072548] [INFO ] [FORECASTER] Starting predict_future for MLGO [2025-12-31T20:26:51.073352] [DEBUG] [LOCAL ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt [2025-12-31T20:26:51.073406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:51.073464] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:51.073496] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:51.073557] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:51.133461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:51.134266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:51.134350] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:51.134386] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:51.248706] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:51.248864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:51.248909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:51.248942] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:51.252447] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=91.29%) [2025-12-31T20:26:51.252764] [INFO ] [FORECASTER] Completed predict_future for MLGO [2025-12-31T20:26:51.252909] [INFO ] [sig ] MLGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:51.398891] [INFO ] [LOCAL ] Saved forecast: MLGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MLGO.txt [2025-12-31T20:26:51.399065] [INFO ] [sig ] [2056/3534] Completed MLGO in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.5m [2025-12-31T20:26:51.399112] [INFO ] [sig ] [2057/3534] Forecasting MLI... [2025-12-31T20:26:51.399143] [INFO ] [sig ] Generating forecast for: MLI [2025-12-31T20:26:51.399175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-12-31T20:26:51.410502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLI'. [2025-12-31T20:26:51.410843] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-12-31T20:26:51.411675] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-12-31T20:26:51.411730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:51.411764] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:51.411791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:51.411851] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:51.471668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:51.472497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:51.472600] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:51.472636] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:51.597894] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:51.598051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:51.598092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:51.598121] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:51.601643] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=82.85%) [2025-12-31T20:26:51.601930] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-12-31T20:26:51.602056] [INFO ] [sig ] MLI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:51.745800] [INFO ] [LOCAL ] Saved forecast: MLI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MLI.txt [2025-12-31T20:26:51.746018] [INFO ] [sig ] [2057/3534] Completed MLI in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.5m [2025-12-31T20:26:51.746078] [INFO ] [sig ] [2058/3534] Forecasting MLKN... [2025-12-31T20:26:51.746123] [INFO ] [sig ] Generating forecast for: MLKN [2025-12-31T20:26:51.746156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'. [2025-12-31T20:26:51.758415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLKN'. [2025-12-31T20:26:51.758795] [INFO ] [FORECASTER] Starting predict_future for MLKN [2025-12-31T20:26:51.759813] [DEBUG] [LOCAL ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt [2025-12-31T20:26:51.759883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:51.759932] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:51.759976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:51.760068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:51.833009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:51.833971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:51.834065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:51.834100] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:51.955666] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:51.955791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:51.955830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:51.955860] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:51.959172] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=7.21%) [2025-12-31T20:26:51.959483] [INFO ] [FORECASTER] Completed predict_future for MLKN [2025-12-31T20:26:51.959640] [INFO ] [sig ] MLKN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:52.103355] [INFO ] [LOCAL ] Saved forecast: MLKN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MLKN.txt [2025-12-31T20:26:52.103513] [INFO ] [sig ] [2058/3534] Completed MLKN in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.5m [2025-12-31T20:26:52.103553] [INFO ] [sig ] [2059/3534] Forecasting MLM... [2025-12-31T20:26:52.103603] [INFO ] [sig ] Generating forecast for: MLM [2025-12-31T20:26:52.103639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-12-31T20:26:52.115470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLM'. [2025-12-31T20:26:52.115787] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-12-31T20:26:52.116605] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-12-31T20:26:52.116659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:52.116691] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:52.116720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:52.116779] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:52.174237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:52.174880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:52.174959] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:52.174992] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:52.295288] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:52.295434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:52.295477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:52.295537] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:52.299021] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=26.62%) [2025-12-31T20:26:52.299320] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-12-31T20:26:52.299449] [INFO ] [sig ] MLM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:52.439675] [INFO ] [LOCAL ] Saved forecast: MLM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MLM.txt [2025-12-31T20:26:52.439795] [INFO ] [sig ] [2059/3534] Completed MLM in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:52.439834] [INFO ] [sig ] [2060/3534] Forecasting MLP... [2025-12-31T20:26:52.439863] [INFO ] [sig ] Generating forecast for: MLP [2025-12-31T20:26:52.439894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-12-31T20:26:52.450751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLP'. [2025-12-31T20:26:52.451039] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-12-31T20:26:52.451931] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-12-31T20:26:52.451984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:52.452016] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:52.452043] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:52.452100] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:52.509679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:52.510336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:52.510415] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:52.510450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:52.613906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:52.614056] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:26:52.614113] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:52.614144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:52.617701] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-12-31T20:26:52.617985] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-12-31T20:26:52.618114] [INFO ] [sig ] MLP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:52.760454] [INFO ] [LOCAL ] Saved forecast: MLP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MLP.txt [2025-12-31T20:26:52.760601] [INFO ] [sig ] [2060/3534] Completed MLP in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:52.760642] [INFO ] [sig ] [2061/3534] Forecasting MLTX... [2025-12-31T20:26:52.760672] [INFO ] [sig ] Generating forecast for: MLTX [2025-12-31T20:26:52.760701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'. [2025-12-31T20:26:52.771938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLTX'. [2025-12-31T20:26:52.772212] [INFO ] [FORECASTER] Starting predict_future for MLTX [2025-12-31T20:26:52.772973] [DEBUG] [LOCAL ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt [2025-12-31T20:26:52.773024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:52.773055] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:52.773082] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:52.773140] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:52.831182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:52.831838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:52.831926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:52.831959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:52.950849] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:52.950993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:52.951035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:52.951065] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:52.954436] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=85.47%) [2025-12-31T20:26:52.954730] [INFO ] [FORECASTER] Completed predict_future for MLTX [2025-12-31T20:26:52.954855] [INFO ] [sig ] MLTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:53.095520] [INFO ] [LOCAL ] Saved forecast: MLTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MLTX.txt [2025-12-31T20:26:53.095706] [INFO ] [sig ] [2061/3534] Completed MLTX in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:53.095748] [INFO ] [sig ] [2062/3534] Forecasting MLYS... [2025-12-31T20:26:53.095780] [INFO ] [sig ] Generating forecast for: MLYS [2025-12-31T20:26:53.095813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'. [2025-12-31T20:26:53.108304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MLYS'. [2025-12-31T20:26:53.108704] [INFO ] [FORECASTER] Starting predict_future for MLYS [2025-12-31T20:26:53.109506] [DEBUG] [LOCAL ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt [2025-12-31T20:26:53.109559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:53.109610] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:53.109639] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:53.109697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:53.166487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:53.167351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:53.167436] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:53.167470] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:53.284783] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:53.284957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:53.285008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:53.285039] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:53.288720] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=55.62%) [2025-12-31T20:26:53.289003] [INFO ] [FORECASTER] Completed predict_future for MLYS [2025-12-31T20:26:53.289134] [INFO ] [sig ] MLYS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:53.428167] [INFO ] [LOCAL ] Saved forecast: MLYS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MLYS.txt [2025-12-31T20:26:53.428306] [INFO ] [sig ] [2062/3534] Completed MLYS in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:53.428346] [INFO ] [sig ] [2063/3534] Forecasting MMC... [2025-12-31T20:26:53.428375] [INFO ] [sig ] Generating forecast for: MMC [2025-12-31T20:26:53.428406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-12-31T20:26:53.449163] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMC'. [2025-12-31T20:26:53.449448] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-12-31T20:26:53.450417] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-12-31T20:26:53.450468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:53.450510] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:53.450538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:53.450612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:53.506454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:53.507127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:53.507205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:53.507237] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:53.629897] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:53.630063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:53.630102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:53.630130] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:53.633506] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=1.25%) [2025-12-31T20:26:53.633812] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-12-31T20:26:53.633936] [INFO ] [sig ] MMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:53.774890] [INFO ] [LOCAL ] Saved forecast: MMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MMC.txt [2025-12-31T20:26:53.775041] [INFO ] [sig ] [2063/3534] Completed MMC in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:53.775082] [INFO ] [sig ] [2064/3534] Forecasting MMD... [2025-12-31T20:26:53.775112] [INFO ] [sig ] Generating forecast for: MMD [2025-12-31T20:26:53.775142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-12-31T20:26:53.787219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMD'. [2025-12-31T20:26:53.787556] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-12-31T20:26:53.788347] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-12-31T20:26:53.788400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:53.788443] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:53.788471] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:53.788528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:53.845064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:53.845721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:53.845801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:53.845833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:53.963156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:53.963308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:53.963348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:53.963376] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:53.966703] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=24.33%) [2025-12-31T20:26:53.966969] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-12-31T20:26:53.967088] [INFO ] [sig ] MMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:54.110729] [INFO ] [LOCAL ] Saved forecast: MMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MMD.txt [2025-12-31T20:26:54.110939] [INFO ] [sig ] [2064/3534] Completed MMD in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:54.110979] [INFO ] [sig ] [2065/3534] Forecasting MMLP... [2025-12-31T20:26:54.111010] [INFO ] [sig ] Generating forecast for: MMLP [2025-12-31T20:26:54.111040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'. [2025-12-31T20:26:54.122179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMLP'. [2025-12-31T20:26:54.122495] [INFO ] [FORECASTER] Starting predict_future for MMLP [2025-12-31T20:26:54.123271] [DEBUG] [LOCAL ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt [2025-12-31T20:26:54.123323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:54.123354] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:54.123380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:54.123437] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:54.179479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:54.180160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:54.180240] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:54.180274] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:54.288551] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:54.288715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:54.288754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:54.288781] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:54.292150] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=53.64%) [2025-12-31T20:26:54.292429] [INFO ] [FORECASTER] Completed predict_future for MMLP [2025-12-31T20:26:54.292551] [INFO ] [sig ] MMLP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:54.431888] [INFO ] [LOCAL ] Saved forecast: MMLP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MMLP.txt [2025-12-31T20:26:54.432015] [INFO ] [sig ] [2065/3534] Completed MMLP in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:54.432054] [INFO ] [sig ] [2066/3534] Forecasting MMS... [2025-12-31T20:26:54.432083] [INFO ] [sig ] Generating forecast for: MMS [2025-12-31T20:26:54.432112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-12-31T20:26:54.444024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMS'. [2025-12-31T20:26:54.444400] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-12-31T20:26:54.445354] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-12-31T20:26:54.445419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:54.445468] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:54.445507] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:54.445606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:54.505020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:54.505911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:54.506030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:54.506063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:54.627290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:54.627456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:54.627496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:54.627525] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:54.630974] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-12-31T20:26:54.631254] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-12-31T20:26:54.631376] [INFO ] [sig ] MMS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:54.769045] [INFO ] [LOCAL ] Saved forecast: MMS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MMS.txt [2025-12-31T20:26:54.769183] [INFO ] [sig ] [2066/3534] Completed MMS in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:54.769224] [INFO ] [sig ] [2067/3534] Forecasting MMSI... [2025-12-31T20:26:54.769278] [INFO ] [sig ] Generating forecast for: MMSI [2025-12-31T20:26:54.769312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'. [2025-12-31T20:26:54.780811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MMSI'. [2025-12-31T20:26:54.781132] [INFO ] [FORECASTER] Starting predict_future for MMSI [2025-12-31T20:26:54.781933] [DEBUG] [LOCAL ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt [2025-12-31T20:26:54.781990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:54.782023] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:54.782050] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:54.782108] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:54.837811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:54.838543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:54.838641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:54.838674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:54.957585] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:54.957740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:54.957779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:54.957807] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:54.961152] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=94.37%) [2025-12-31T20:26:54.961434] [INFO ] [FORECASTER] Completed predict_future for MMSI [2025-12-31T20:26:54.961556] [INFO ] [sig ] MMSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:55.100004] [INFO ] [LOCAL ] Saved forecast: MMSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MMSI.txt [2025-12-31T20:26:55.100146] [INFO ] [sig ] [2067/3534] Completed MMSI in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:55.100186] [INFO ] [sig ] [2068/3534] Forecasting MNDO... [2025-12-31T20:26:55.100222] [INFO ] [sig ] Generating forecast for: MNDO [2025-12-31T20:26:55.100253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'. [2025-12-31T20:26:55.112024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDO'. [2025-12-31T20:26:55.112320] [INFO ] [FORECASTER] Starting predict_future for MNDO [2025-12-31T20:26:55.113125] [DEBUG] [LOCAL ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt [2025-12-31T20:26:55.113179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:55.113212] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:55.113240] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:55.113298] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:55.175100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:55.175842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:55.175926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:55.175958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:55.295050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:55.295204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:55.295244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:55.295273] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:55.298825] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=49.10%) [2025-12-31T20:26:55.299109] [INFO ] [FORECASTER] Completed predict_future for MNDO [2025-12-31T20:26:55.299237] [INFO ] [sig ] MNDO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:55.451121] [INFO ] [LOCAL ] Saved forecast: MNDO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MNDO.txt [2025-12-31T20:26:55.451294] [INFO ] [sig ] [2068/3534] Completed MNDO in 0.4s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:55.451337] [INFO ] [sig ] [2069/3534] Forecasting MNDY... [2025-12-31T20:26:55.451368] [INFO ] [sig ] Generating forecast for: MNDY [2025-12-31T20:26:55.451404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'. [2025-12-31T20:26:55.464780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNDY'. [2025-12-31T20:26:55.465116] [INFO ] [FORECASTER] Starting predict_future for MNDY [2025-12-31T20:26:55.465979] [DEBUG] [LOCAL ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt [2025-12-31T20:26:55.466032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:55.466066] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:55.466093] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:55.466161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:55.527424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:55.528379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:55.528466] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:55.528510] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:55.654876] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:55.655039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:55.655081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:55.655111] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:55.658591] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=25.72%) [2025-12-31T20:26:55.658876] [INFO ] [FORECASTER] Completed predict_future for MNDY [2025-12-31T20:26:55.659037] [INFO ] [sig ] MNDY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:55.798147] [INFO ] [LOCAL ] Saved forecast: MNDY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MNDY.txt [2025-12-31T20:26:55.798337] [INFO ] [sig ] [2069/3534] Completed MNDY in 0.3s | 2.91 sym/s | Total: 11.8m | ETA: 8.4m [2025-12-31T20:26:55.798381] [INFO ] [sig ] [2070/3534] Forecasting MNKD... [2025-12-31T20:26:55.798412] [INFO ] [sig ] Generating forecast for: MNKD [2025-12-31T20:26:55.798443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'. [2025-12-31T20:26:55.809663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNKD'. [2025-12-31T20:26:55.809965] [INFO ] [FORECASTER] Starting predict_future for MNKD [2025-12-31T20:26:55.810790] [DEBUG] [LOCAL ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt [2025-12-31T20:26:55.810843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:55.810877] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:55.810906] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:55.810965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:55.868872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:55.869560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:55.869658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:55.869698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:55.995175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:55.995334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:55.995377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:55.995408] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:55.998916] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=31.14%) [2025-12-31T20:26:55.999212] [INFO ] [FORECASTER] Completed predict_future for MNKD [2025-12-31T20:26:55.999386] [INFO ] [sig ] MNKD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:56.144877] [INFO ] [LOCAL ] Saved forecast: MNKD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MNKD.txt [2025-12-31T20:26:56.145039] [INFO ] [sig ] [2070/3534] Completed MNKD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.4m [2025-12-31T20:26:56.145080] [INFO ] [sig ] [2071/3534] Forecasting MNMD... [2025-12-31T20:26:56.145111] [INFO ] [sig ] Generating forecast for: MNMD [2025-12-31T20:26:56.145142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'. [2025-12-31T20:26:56.157932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNMD'. [2025-12-31T20:26:56.158281] [INFO ] [FORECASTER] Starting predict_future for MNMD [2025-12-31T20:26:56.159311] [DEBUG] [LOCAL ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt [2025-12-31T20:26:56.159367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:56.159401] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:56.159429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:56.159489] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:56.218955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:56.219772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:56.219865] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:56.219900] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:56.344102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:56.344248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:56.344289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:56.344347] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:56.347933] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=54.37%) [2025-12-31T20:26:56.348233] [INFO ] [FORECASTER] Completed predict_future for MNMD [2025-12-31T20:26:56.348366] [INFO ] [sig ] MNMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:56.490250] [INFO ] [LOCAL ] Saved forecast: MNMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MNMD.txt [2025-12-31T20:26:56.490418] [INFO ] [sig ] [2071/3534] Completed MNMD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.4m [2025-12-31T20:26:56.490466] [INFO ] [sig ] [2072/3534] Forecasting MNRO... [2025-12-31T20:26:56.490496] [INFO ] [sig ] Generating forecast for: MNRO [2025-12-31T20:26:56.490526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'. [2025-12-31T20:26:56.502124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNRO'. [2025-12-31T20:26:56.502407] [INFO ] [FORECASTER] Starting predict_future for MNRO [2025-12-31T20:26:56.503174] [DEBUG] [LOCAL ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt [2025-12-31T20:26:56.503227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:56.503258] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:56.503285] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:56.503342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:56.561189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:56.561843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:56.561921] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:56.561954] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:56.682561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:56.682750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:56.682793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:56.682823] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:56.686376] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-12-31T20:26:56.686673] [INFO ] [FORECASTER] Completed predict_future for MNRO [2025-12-31T20:26:56.686800] [INFO ] [sig ] MNRO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:56.826426] [INFO ] [LOCAL ] Saved forecast: MNRO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MNRO.txt [2025-12-31T20:26:56.826597] [INFO ] [sig ] [2072/3534] Completed MNRO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.4m [2025-12-31T20:26:56.826645] [INFO ] [sig ] [2073/3534] Forecasting MNSO... [2025-12-31T20:26:56.826677] [INFO ] [sig ] Generating forecast for: MNSO [2025-12-31T20:26:56.826710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-12-31T20:26:56.838688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNSO'. [2025-12-31T20:26:56.839055] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-12-31T20:26:56.843176] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-12-31T20:26:56.843248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:56.843319] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:56.843355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:56.843415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:56.903953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:56.904832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:56.904932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:56.904965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:57.027009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:57.027165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:57.027210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:57.027253] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:57.030858] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=70.65%) [2025-12-31T20:26:57.031141] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-12-31T20:26:57.031276] [INFO ] [sig ] MNSO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:57.175935] [INFO ] [LOCAL ] Saved forecast: MNSO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MNSO.txt [2025-12-31T20:26:57.176092] [INFO ] [sig ] [2073/3534] Completed MNSO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.4m [2025-12-31T20:26:57.176148] [INFO ] [sig ] [2074/3534] Forecasting MNTK... [2025-12-31T20:26:57.176183] [INFO ] [sig ] Generating forecast for: MNTK [2025-12-31T20:26:57.176217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'. [2025-12-31T20:26:57.188946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNTK'. [2025-12-31T20:26:57.189327] [INFO ] [FORECASTER] Starting predict_future for MNTK [2025-12-31T20:26:57.190112] [DEBUG] [LOCAL ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt [2025-12-31T20:26:57.190164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:57.190196] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:57.190223] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:57.190281] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:57.247625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:57.248567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:57.248671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:57.248705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:57.366235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:57.366366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:57.366408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:57.366439] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:57.370029] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=92.88%) [2025-12-31T20:26:57.370328] [INFO ] [FORECASTER] Completed predict_future for MNTK [2025-12-31T20:26:57.370461] [INFO ] [sig ] MNTK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:57.512463] [INFO ] [LOCAL ] Saved forecast: MNTK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MNTK.txt [2025-12-31T20:26:57.512641] [INFO ] [sig ] [2074/3534] Completed MNTK in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.4m [2025-12-31T20:26:57.512684] [INFO ] [sig ] [2075/3534] Forecasting MNY... [2025-12-31T20:26:57.512714] [INFO ] [sig ] Generating forecast for: MNY [2025-12-31T20:26:57.512745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'. [2025-12-31T20:26:57.524026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MNY'. [2025-12-31T20:26:57.524421] [INFO ] [FORECASTER] Starting predict_future for MNY [2025-12-31T20:26:57.525247] [DEBUG] [LOCAL ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt [2025-12-31T20:26:57.525301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:57.525349] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:57.525376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:57.525433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:57.587488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:57.588767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:57.588868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:57.588902] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:57.702981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:57.703163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:57.703202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:57.703231] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:57.706664] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=9.16%) [2025-12-31T20:26:57.706973] [INFO ] [FORECASTER] Completed predict_future for MNY [2025-12-31T20:26:57.707097] [INFO ] [sig ] MNY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:57.848357] [INFO ] [LOCAL ] Saved forecast: MNY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MNY.txt [2025-12-31T20:26:57.848515] [INFO ] [sig ] [2075/3534] Completed MNY in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.4m [2025-12-31T20:26:57.848555] [INFO ] [sig ] [2076/3534] Forecasting MOD... [2025-12-31T20:26:57.848605] [INFO ] [sig ] Generating forecast for: MOD [2025-12-31T20:26:57.848639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-12-31T20:26:57.860113] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOD'. [2025-12-31T20:26:57.860510] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-12-31T20:26:57.861332] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-12-31T20:26:57.861384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:57.861415] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:57.861441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:57.861497] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:57.918389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:57.919274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:57.919381] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:57.919419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:58.039599] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:58.039757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:58.039797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:58.039858] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:58.043243] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=23.65%) [2025-12-31T20:26:58.043522] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-12-31T20:26:58.043666] [INFO ] [sig ] MOD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:58.185807] [INFO ] [LOCAL ] Saved forecast: MOD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MOD.txt [2025-12-31T20:26:58.185970] [INFO ] [sig ] [2076/3534] Completed MOD in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:26:58.186010] [INFO ] [sig ] [2077/3534] Forecasting MODG... [2025-12-31T20:26:58.186041] [INFO ] [sig ] Generating forecast for: MODG [2025-12-31T20:26:58.186072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-12-31T20:26:58.197679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODG'. [2025-12-31T20:26:58.198064] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-12-31T20:26:58.198883] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-12-31T20:26:58.198934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:58.198965] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:58.198993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:58.199057] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:58.255408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:58.256302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:58.256392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:58.256425] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:58.379805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:58.379982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:58.380022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:58.380049] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:58.384093] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=27.84%) [2025-12-31T20:26:58.384439] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-12-31T20:26:58.384609] [INFO ] [sig ] MODG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:58.535186] [INFO ] [LOCAL ] Saved forecast: MODG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MODG.txt [2025-12-31T20:26:58.535540] [INFO ] [sig ] [2077/3534] Completed MODG in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:26:58.535599] [INFO ] [sig ] [2078/3534] Forecasting MODL... [2025-12-31T20:26:58.535632] [INFO ] [sig ] Generating forecast for: MODL [2025-12-31T20:26:58.535662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'. [2025-12-31T20:26:58.547255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MODL'. [2025-12-31T20:26:58.547805] [INFO ] [FORECASTER] Starting predict_future for MODL [2025-12-31T20:26:58.548785] [DEBUG] [LOCAL ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt [2025-12-31T20:26:58.548838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:58.548870] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:58.548896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:58.548954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:58.605706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:58.606470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:58.606550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:58.606602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:58.739213] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:58.739404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:58.739447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:58.739476] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:58.743242] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=45.26%) [2025-12-31T20:26:58.743543] [INFO ] [FORECASTER] Completed predict_future for MODL [2025-12-31T20:26:58.743696] [INFO ] [sig ] MODL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:26:58.891160] [INFO ] [LOCAL ] Saved forecast: MODL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MODL.txt [2025-12-31T20:26:58.891320] [INFO ] [sig ] [2078/3534] Completed MODL in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:26:58.891364] [INFO ] [sig ] [2079/3534] Forecasting MOFG... [2025-12-31T20:26:58.891404] [INFO ] [sig ] Generating forecast for: MOFG [2025-12-31T20:26:58.891438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'. [2025-12-31T20:26:58.904050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOFG'. [2025-12-31T20:26:58.904410] [INFO ] [FORECASTER] Starting predict_future for MOFG [2025-12-31T20:26:58.905281] [DEBUG] [LOCAL ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt [2025-12-31T20:26:58.905336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:58.905369] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:58.905397] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:58.905455] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:58.966681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:58.967537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:58.967643] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:58.967679] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:59.093490] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:59.093678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:59.093722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:59.093750] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:59.097904] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=66.57%) [2025-12-31T20:26:59.098208] [INFO ] [FORECASTER] Completed predict_future for MOFG [2025-12-31T20:26:59.098343] [INFO ] [sig ] MOFG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:59.245677] [INFO ] [LOCAL ] Saved forecast: MOFG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MOFG.txt [2025-12-31T20:26:59.245855] [INFO ] [sig ] [2079/3534] Completed MOFG in 0.4s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:26:59.245897] [INFO ] [sig ] [2080/3534] Forecasting MOGO... [2025-12-31T20:26:59.245927] [INFO ] [sig ] Generating forecast for: MOGO [2025-12-31T20:26:59.245957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'. [2025-12-31T20:26:59.257626] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOGO'. [2025-12-31T20:26:59.257991] [INFO ] [FORECASTER] Starting predict_future for MOGO [2025-12-31T20:26:59.258814] [DEBUG] [LOCAL ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt [2025-12-31T20:26:59.258865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:59.258897] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:59.258923] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:59.258980] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:59.315471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:59.316401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:59.316486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:59.316518] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:59.431860] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:59.432030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:59.432072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:59.432104] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:59.435471] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: UP (p=62.65%) [2025-12-31T20:26:59.435762] [INFO ] [FORECASTER] Completed predict_future for MOGO [2025-12-31T20:26:59.435889] [INFO ] [sig ] MOGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:59.575338] [INFO ] [LOCAL ] Saved forecast: MOGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MOGO.txt [2025-12-31T20:26:59.575467] [INFO ] [sig ] [2080/3534] Completed MOGO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:26:59.575507] [INFO ] [sig ] [2081/3534] Forecasting MOH... [2025-12-31T20:26:59.575538] [INFO ] [sig ] Generating forecast for: MOH [2025-12-31T20:26:59.575584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-12-31T20:26:59.586718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOH'. [2025-12-31T20:26:59.587045] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-12-31T20:26:59.587816] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-12-31T20:26:59.587868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:59.587900] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:59.587927] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:59.587985] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:59.644688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:59.645539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:59.645641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:59.645675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:26:59.764839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:26:59.765017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:26:59.765057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:26:59.765088] [INFO ] [FORECASTER] Training complete [2025-12-31T20:26:59.768525] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=69.98%) [2025-12-31T20:26:59.768818] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-12-31T20:26:59.768939] [INFO ] [sig ] MOH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:26:59.907430] [INFO ] [LOCAL ] Saved forecast: MOH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MOH.txt [2025-12-31T20:26:59.907601] [INFO ] [sig ] [2081/3534] Completed MOH in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:26:59.907655] [INFO ] [sig ] [2082/3534] Forecasting MOMO... [2025-12-31T20:26:59.907686] [INFO ] [sig ] Generating forecast for: MOMO [2025-12-31T20:26:59.907717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'. [2025-12-31T20:26:59.919096] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOMO'. [2025-12-31T20:26:59.919453] [INFO ] [FORECASTER] Starting predict_future for MOMO [2025-12-31T20:26:59.920271] [DEBUG] [LOCAL ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt [2025-12-31T20:26:59.920323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:26:59.920354] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:26:59.920380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:26:59.920436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:26:59.976780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:26:59.977642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:26:59.977728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:26:59.977759] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:00.099477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:00.099651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:00.099692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:00.099737] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:00.103051] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=34.50%) [2025-12-31T20:27:00.103317] [INFO ] [FORECASTER] Completed predict_future for MOMO [2025-12-31T20:27:00.103437] [INFO ] [sig ] MOMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:00.243548] [INFO ] [LOCAL ] Saved forecast: MOMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MOMO.txt [2025-12-31T20:27:00.243693] [INFO ] [sig ] [2082/3534] Completed MOMO in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:27:00.243732] [INFO ] [sig ] [2083/3534] Forecasting MORN... [2025-12-31T20:27:00.243762] [INFO ] [sig ] Generating forecast for: MORN [2025-12-31T20:27:00.243792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'. [2025-12-31T20:27:00.255079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MORN'. [2025-12-31T20:27:00.255354] [INFO ] [FORECASTER] Starting predict_future for MORN [2025-12-31T20:27:00.256123] [DEBUG] [LOCAL ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt [2025-12-31T20:27:00.256175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:00.256206] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:00.256234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:00.256291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:00.312789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:00.313479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:00.313601] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:00.313637] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:00.431103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:00.431252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:00.431291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:00.431320] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:00.434654] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=23.00%) [2025-12-31T20:27:00.434921] [INFO ] [FORECASTER] Completed predict_future for MORN [2025-12-31T20:27:00.435045] [INFO ] [sig ] MORN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:00.577024] [INFO ] [LOCAL ] Saved forecast: MORN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MORN.txt [2025-12-31T20:27:00.577166] [INFO ] [sig ] [2083/3534] Completed MORN in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:27:00.577206] [INFO ] [sig ] [2084/3534] Forecasting MOS... [2025-12-31T20:27:00.577235] [INFO ] [sig ] Generating forecast for: MOS [2025-12-31T20:27:00.577267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-12-31T20:27:00.588501] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MOS'. [2025-12-31T20:27:00.588860] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-12-31T20:27:00.589665] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-12-31T20:27:00.589717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:00.589748] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:00.589774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:00.589830] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:00.645659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:00.646452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:00.646534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:00.646566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:00.766564] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:00.766742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:00.766780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:00.766809] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:00.770186] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=21.56%) [2025-12-31T20:27:00.770455] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-12-31T20:27:00.770593] [INFO ] [sig ] MOS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:00.907790] [INFO ] [LOCAL ] Saved forecast: MOS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MOS.txt [2025-12-31T20:27:00.907920] [INFO ] [sig ] [2084/3534] Completed MOS in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:27:00.907960] [INFO ] [sig ] [2085/3534] Forecasting MP... [2025-12-31T20:27:00.907990] [INFO ] [sig ] Generating forecast for: MP [2025-12-31T20:27:00.908020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-12-31T20:27:00.919927] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MP'. [2025-12-31T20:27:00.920267] [INFO ] [FORECASTER] Starting predict_future for MP [2025-12-31T20:27:00.921053] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-12-31T20:27:00.921108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:00.921142] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:00.921168] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:00.921226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:00.977841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:00.978496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:00.978591] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:00.978626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:01.095519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:01.095678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:01.095717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:01.095745] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:01.099061] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=32.13%) [2025-12-31T20:27:01.099358] [INFO ] [FORECASTER] Completed predict_future for MP [2025-12-31T20:27:01.099484] [INFO ] [sig ] MP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:01.244287] [INFO ] [LOCAL ] Saved forecast: MP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MP.txt [2025-12-31T20:27:01.244439] [INFO ] [sig ] [2085/3534] Completed MP in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:27:01.244478] [INFO ] [sig ] [2086/3534] Forecasting MPA... [2025-12-31T20:27:01.244509] [INFO ] [sig ] Generating forecast for: MPA [2025-12-31T20:27:01.244539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-12-31T20:27:01.256002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPA'. [2025-12-31T20:27:01.256368] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-12-31T20:27:01.257175] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-12-31T20:27:01.257228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:01.257261] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:01.257287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:01.257358] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:01.313903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:01.314711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:01.314793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:01.314825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:01.423147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:01.423307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:01.423346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:01.423376] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:01.426782] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=94.22%) [2025-12-31T20:27:01.427052] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-12-31T20:27:01.427173] [INFO ] [sig ] MPA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:01.566745] [INFO ] [LOCAL ] Saved forecast: MPA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MPA.txt [2025-12-31T20:27:01.566931] [INFO ] [sig ] [2086/3534] Completed MPA in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:27:01.566972] [INFO ] [sig ] [2087/3534] Forecasting MPAA... [2025-12-31T20:27:01.567003] [INFO ] [sig ] Generating forecast for: MPAA [2025-12-31T20:27:01.567033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'. [2025-12-31T20:27:01.578525] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPAA'. [2025-12-31T20:27:01.578924] [INFO ] [FORECASTER] Starting predict_future for MPAA [2025-12-31T20:27:01.579952] [DEBUG] [LOCAL ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt [2025-12-31T20:27:01.580008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:01.580041] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:01.580068] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:01.580127] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:01.636421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:01.637329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:01.637414] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:01.637446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:01.760369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:01.760540] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:27:01.760604] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:01.760637] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:01.764322] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=27.33%) [2025-12-31T20:27:01.764698] [INFO ] [FORECASTER] Completed predict_future for MPAA [2025-12-31T20:27:01.764844] [INFO ] [sig ] MPAA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:01.916487] [INFO ] [LOCAL ] Saved forecast: MPAA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MPAA.txt [2025-12-31T20:27:01.916666] [INFO ] [sig ] [2087/3534] Completed MPAA in 0.3s | 2.91 sym/s | Total: 11.9m | ETA: 8.3m [2025-12-31T20:27:01.916710] [INFO ] [sig ] [2088/3534] Forecasting MPB... [2025-12-31T20:27:01.916741] [INFO ] [sig ] Generating forecast for: MPB [2025-12-31T20:27:01.916772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'. [2025-12-31T20:27:01.928992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPB'. [2025-12-31T20:27:01.929381] [INFO ] [FORECASTER] Starting predict_future for MPB [2025-12-31T20:27:01.930167] [DEBUG] [LOCAL ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt [2025-12-31T20:27:01.930231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:01.930263] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:01.930289] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:01.930346] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:02.007213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:02.008219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:02.008313] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:02.008348] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:02.124709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:02.124867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:02.124907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:02.124937] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:02.128385] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=4.54%) [2025-12-31T20:27:02.128704] [INFO ] [FORECASTER] Completed predict_future for MPB [2025-12-31T20:27:02.128841] [INFO ] [sig ] MPB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:02.270047] [INFO ] [LOCAL ] Saved forecast: MPB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MPB.txt [2025-12-31T20:27:02.270207] [INFO ] [sig ] [2088/3534] Completed MPB in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.3m [2025-12-31T20:27:02.270249] [INFO ] [sig ] [2089/3534] Forecasting MPC... [2025-12-31T20:27:02.270280] [INFO ] [sig ] Generating forecast for: MPC [2025-12-31T20:27:02.270311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-12-31T20:27:02.282223] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPC'. [2025-12-31T20:27:02.282629] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-12-31T20:27:02.283419] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-12-31T20:27:02.283473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:02.283508] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:02.283537] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:02.283626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:02.341118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:02.341965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:02.342047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:02.342080] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:02.463097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:02.463255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:02.463295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:02.463324] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:02.466698] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=96.16%) [2025-12-31T20:27:02.466988] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-12-31T20:27:02.467116] [INFO ] [sig ] MPC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:02.608446] [INFO ] [LOCAL ] Saved forecast: MPC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MPC.txt [2025-12-31T20:27:02.608628] [INFO ] [sig ] [2089/3534] Completed MPC in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.3m [2025-12-31T20:27:02.608673] [INFO ] [sig ] [2090/3534] Forecasting MPX... [2025-12-31T20:27:02.608705] [INFO ] [sig ] Generating forecast for: MPX [2025-12-31T20:27:02.608739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-12-31T20:27:02.619750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MPX'. [2025-12-31T20:27:02.620035] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-12-31T20:27:02.620869] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-12-31T20:27:02.620923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:02.620993] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:02.621024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:02.621084] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:02.682248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:02.683217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:02.683307] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:02.683342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:02.794758] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:02.794916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:02.794957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:02.794985] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:02.798427] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=16.32%) [2025-12-31T20:27:02.798729] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-12-31T20:27:02.798857] [INFO ] [sig ] MPX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:02.940795] [INFO ] [LOCAL ] Saved forecast: MPX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MPX.txt [2025-12-31T20:27:02.940982] [INFO ] [sig ] [2090/3534] Completed MPX in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.3m [2025-12-31T20:27:02.941028] [INFO ] [sig ] [2091/3534] Forecasting MQ... [2025-12-31T20:27:02.941060] [INFO ] [sig ] Generating forecast for: MQ [2025-12-31T20:27:02.941104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'. [2025-12-31T20:27:02.953512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQ'. [2025-12-31T20:27:02.953977] [INFO ] [FORECASTER] Starting predict_future for MQ [2025-12-31T20:27:02.954902] [DEBUG] [LOCAL ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt [2025-12-31T20:27:02.954967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:02.955011] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:02.955038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:02.955096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:03.010847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:03.011801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:03.011891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:03.011924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:03.132080] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:03.132252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:03.132294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:03.132322] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:03.135749] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-12-31T20:27:03.136039] [INFO ] [FORECASTER] Completed predict_future for MQ [2025-12-31T20:27:03.136171] [INFO ] [sig ] MQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:03.278063] [INFO ] [LOCAL ] Saved forecast: MQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MQ.txt [2025-12-31T20:27:03.278209] [INFO ] [sig ] [2091/3534] Completed MQ in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.3m [2025-12-31T20:27:03.278256] [INFO ] [sig ] [2092/3534] Forecasting MQY... [2025-12-31T20:27:03.278287] [INFO ] [sig ] Generating forecast for: MQY [2025-12-31T20:27:03.278317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-12-31T20:27:03.290262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MQY'. [2025-12-31T20:27:03.290566] [INFO ] [FORECASTER] Starting predict_future for MQY [2025-12-31T20:27:03.291345] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-12-31T20:27:03.291396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:03.291428] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:03.291454] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:03.291510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:03.347206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:03.347901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:03.347980] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:03.348012] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:03.469825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:03.470005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:03.470055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:03.470093] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:03.474617] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=94.20%) [2025-12-31T20:27:03.474975] [INFO ] [FORECASTER] Completed predict_future for MQY [2025-12-31T20:27:03.475134] [INFO ] [sig ] MQY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:03.624383] [INFO ] [LOCAL ] Saved forecast: MQY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MQY.txt [2025-12-31T20:27:03.624533] [INFO ] [sig ] [2092/3534] Completed MQY in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.3m [2025-12-31T20:27:03.624592] [INFO ] [sig ] [2093/3534] Forecasting MRAM... [2025-12-31T20:27:03.624625] [INFO ] [sig ] Generating forecast for: MRAM [2025-12-31T20:27:03.624657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'. [2025-12-31T20:27:03.636980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRAM'. [2025-12-31T20:27:03.637269] [INFO ] [FORECASTER] Starting predict_future for MRAM [2025-12-31T20:27:03.638236] [DEBUG] [LOCAL ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt [2025-12-31T20:27:03.638288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:03.638319] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:03.638345] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:03.638401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:03.696223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:03.697024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:03.697119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:03.697161] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:03.816711] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:03.816869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:03.816907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:03.816935] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:03.820440] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: UP (p=57.98%) [2025-12-31T20:27:03.820740] [INFO ] [FORECASTER] Completed predict_future for MRAM [2025-12-31T20:27:03.820877] [INFO ] [sig ] MRAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:03.967504] [INFO ] [LOCAL ] Saved forecast: MRAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MRAM.txt [2025-12-31T20:27:03.967680] [INFO ] [sig ] [2093/3534] Completed MRAM in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:03.967722] [INFO ] [sig ] [2094/3534] Forecasting MRBK... [2025-12-31T20:27:03.967753] [INFO ] [sig ] Generating forecast for: MRBK [2025-12-31T20:27:03.967783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'. [2025-12-31T20:27:03.981988] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRBK'. [2025-12-31T20:27:03.982414] [INFO ] [FORECASTER] Starting predict_future for MRBK [2025-12-31T20:27:03.983355] [DEBUG] [LOCAL ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt [2025-12-31T20:27:03.983409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:03.983442] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:03.983469] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:03.983528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:04.040346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:04.041248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:04.041331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:04.041364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:04.157249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:04.157441] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:27:04.157500] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:04.157548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:04.161300] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=46.46%) [2025-12-31T20:27:04.161614] [INFO ] [FORECASTER] Completed predict_future for MRBK [2025-12-31T20:27:04.161749] [INFO ] [sig ] MRBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:04.307901] [INFO ] [LOCAL ] Saved forecast: MRBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MRBK.txt [2025-12-31T20:27:04.308035] [INFO ] [sig ] [2094/3534] Completed MRBK in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:04.308075] [INFO ] [sig ] [2095/3534] Forecasting MRCC... [2025-12-31T20:27:04.308104] [INFO ] [sig ] Generating forecast for: MRCC [2025-12-31T20:27:04.308133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'. [2025-12-31T20:27:04.326167] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCC'. [2025-12-31T20:27:04.326739] [INFO ] [FORECASTER] Starting predict_future for MRCC [2025-12-31T20:27:04.327710] [DEBUG] [LOCAL ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt [2025-12-31T20:27:04.327766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:04.327801] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:04.327829] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:04.327887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:04.387389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:04.388423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:04.388533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:04.388597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:04.512674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:04.512846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:04.512907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:04.512938] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:04.516495] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=15.21%) [2025-12-31T20:27:04.516818] [INFO ] [FORECASTER] Completed predict_future for MRCC [2025-12-31T20:27:04.516963] [INFO ] [sig ] MRCC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:04.720518] [INFO ] [LOCAL ] Saved forecast: MRCC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MRCC.txt [2025-12-31T20:27:04.720698] [INFO ] [sig ] [2095/3534] Completed MRCC in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:04.720738] [INFO ] [sig ] [2096/3534] Forecasting MRCY... [2025-12-31T20:27:04.720768] [INFO ] [sig ] Generating forecast for: MRCY [2025-12-31T20:27:04.720801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'. [2025-12-31T20:27:04.732346] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRCY'. [2025-12-31T20:27:04.732688] [INFO ] [FORECASTER] Starting predict_future for MRCY [2025-12-31T20:27:04.733472] [DEBUG] [LOCAL ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt [2025-12-31T20:27:04.733525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:04.733557] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:04.733613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:04.733678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:04.792340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:04.793148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:04.793229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:04.793264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:04.914338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:04.914499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:04.914539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:04.914569] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:04.918054] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: UP (p=51.56%) [2025-12-31T20:27:04.918347] [INFO ] [FORECASTER] Completed predict_future for MRCY [2025-12-31T20:27:04.918476] [INFO ] [sig ] MRCY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:05.063632] [INFO ] [LOCAL ] Saved forecast: MRCY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MRCY.txt [2025-12-31T20:27:05.063821] [INFO ] [sig ] [2096/3534] Completed MRCY in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:05.063867] [INFO ] [sig ] [2097/3534] Forecasting MRK... [2025-12-31T20:27:05.063897] [INFO ] [sig ] Generating forecast for: MRK [2025-12-31T20:27:05.063928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'. [2025-12-31T20:27:05.075776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRK'. [2025-12-31T20:27:05.076168] [INFO ] [FORECASTER] Starting predict_future for MRK [2025-12-31T20:27:05.077023] [DEBUG] [LOCAL ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt [2025-12-31T20:27:05.077078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:05.077112] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:05.077139] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:05.077197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:05.135723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:05.136629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:05.136719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:05.136753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:05.262317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:05.262479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:05.262519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:05.262548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:05.266155] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=28.60%) [2025-12-31T20:27:05.266467] [INFO ] [FORECASTER] Completed predict_future for MRK [2025-12-31T20:27:05.266622] [INFO ] [sig ] MRK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:05.410353] [INFO ] [LOCAL ] Saved forecast: MRK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MRK.txt [2025-12-31T20:27:05.410503] [INFO ] [sig ] [2097/3534] Completed MRK in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:05.410542] [INFO ] [sig ] [2098/3534] Forecasting MRM... [2025-12-31T20:27:05.410589] [INFO ] [sig ] Generating forecast for: MRM [2025-12-31T20:27:05.410623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'. [2025-12-31T20:27:05.421720] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRM'. [2025-12-31T20:27:05.422040] [INFO ] [FORECASTER] Starting predict_future for MRM [2025-12-31T20:27:05.422865] [DEBUG] [LOCAL ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt [2025-12-31T20:27:05.422919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:05.422952] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:05.422979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:05.423036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:05.484609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:05.485538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:05.485636] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:05.485672] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:05.604160] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:05.604323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:05.604363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:05.604391] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:05.607780] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: DOWN (p=2.13%) [2025-12-31T20:27:05.608066] [INFO ] [FORECASTER] Completed predict_future for MRM [2025-12-31T20:27:05.608192] [INFO ] [sig ] MRM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:05.748879] [INFO ] [LOCAL ] Saved forecast: MRM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MRM.txt [2025-12-31T20:27:05.749013] [INFO ] [sig ] [2098/3534] Completed MRM in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:05.749055] [INFO ] [sig ] [2099/3534] Forecasting MRNA... [2025-12-31T20:27:05.749084] [INFO ] [sig ] Generating forecast for: MRNA [2025-12-31T20:27:05.749115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'. [2025-12-31T20:27:05.760146] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRNA'. [2025-12-31T20:27:05.760429] [INFO ] [FORECASTER] Starting predict_future for MRNA [2025-12-31T20:27:05.761196] [DEBUG] [LOCAL ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt [2025-12-31T20:27:05.761248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:05.761290] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:05.761318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:05.761376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:05.817054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:05.817710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:05.817787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:05.817819] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:05.935183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:05.935334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:05.935373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:05.935401] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:05.938734] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: UP (p=54.21%) [2025-12-31T20:27:05.939003] [INFO ] [FORECASTER] Completed predict_future for MRNA [2025-12-31T20:27:05.939124] [INFO ] [sig ] MRNA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:06.078633] [INFO ] [LOCAL ] Saved forecast: MRNA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MRNA.txt [2025-12-31T20:27:06.078774] [INFO ] [sig ] [2099/3534] Completed MRNA in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:06.078813] [INFO ] [sig ] [2100/3534] Forecasting MRSN... [2025-12-31T20:27:06.078843] [INFO ] [sig ] Generating forecast for: MRSN [2025-12-31T20:27:06.078874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'. [2025-12-31T20:27:06.089676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRSN'. [2025-12-31T20:27:06.089975] [INFO ] [FORECASTER] Starting predict_future for MRSN [2025-12-31T20:27:06.090761] [DEBUG] [LOCAL ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt [2025-12-31T20:27:06.090812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:06.090844] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:06.090871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:06.090929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:06.148686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:06.149535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:06.149666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:06.149701] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:06.284995] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:06.285170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:06.285218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:06.285249] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:06.288876] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=6.79%) [2025-12-31T20:27:06.289199] [INFO ] [FORECASTER] Completed predict_future for MRSN [2025-12-31T20:27:06.289358] [INFO ] [sig ] MRSN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:06.428247] [INFO ] [LOCAL ] Saved forecast: MRSN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MRSN.txt [2025-12-31T20:27:06.428393] [INFO ] [sig ] [2100/3534] Completed MRSN in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:06.428433] [INFO ] [sig ] [2101/3534] Forecasting MRTN... [2025-12-31T20:27:06.428463] [INFO ] [sig ] Generating forecast for: MRTN [2025-12-31T20:27:06.428493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'. [2025-12-31T20:27:06.439940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRTN'. [2025-12-31T20:27:06.440234] [INFO ] [FORECASTER] Starting predict_future for MRTN [2025-12-31T20:27:06.441030] [DEBUG] [LOCAL ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt [2025-12-31T20:27:06.441085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:06.441117] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:06.441144] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:06.441204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:06.500278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:06.501166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:06.501250] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:06.501283] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:06.617512] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:06.617688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:06.617728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:06.617758] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:06.621168] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=43.86%) [2025-12-31T20:27:06.621453] [INFO ] [FORECASTER] Completed predict_future for MRTN [2025-12-31T20:27:06.621593] [INFO ] [sig ] MRTN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:06.760969] [INFO ] [LOCAL ] Saved forecast: MRTN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MRTN.txt [2025-12-31T20:27:06.761095] [INFO ] [sig ] [2101/3534] Completed MRTN in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:06.761136] [INFO ] [sig ] [2102/3534] Forecasting MRVI... [2025-12-31T20:27:06.761164] [INFO ] [sig ] Generating forecast for: MRVI [2025-12-31T20:27:06.761195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'. [2025-12-31T20:27:06.775046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVI'. [2025-12-31T20:27:06.775563] [INFO ] [FORECASTER] Starting predict_future for MRVI [2025-12-31T20:27:06.776586] [DEBUG] [LOCAL ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt [2025-12-31T20:27:06.776642] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:06.776677] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:06.776704] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:06.776764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:06.835484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:06.836806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:06.836913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:06.836947] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:06.970778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:06.970958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:06.970999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:06.971028] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:06.974486] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=67.66%) [2025-12-31T20:27:06.974777] [INFO ] [FORECASTER] Completed predict_future for MRVI [2025-12-31T20:27:06.974904] [INFO ] [sig ] MRVI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:07.121978] [INFO ] [LOCAL ] Saved forecast: MRVI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MRVI.txt [2025-12-31T20:27:07.122149] [INFO ] [sig ] [2102/3534] Completed MRVI in 0.4s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:07.122191] [INFO ] [sig ] [2103/3534] Forecasting MRVL... [2025-12-31T20:27:07.122230] [INFO ] [sig ] Generating forecast for: MRVL [2025-12-31T20:27:07.122262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'. [2025-12-31T20:27:07.134294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRVL'. [2025-12-31T20:27:07.134642] [INFO ] [FORECASTER] Starting predict_future for MRVL [2025-12-31T20:27:07.135423] [DEBUG] [LOCAL ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt [2025-12-31T20:27:07.135477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:07.135512] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:07.135541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:07.135625] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:07.192639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:07.193492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:07.193597] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:07.193631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:07.308810] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:07.308969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:07.309009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:07.309038] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:07.312438] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=96.93%) [2025-12-31T20:27:07.312741] [INFO ] [FORECASTER] Completed predict_future for MRVL [2025-12-31T20:27:07.312865] [INFO ] [sig ] MRVL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:07.455794] [INFO ] [LOCAL ] Saved forecast: MRVL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MRVL.txt [2025-12-31T20:27:07.455972] [INFO ] [sig ] [2103/3534] Completed MRVL in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:07.456015] [INFO ] [sig ] [2104/3534] Forecasting MRX... [2025-12-31T20:27:07.456046] [INFO ] [sig ] Generating forecast for: MRX [2025-12-31T20:27:07.456078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'. [2025-12-31T20:27:07.467282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MRX'. [2025-12-31T20:27:07.467616] [INFO ] [FORECASTER] Starting predict_future for MRX [2025-12-31T20:27:07.468395] [DEBUG] [LOCAL ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt [2025-12-31T20:27:07.468448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:07.468480] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:07.468509] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:07.468605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:07.524757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:07.525530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:07.525631] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:07.525667] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:07.646736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:07.646910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:07.646950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:07.646979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:07.650426] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=6.38%) [2025-12-31T20:27:07.650727] [INFO ] [FORECASTER] Completed predict_future for MRX [2025-12-31T20:27:07.650849] [INFO ] [sig ] MRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:07.794433] [INFO ] [LOCAL ] Saved forecast: MRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MRX.txt [2025-12-31T20:27:07.794616] [INFO ] [sig ] [2104/3534] Completed MRX in 0.3s | 2.91 sym/s | Total: 12.0m | ETA: 8.2m [2025-12-31T20:27:07.794658] [INFO ] [sig ] [2105/3534] Forecasting MS... [2025-12-31T20:27:07.794689] [INFO ] [sig ] Generating forecast for: MS [2025-12-31T20:27:07.794719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'. [2025-12-31T20:27:07.806996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MS'. [2025-12-31T20:27:07.807376] [INFO ] [FORECASTER] Starting predict_future for MS [2025-12-31T20:27:07.808213] [DEBUG] [LOCAL ] No optimal features file found for MS: ./output/feature-sets/MS.txt [2025-12-31T20:27:07.808267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:07.808299] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:07.808327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:07.808389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:07.866777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:07.867680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:07.867768] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:07.867802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:07.991663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:07.991839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:07.991889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:07.991929] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:07.996202] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=27.42%) [2025-12-31T20:27:07.996504] [INFO ] [FORECASTER] Completed predict_future for MS [2025-12-31T20:27:07.996654] [INFO ] [sig ] MS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:08.139186] [INFO ] [LOCAL ] Saved forecast: MS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MS.txt [2025-12-31T20:27:08.139342] [INFO ] [sig ] [2105/3534] Completed MS in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.2m [2025-12-31T20:27:08.139383] [INFO ] [sig ] [2106/3534] Forecasting MSA... [2025-12-31T20:27:08.139413] [INFO ] [sig ] Generating forecast for: MSA [2025-12-31T20:27:08.139444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-12-31T20:27:08.151321] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSA'. [2025-12-31T20:27:08.151831] [INFO ] [FORECASTER] Starting predict_future for MSA [2025-12-31T20:27:08.152768] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-12-31T20:27:08.152819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:08.152852] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:08.152879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:08.152936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:08.209887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:08.210501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:08.210594] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:08.210629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:08.334807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:08.334978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:08.335024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:08.335077] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:08.338510] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=76.88%) [2025-12-31T20:27:08.338796] [INFO ] [FORECASTER] Completed predict_future for MSA [2025-12-31T20:27:08.338916] [INFO ] [sig ] MSA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:08.479289] [INFO ] [LOCAL ] Saved forecast: MSA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MSA.txt [2025-12-31T20:27:08.479432] [INFO ] [sig ] [2106/3534] Completed MSA in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.2m [2025-12-31T20:27:08.479472] [INFO ] [sig ] [2107/3534] Forecasting MSB... [2025-12-31T20:27:08.479501] [INFO ] [sig ] Generating forecast for: MSB [2025-12-31T20:27:08.479530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-12-31T20:27:08.492196] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSB'. [2025-12-31T20:27:08.492728] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-12-31T20:27:08.493870] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-12-31T20:27:08.493927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:08.493998] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:08.494038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:08.494117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:08.553068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:08.553752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:08.553833] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:08.553866] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:08.680107] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:08.680265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:08.680305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:08.680333] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:08.684188] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=17.24%) [2025-12-31T20:27:08.684680] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-12-31T20:27:08.684813] [INFO ] [sig ] MSB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:08.829638] [INFO ] [LOCAL ] Saved forecast: MSB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MSB.txt [2025-12-31T20:27:08.829802] [INFO ] [sig ] [2107/3534] Completed MSB in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.2m [2025-12-31T20:27:08.829842] [INFO ] [sig ] [2108/3534] Forecasting MSBI... [2025-12-31T20:27:08.829872] [INFO ] [sig ] Generating forecast for: MSBI [2025-12-31T20:27:08.829902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'. [2025-12-31T20:27:08.845292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSBI'. [2025-12-31T20:27:08.845929] [INFO ] [FORECASTER] Starting predict_future for MSBI [2025-12-31T20:27:08.847136] [DEBUG] [LOCAL ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt [2025-12-31T20:27:08.847192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:08.847227] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:08.847256] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:08.847320] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:08.912380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:08.913433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:08.913526] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:08.913596] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:09.045290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:09.045459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:09.045503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:09.045533] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:09.049045] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=41.35%) [2025-12-31T20:27:09.049373] [INFO ] [FORECASTER] Completed predict_future for MSBI [2025-12-31T20:27:09.049511] [INFO ] [sig ] MSBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:09.212739] [INFO ] [LOCAL ] Saved forecast: MSBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MSBI.txt [2025-12-31T20:27:09.212970] [INFO ] [sig ] [2108/3534] Completed MSBI in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.2m [2025-12-31T20:27:09.213032] [INFO ] [sig ] [2109/3534] Forecasting MSCI... [2025-12-31T20:27:09.213080] [INFO ] [sig ] Generating forecast for: MSCI [2025-12-31T20:27:09.213128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-12-31T20:27:09.227389] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSCI'. [2025-12-31T20:27:09.227872] [INFO ] [FORECASTER] Starting predict_future for MSCI [2025-12-31T20:27:09.228763] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-12-31T20:27:09.228817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:09.228852] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:09.228878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:09.228936] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:09.289193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:09.290180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:09.290283] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:09.290318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:09.418352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:09.418520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:09.418563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:09.418612] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:09.422146] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-12-31T20:27:09.422445] [INFO ] [FORECASTER] Completed predict_future for MSCI [2025-12-31T20:27:09.422597] [INFO ] [sig ] MSCI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:09.580338] [INFO ] [LOCAL ] Saved forecast: MSCI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MSCI.txt [2025-12-31T20:27:09.580607] [INFO ] [sig ] [2109/3534] Completed MSCI in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.2m [2025-12-31T20:27:09.580679] [INFO ] [sig ] [2110/3534] Forecasting MSD... [2025-12-31T20:27:09.580728] [INFO ] [sig ] Generating forecast for: MSD [2025-12-31T20:27:09.580777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-12-31T20:27:09.599491] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSD'. [2025-12-31T20:27:09.600251] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-12-31T20:27:09.601657] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-12-31T20:27:09.601726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:09.601769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:09.601804] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:09.601914] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:09.688315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:09.689639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:09.689763] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:09.689802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:09.866017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:09.866302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:09.866354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:09.866430] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:09.871479] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=23.38%) [2025-12-31T20:27:09.872087] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-12-31T20:27:09.872294] [INFO ] [sig ] MSD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:10.073872] [INFO ] [LOCAL ] Saved forecast: MSD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MSD.txt [2025-12-31T20:27:10.074169] [INFO ] [sig ] [2110/3534] Completed MSD in 0.5s | 2.91 sym/s | Total: 12.1m | ETA: 8.2m [2025-12-31T20:27:10.074243] [INFO ] [sig ] [2111/3534] Forecasting MSEX... [2025-12-31T20:27:10.074294] [INFO ] [sig ] Generating forecast for: MSEX [2025-12-31T20:27:10.074350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'. [2025-12-31T20:27:10.323176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSEX'. [2025-12-31T20:27:10.323774] [INFO ] [FORECASTER] Starting predict_future for MSEX [2025-12-31T20:27:10.324750] [DEBUG] [LOCAL ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt [2025-12-31T20:27:10.324806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:10.324842] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:10.324869] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:10.324929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:10.395624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:10.396791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:10.396901] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:10.396937] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:10.527880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:10.528110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:10.528155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:10.528184] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:10.532192] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: DOWN (p=29.70%) [2025-12-31T20:27:10.532507] [INFO ] [FORECASTER] Completed predict_future for MSEX [2025-12-31T20:27:10.532666] [INFO ] [sig ] MSEX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:10.680401] [INFO ] [LOCAL ] Saved forecast: MSEX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MSEX.txt [2025-12-31T20:27:10.680647] [INFO ] [sig ] [2111/3534] Completed MSEX in 0.6s | 2.91 sym/s | Total: 12.1m | ETA: 8.2m [2025-12-31T20:27:10.680697] [INFO ] [sig ] [2112/3534] Forecasting MSFD... [2025-12-31T20:27:10.680729] [INFO ] [sig ] Generating forecast for: MSFD [2025-12-31T20:27:10.680763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'. [2025-12-31T20:27:10.696711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFD'. [2025-12-31T20:27:10.697164] [INFO ] [FORECASTER] Starting predict_future for MSFD [2025-12-31T20:27:10.698210] [DEBUG] [LOCAL ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt [2025-12-31T20:27:10.698265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:10.698300] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:10.698328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:10.698391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:10.759836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:10.761152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:10.761258] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:10.761294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:10.882819] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:10.883061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:10.883112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:10.883148] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:10.887081] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=88.79%) [2025-12-31T20:27:10.887412] [INFO ] [FORECASTER] Completed predict_future for MSFD [2025-12-31T20:27:10.887562] [INFO ] [sig ] MSFD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:11.031808] [INFO ] [LOCAL ] Saved forecast: MSFD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MSFD.txt [2025-12-31T20:27:11.032031] [INFO ] [sig ] [2112/3534] Completed MSFD in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:11.032072] [INFO ] [sig ] [2113/3534] Forecasting MSFL... [2025-12-31T20:27:11.032106] [INFO ] [sig ] Generating forecast for: MSFL [2025-12-31T20:27:11.032141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'. [2025-12-31T20:27:11.046404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSFL'. [2025-12-31T20:27:11.046835] [INFO ] [FORECASTER] Starting predict_future for MSFL [2025-12-31T20:27:11.047768] [DEBUG] [LOCAL ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt [2025-12-31T20:27:11.047824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:11.047858] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:11.047885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:11.047947] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:11.107008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:11.108235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:11.108338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:11.108372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:11.231637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:11.231863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:11.231907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:11.231935] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:11.235719] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=67.05%) [2025-12-31T20:27:11.236021] [INFO ] [FORECASTER] Completed predict_future for MSFL [2025-12-31T20:27:11.236154] [INFO ] [sig ] MSFL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:11.378360] [INFO ] [LOCAL ] Saved forecast: MSFL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MSFL.txt [2025-12-31T20:27:11.378548] [INFO ] [sig ] [2113/3534] Completed MSFL in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:11.378613] [INFO ] [sig ] [2114/3534] Forecasting MSGE... [2025-12-31T20:27:11.378647] [INFO ] [sig ] Generating forecast for: MSGE [2025-12-31T20:27:11.378690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-12-31T20:27:11.393402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGE'. [2025-12-31T20:27:11.394033] [INFO ] [FORECASTER] Starting predict_future for MSGE [2025-12-31T20:27:11.395157] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-12-31T20:27:11.395210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:11.395271] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:11.395298] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:11.395357] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:11.454647] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:11.455722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:11.455817] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:11.455850] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:11.580795] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:11.581021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:11.581065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:11.581095] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:11.585160] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=71.56%) [2025-12-31T20:27:11.585641] [INFO ] [FORECASTER] Completed predict_future for MSGE [2025-12-31T20:27:11.585809] [INFO ] [sig ] MSGE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:11.736550] [INFO ] [LOCAL ] Saved forecast: MSGE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MSGE.txt [2025-12-31T20:27:11.736835] [INFO ] [sig ] [2114/3534] Completed MSGE in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:11.736907] [INFO ] [sig ] [2115/3534] Forecasting MSGM... [2025-12-31T20:27:11.736954] [INFO ] [sig ] Generating forecast for: MSGM [2025-12-31T20:27:11.737004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'. [2025-12-31T20:27:11.752880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGM'. [2025-12-31T20:27:11.753519] [INFO ] [FORECASTER] Starting predict_future for MSGM [2025-12-31T20:27:11.754831] [DEBUG] [LOCAL ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt [2025-12-31T20:27:11.754888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:11.754926] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:11.754967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:11.755050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:11.832606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:11.833741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:11.833845] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:11.833878] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:11.948681] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:11.948923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:11.948967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:11.948996] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:11.952948] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=49.44%) [2025-12-31T20:27:11.953268] [INFO ] [FORECASTER] Completed predict_future for MSGM [2025-12-31T20:27:11.953410] [INFO ] [sig ] MSGM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:12.099222] [INFO ] [LOCAL ] Saved forecast: MSGM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MSGM.txt [2025-12-31T20:27:12.099469] [INFO ] [sig ] [2115/3534] Completed MSGM in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:12.099517] [INFO ] [sig ] [2116/3534] Forecasting MSGS... [2025-12-31T20:27:12.099549] [INFO ] [sig ] Generating forecast for: MSGS [2025-12-31T20:27:12.099602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-12-31T20:27:12.114122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSGS'. [2025-12-31T20:27:12.114869] [INFO ] [FORECASTER] Starting predict_future for MSGS [2025-12-31T20:27:12.115843] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-12-31T20:27:12.115899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:12.115933] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:12.115962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:12.116024] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:12.177208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:12.178369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:12.178473] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:12.178509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:12.304673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:12.304907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:12.304995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:12.305030] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:12.309101] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=83.62%) [2025-12-31T20:27:12.309514] [INFO ] [FORECASTER] Completed predict_future for MSGS [2025-12-31T20:27:12.309688] [INFO ] [sig ] MSGS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:12.467514] [INFO ] [LOCAL ] Saved forecast: MSGS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MSGS.txt [2025-12-31T20:27:12.467941] [INFO ] [sig ] [2116/3534] Completed MSGS in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:12.467988] [INFO ] [sig ] [2117/3534] Forecasting MSI... [2025-12-31T20:27:12.468019] [INFO ] [sig ] Generating forecast for: MSI [2025-12-31T20:27:12.468053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'. [2025-12-31T20:27:12.482020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSI'. [2025-12-31T20:27:12.482584] [INFO ] [FORECASTER] Starting predict_future for MSI [2025-12-31T20:27:12.483496] [DEBUG] [LOCAL ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt [2025-12-31T20:27:12.483550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:12.483790] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:12.483819] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:12.483878] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:12.545233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:12.546419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:12.546564] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:12.546618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:12.674325] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:12.674561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:12.674628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:12.674662] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:12.679211] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=10.26%) [2025-12-31T20:27:12.679557] [INFO ] [FORECASTER] Completed predict_future for MSI [2025-12-31T20:27:12.679721] [INFO ] [sig ] MSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:12.837485] [INFO ] [LOCAL ] Saved forecast: MSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MSI.txt [2025-12-31T20:27:12.837710] [INFO ] [sig ] [2117/3534] Completed MSI in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:12.837755] [INFO ] [sig ] [2118/3534] Forecasting MSM... [2025-12-31T20:27:12.837787] [INFO ] [sig ] Generating forecast for: MSM [2025-12-31T20:27:12.837819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-12-31T20:27:12.851589] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSM'. [2025-12-31T20:27:12.852019] [INFO ] [FORECASTER] Starting predict_future for MSM [2025-12-31T20:27:12.852927] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-12-31T20:27:12.852981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:12.853013] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:12.853040] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:12.853099] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:12.915961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:12.917141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:12.917238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:12.917272] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:13.036359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:13.036524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:13.036564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:13.036614] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:13.040014] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=87.03%) [2025-12-31T20:27:13.040283] [INFO ] [FORECASTER] Completed predict_future for MSM [2025-12-31T20:27:13.040408] [INFO ] [sig ] MSM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:13.185595] [INFO ] [LOCAL ] Saved forecast: MSM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MSM.txt [2025-12-31T20:27:13.185780] [INFO ] [sig ] [2118/3534] Completed MSM in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:13.185826] [INFO ] [sig ] [2119/3534] Forecasting MSTX... [2025-12-31T20:27:13.185859] [INFO ] [sig ] Generating forecast for: MSTX [2025-12-31T20:27:13.185892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'. [2025-12-31T20:27:13.199615] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MSTX'. [2025-12-31T20:27:13.200084] [INFO ] [FORECASTER] Starting predict_future for MSTX [2025-12-31T20:27:13.201121] [DEBUG] [LOCAL ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt [2025-12-31T20:27:13.201178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:13.201218] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:13.201257] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:13.201333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:13.260570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:13.261766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:13.261877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:13.261912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:13.389401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:13.389681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:13.389732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:13.389761] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:13.393812] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=44.93%) [2025-12-31T20:27:13.394129] [INFO ] [FORECASTER] Completed predict_future for MSTX [2025-12-31T20:27:13.394273] [INFO ] [sig ] MSTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:13.537129] [INFO ] [LOCAL ] Saved forecast: MSTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MSTX.txt [2025-12-31T20:27:13.537310] [INFO ] [sig ] [2119/3534] Completed MSTX in 0.4s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:13.537354] [INFO ] [sig ] [2120/3534] Forecasting MTB... [2025-12-31T20:27:13.537383] [INFO ] [sig ] Generating forecast for: MTB [2025-12-31T20:27:13.537414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-12-31T20:27:13.550318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTB'. [2025-12-31T20:27:13.550757] [INFO ] [FORECASTER] Starting predict_future for MTB [2025-12-31T20:27:13.551676] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-12-31T20:27:13.551729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:13.551762] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:13.551789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:13.551848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:13.608928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:13.610066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:13.610163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:13.610195] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:13.734466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:13.734711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:13.734757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:13.734786] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:13.738915] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=52.64%) [2025-12-31T20:27:13.739323] [INFO ] [FORECASTER] Completed predict_future for MTB [2025-12-31T20:27:13.739496] [INFO ] [sig ] MTB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:13.880295] [INFO ] [LOCAL ] Saved forecast: MTB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTB.txt [2025-12-31T20:27:13.880508] [INFO ] [sig ] [2120/3534] Completed MTB in 0.3s | 2.91 sym/s | Total: 12.1m | ETA: 8.1m [2025-12-31T20:27:13.880552] [INFO ] [sig ] [2121/3534] Forecasting MTCH... [2025-12-31T20:27:13.880601] [INFO ] [sig ] Generating forecast for: MTCH [2025-12-31T20:27:13.880636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'. [2025-12-31T20:27:13.893661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTCH'. [2025-12-31T20:27:13.894185] [INFO ] [FORECASTER] Starting predict_future for MTCH [2025-12-31T20:27:13.895139] [DEBUG] [LOCAL ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt [2025-12-31T20:27:13.895198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:13.895239] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:13.895275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:13.895347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:13.955871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:13.957124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:13.957223] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:13.957265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:14.083749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:14.083921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:14.083963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:14.083991] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:14.087676] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=98.88%) [2025-12-31T20:27:14.087974] [INFO ] [FORECASTER] Completed predict_future for MTCH [2025-12-31T20:27:14.088112] [INFO ] [sig ] MTCH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:14.236115] [INFO ] [LOCAL ] Saved forecast: MTCH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTCH.txt [2025-12-31T20:27:14.236289] [INFO ] [sig ] [2121/3534] Completed MTCH in 0.4s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:14.236332] [INFO ] [sig ] [2122/3534] Forecasting MTD... [2025-12-31T20:27:14.236361] [INFO ] [sig ] Generating forecast for: MTD [2025-12-31T20:27:14.236398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-12-31T20:27:14.248472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTD'. [2025-12-31T20:27:14.248888] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-12-31T20:27:14.249762] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-12-31T20:27:14.249817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:14.249851] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:14.249879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:14.249941] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:14.314143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:14.315191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:14.315286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:14.315322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:14.435981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:14.436156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:14.436208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:14.436248] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:14.439877] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=62.82%) [2025-12-31T20:27:14.440176] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-12-31T20:27:14.440324] [INFO ] [sig ] MTD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:14.583763] [INFO ] [LOCAL ] Saved forecast: MTD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTD.txt [2025-12-31T20:27:14.583903] [INFO ] [sig ] [2122/3534] Completed MTD in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:14.583944] [INFO ] [sig ] [2123/3534] Forecasting MTG... [2025-12-31T20:27:14.583975] [INFO ] [sig ] Generating forecast for: MTG [2025-12-31T20:27:14.584005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-12-31T20:27:14.596362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTG'. [2025-12-31T20:27:14.596714] [INFO ] [FORECASTER] Starting predict_future for MTG [2025-12-31T20:27:14.597590] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-12-31T20:27:14.597683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:14.597719] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:14.597747] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:14.597805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:14.656169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:14.657168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:14.657279] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:14.657318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:14.781460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:14.781650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:14.781695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:14.781726] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:14.785223] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=19.57%) [2025-12-31T20:27:14.785502] [INFO ] [FORECASTER] Completed predict_future for MTG [2025-12-31T20:27:14.785643] [INFO ] [sig ] MTG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:14.926146] [INFO ] [LOCAL ] Saved forecast: MTG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MTG.txt [2025-12-31T20:27:14.926290] [INFO ] [sig ] [2123/3534] Completed MTG in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:14.926332] [INFO ] [sig ] [2124/3534] Forecasting MTH... [2025-12-31T20:27:14.926361] [INFO ] [sig ] Generating forecast for: MTH [2025-12-31T20:27:14.926392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-12-31T20:27:14.938101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTH'. [2025-12-31T20:27:14.938416] [INFO ] [FORECASTER] Starting predict_future for MTH [2025-12-31T20:27:14.939219] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-12-31T20:27:14.939291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:14.939351] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:14.939380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:14.939442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:14.997384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:14.998144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:14.998225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:14.998259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:15.119284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:15.119484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:15.119526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:15.119556] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:15.123239] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=83.31%) [2025-12-31T20:27:15.123527] [INFO ] [FORECASTER] Completed predict_future for MTH [2025-12-31T20:27:15.123682] [INFO ] [sig ] MTH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:15.267851] [INFO ] [LOCAL ] Saved forecast: MTH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTH.txt [2025-12-31T20:27:15.268023] [INFO ] [sig ] [2124/3534] Completed MTH in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:15.268067] [INFO ] [sig ] [2125/3534] Forecasting MTLS... [2025-12-31T20:27:15.268097] [INFO ] [sig ] Generating forecast for: MTLS [2025-12-31T20:27:15.268127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'. [2025-12-31T20:27:15.280463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTLS'. [2025-12-31T20:27:15.280831] [INFO ] [FORECASTER] Starting predict_future for MTLS [2025-12-31T20:27:15.281633] [DEBUG] [LOCAL ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt [2025-12-31T20:27:15.281687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:15.281720] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:15.281748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:15.281808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:15.341248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:15.342126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:15.342210] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:15.342245] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:15.462909] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:15.463077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:15.463117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:15.463147] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:15.466651] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=75.45%) [2025-12-31T20:27:15.466941] [INFO ] [FORECASTER] Completed predict_future for MTLS [2025-12-31T20:27:15.467069] [INFO ] [sig ] MTLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:15.608095] [INFO ] [LOCAL ] Saved forecast: MTLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTLS.txt [2025-12-31T20:27:15.608259] [INFO ] [sig ] [2125/3534] Completed MTLS in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:15.608300] [INFO ] [sig ] [2126/3534] Forecasting MTN... [2025-12-31T20:27:15.608329] [INFO ] [sig ] Generating forecast for: MTN [2025-12-31T20:27:15.608360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-12-31T20:27:15.620366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTN'. [2025-12-31T20:27:15.620784] [INFO ] [FORECASTER] Starting predict_future for MTN [2025-12-31T20:27:15.621624] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-12-31T20:27:15.621678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:15.621713] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:15.621740] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:15.621798] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:15.683126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:15.684003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:15.684086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:15.684121] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:15.807942] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:15.808100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:15.808140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:15.808168] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:15.811774] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: DOWN (p=37.98%) [2025-12-31T20:27:15.812050] [INFO ] [FORECASTER] Completed predict_future for MTN [2025-12-31T20:27:15.812172] [INFO ] [sig ] MTN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:15.953728] [INFO ] [LOCAL ] Saved forecast: MTN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MTN.txt [2025-12-31T20:27:15.953863] [INFO ] [sig ] [2126/3534] Completed MTN in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:15.953911] [INFO ] [sig ] [2127/3534] Forecasting MTRN... [2025-12-31T20:27:15.953941] [INFO ] [sig ] Generating forecast for: MTRN [2025-12-31T20:27:15.953973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-12-31T20:27:15.965544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRN'. [2025-12-31T20:27:15.965855] [INFO ] [FORECASTER] Starting predict_future for MTRN [2025-12-31T20:27:15.966635] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-12-31T20:27:15.966687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:15.966718] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:15.966745] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:15.966802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:16.023731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:16.024479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:16.024566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:16.024617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:16.148559] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:16.148732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:16.148771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:16.148831] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:16.152530] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=15.53%) [2025-12-31T20:27:16.152839] [INFO ] [FORECASTER] Completed predict_future for MTRN [2025-12-31T20:27:16.152968] [INFO ] [sig ] MTRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:16.296596] [INFO ] [LOCAL ] Saved forecast: MTRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MTRN.txt [2025-12-31T20:27:16.296755] [INFO ] [sig ] [2127/3534] Completed MTRN in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:16.296797] [INFO ] [sig ] [2128/3534] Forecasting MTRX... [2025-12-31T20:27:16.296828] [INFO ] [sig ] Generating forecast for: MTRX [2025-12-31T20:27:16.296859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'. [2025-12-31T20:27:16.308943] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTRX'. [2025-12-31T20:27:16.309343] [INFO ] [FORECASTER] Starting predict_future for MTRX [2025-12-31T20:27:16.310223] [DEBUG] [LOCAL ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt [2025-12-31T20:27:16.310286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:16.310320] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:16.310348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:16.310406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:16.370986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:16.371881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:16.371965] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:16.372000] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:16.494473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:16.494663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:16.494706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:16.494739] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:16.498303] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: UP (p=66.92%) [2025-12-31T20:27:16.498623] [INFO ] [FORECASTER] Completed predict_future for MTRX [2025-12-31T20:27:16.498773] [INFO ] [sig ] MTRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:16.641552] [INFO ] [LOCAL ] Saved forecast: MTRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTRX.txt [2025-12-31T20:27:16.641725] [INFO ] [sig ] [2128/3534] Completed MTRX in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.1m [2025-12-31T20:27:16.641768] [INFO ] [sig ] [2129/3534] Forecasting MTSI... [2025-12-31T20:27:16.641799] [INFO ] [sig ] Generating forecast for: MTSI [2025-12-31T20:27:16.641831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'. [2025-12-31T20:27:16.653327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTSI'. [2025-12-31T20:27:16.653677] [INFO ] [FORECASTER] Starting predict_future for MTSI [2025-12-31T20:27:16.654480] [DEBUG] [LOCAL ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt [2025-12-31T20:27:16.654537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:16.654594] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:16.654626] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:16.654686] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:16.714368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:16.715257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:16.715341] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:16.715375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:16.838606] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:16.838761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:16.838802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:16.838832] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:16.842341] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=96.23%) [2025-12-31T20:27:16.842642] [INFO ] [FORECASTER] Completed predict_future for MTSI [2025-12-31T20:27:16.842769] [INFO ] [sig ] MTSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:16.987980] [INFO ] [LOCAL ] Saved forecast: MTSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTSI.txt [2025-12-31T20:27:16.988122] [INFO ] [sig ] [2129/3534] Completed MTSI in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:16.988162] [INFO ] [sig ] [2130/3534] Forecasting MTX... [2025-12-31T20:27:16.988192] [INFO ] [sig ] Generating forecast for: MTX [2025-12-31T20:27:16.988223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-12-31T20:27:16.999224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTX'. [2025-12-31T20:27:16.999610] [INFO ] [FORECASTER] Starting predict_future for MTX [2025-12-31T20:27:17.000422] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-12-31T20:27:17.000476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:17.000509] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:17.000535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:17.000611] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:17.058881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:17.059727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:17.059813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:17.059846] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:17.179664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:17.179820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:17.179877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:17.179908] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:17.183338] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=94.14%) [2025-12-31T20:27:17.183648] [INFO ] [FORECASTER] Completed predict_future for MTX [2025-12-31T20:27:17.183779] [INFO ] [sig ] MTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:17.329036] [INFO ] [LOCAL ] Saved forecast: MTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MTX.txt [2025-12-31T20:27:17.329229] [INFO ] [sig ] [2130/3534] Completed MTX in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:17.329306] [INFO ] [sig ] [2131/3534] Forecasting MTZ... [2025-12-31T20:27:17.329345] [INFO ] [sig ] Generating forecast for: MTZ [2025-12-31T20:27:17.329385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-12-31T20:27:17.343942] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MTZ'. [2025-12-31T20:27:17.344417] [INFO ] [FORECASTER] Starting predict_future for MTZ [2025-12-31T20:27:17.345495] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-12-31T20:27:17.345567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:17.345642] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:17.345685] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:17.345771] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:17.412160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:17.413020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:17.413106] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:17.413141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:17.541618] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:17.541784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:17.541824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:17.541854] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:17.545400] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=47.79%) [2025-12-31T20:27:17.545750] [INFO ] [FORECASTER] Completed predict_future for MTZ [2025-12-31T20:27:17.545889] [INFO ] [sig ] MTZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:17.694334] [INFO ] [LOCAL ] Saved forecast: MTZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MTZ.txt [2025-12-31T20:27:17.694486] [INFO ] [sig ] [2131/3534] Completed MTZ in 0.4s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:17.694527] [INFO ] [sig ] [2132/3534] Forecasting MUA... [2025-12-31T20:27:17.694557] [INFO ] [sig ] Generating forecast for: MUA [2025-12-31T20:27:17.694608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-12-31T20:27:17.705564] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUA'. [2025-12-31T20:27:17.705907] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-12-31T20:27:17.706679] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-12-31T20:27:17.706732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:17.706764] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:17.706792] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:17.706849] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:17.763843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:17.764646] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:17.764743] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:17.764776] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:17.885887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:17.886048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:17.886090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:17.886118] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:17.889566] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=10.22%) [2025-12-31T20:27:17.889860] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-12-31T20:27:17.889985] [INFO ] [sig ] MUA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:18.027470] [INFO ] [LOCAL ] Saved forecast: MUA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MUA.txt [2025-12-31T20:27:18.027620] [INFO ] [sig ] [2132/3534] Completed MUA in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:18.027663] [INFO ] [sig ] [2133/3534] Forecasting MUC... [2025-12-31T20:27:18.027693] [INFO ] [sig ] Generating forecast for: MUC [2025-12-31T20:27:18.027722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-12-31T20:27:18.039327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUC'. [2025-12-31T20:27:18.039644] [INFO ] [FORECASTER] Starting predict_future for MUC [2025-12-31T20:27:18.040402] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-12-31T20:27:18.040454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:18.040485] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:18.040512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:18.040591] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:18.096812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:18.097495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:18.097595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:18.097630] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:18.221494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:18.221689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:18.221730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:18.221759] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:18.225323] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=97.92%) [2025-12-31T20:27:18.225621] [INFO ] [FORECASTER] Completed predict_future for MUC [2025-12-31T20:27:18.225929] [INFO ] [sig ] MUC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:18.366061] [INFO ] [LOCAL ] Saved forecast: MUC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MUC.txt [2025-12-31T20:27:18.366196] [INFO ] [sig ] [2133/3534] Completed MUC in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:18.366235] [INFO ] [sig ] [2134/3534] Forecasting MUE... [2025-12-31T20:27:18.366266] [INFO ] [sig ] Generating forecast for: MUE [2025-12-31T20:27:18.366296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-12-31T20:27:18.377481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUE'. [2025-12-31T20:27:18.377797] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-12-31T20:27:18.378557] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-12-31T20:27:18.378628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:18.378659] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:18.378698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:18.378758] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:18.435336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:18.436146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:18.436259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:18.436292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:18.553093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:18.553250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:18.553290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:18.553318] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:18.556720] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=70.16%) [2025-12-31T20:27:18.556990] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-12-31T20:27:18.557112] [INFO ] [sig ] MUE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:18.697374] [INFO ] [LOCAL ] Saved forecast: MUE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MUE.txt [2025-12-31T20:27:18.697543] [INFO ] [sig ] [2134/3534] Completed MUE in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:18.697602] [INFO ] [sig ] [2135/3534] Forecasting MUFG... [2025-12-31T20:27:18.697635] [INFO ] [sig ] Generating forecast for: MUFG [2025-12-31T20:27:18.697666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-12-31T20:27:18.709888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUFG'. [2025-12-31T20:27:18.710217] [INFO ] [FORECASTER] Starting predict_future for MUFG [2025-12-31T20:27:18.711023] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-12-31T20:27:18.711075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:18.711108] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:18.711134] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:18.711192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:18.768486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:18.769299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:18.769395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:18.769430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:18.892991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:18.893154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:18.893195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:18.893225] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:18.896719] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=56.63%) [2025-12-31T20:27:18.897004] [INFO ] [FORECASTER] Completed predict_future for MUFG [2025-12-31T20:27:18.897132] [INFO ] [sig ] MUFG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:19.035905] [INFO ] [LOCAL ] Saved forecast: MUFG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MUFG.txt [2025-12-31T20:27:19.036065] [INFO ] [sig ] [2135/3534] Completed MUFG in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:19.036105] [INFO ] [sig ] [2136/3534] Forecasting MUJ... [2025-12-31T20:27:19.036135] [INFO ] [sig ] Generating forecast for: MUJ [2025-12-31T20:27:19.036166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-12-31T20:27:19.047978] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUJ'. [2025-12-31T20:27:19.048348] [INFO ] [FORECASTER] Starting predict_future for MUJ [2025-12-31T20:27:19.049387] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-12-31T20:27:19.049445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:19.049477] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:19.049503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:19.049565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:19.107423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:19.108301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:19.108386] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:19.108419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:19.226926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:19.227083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:19.227123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:19.227151] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:19.230540] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=97.48%) [2025-12-31T20:27:19.230835] [INFO ] [FORECASTER] Completed predict_future for MUJ [2025-12-31T20:27:19.230963] [INFO ] [sig ] MUJ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:19.369342] [INFO ] [LOCAL ] Saved forecast: MUJ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MUJ.txt [2025-12-31T20:27:19.369500] [INFO ] [sig ] [2136/3534] Completed MUJ in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:19.369541] [INFO ] [sig ] [2137/3534] Forecasting MUSA... [2025-12-31T20:27:19.369586] [INFO ] [sig ] Generating forecast for: MUSA [2025-12-31T20:27:19.369620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-12-31T20:27:19.381010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUSA'. [2025-12-31T20:27:19.381320] [INFO ] [FORECASTER] Starting predict_future for MUSA [2025-12-31T20:27:19.382089] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-12-31T20:27:19.382141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:19.382172] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:19.382199] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:19.382256] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:19.438558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:19.439483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:19.439569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:19.439627] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:19.560622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:19.560781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:19.560819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:19.560848] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:19.564179] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=14.04%) [2025-12-31T20:27:19.564449] [INFO ] [FORECASTER] Completed predict_future for MUSA [2025-12-31T20:27:19.564587] [INFO ] [sig ] MUSA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:19.704414] [INFO ] [LOCAL ] Saved forecast: MUSA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MUSA.txt [2025-12-31T20:27:19.704644] [INFO ] [sig ] [2137/3534] Completed MUSA in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:19.704687] [INFO ] [sig ] [2138/3534] Forecasting MUX... [2025-12-31T20:27:19.704718] [INFO ] [sig ] Generating forecast for: MUX [2025-12-31T20:27:19.704758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-12-31T20:27:19.716423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MUX'. [2025-12-31T20:27:19.716859] [INFO ] [FORECASTER] Starting predict_future for MUX [2025-12-31T20:27:19.717727] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-12-31T20:27:19.717780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:19.717812] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:19.717838] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:19.717896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:19.776678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:19.777600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:19.777688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:19.777722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:19.902596] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:19.902758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:19.902799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:19.902828] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:19.906258] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=55.38%) [2025-12-31T20:27:19.906542] [INFO ] [FORECASTER] Completed predict_future for MUX [2025-12-31T20:27:19.906692] [INFO ] [sig ] MUX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:20.047030] [INFO ] [LOCAL ] Saved forecast: MUX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MUX.txt [2025-12-31T20:27:20.047175] [INFO ] [sig ] [2138/3534] Completed MUX in 0.3s | 2.91 sym/s | Total: 12.2m | ETA: 8.0m [2025-12-31T20:27:20.047214] [INFO ] [sig ] [2139/3534] Forecasting MVBF... [2025-12-31T20:27:20.047244] [INFO ] [sig ] Generating forecast for: MVBF [2025-12-31T20:27:20.047275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'. [2025-12-31T20:27:20.058292] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVBF'. [2025-12-31T20:27:20.058628] [INFO ] [FORECASTER] Starting predict_future for MVBF [2025-12-31T20:27:20.062724] [DEBUG] [LOCAL ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt [2025-12-31T20:27:20.062792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:20.062827] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:20.062858] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:20.062918] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:20.121924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:20.122818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:20.122911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:20.122946] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:20.239975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:20.240136] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:27:20.240179] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:20.240209] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:20.243658] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=4.58%) [2025-12-31T20:27:20.243941] [INFO ] [FORECASTER] Completed predict_future for MVBF [2025-12-31T20:27:20.244078] [INFO ] [sig ] MVBF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:20.391372] [INFO ] [LOCAL ] Saved forecast: MVBF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MVBF.txt [2025-12-31T20:27:20.391522] [INFO ] [sig ] [2139/3534] Completed MVBF in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:20.391564] [INFO ] [sig ] [2140/3534] Forecasting MVF... [2025-12-31T20:27:20.391616] [INFO ] [sig ] Generating forecast for: MVF [2025-12-31T20:27:20.391662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-12-31T20:27:20.402931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVF'. [2025-12-31T20:27:20.403261] [INFO ] [FORECASTER] Starting predict_future for MVF [2025-12-31T20:27:20.404114] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-12-31T20:27:20.404170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:20.404205] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:20.404234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:20.404293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:20.462472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:20.463362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:20.463448] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:20.463483] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:20.582940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:20.583095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:20.583135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:20.583166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:20.586649] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=91.78%) [2025-12-31T20:27:20.586927] [INFO ] [FORECASTER] Completed predict_future for MVF [2025-12-31T20:27:20.587056] [INFO ] [sig ] MVF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:20.731371] [INFO ] [LOCAL ] Saved forecast: MVF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MVF.txt [2025-12-31T20:27:20.731497] [INFO ] [sig ] [2140/3534] Completed MVF in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:20.731535] [INFO ] [sig ] [2141/3534] Forecasting MVO... [2025-12-31T20:27:20.731565] [INFO ] [sig ] Generating forecast for: MVO [2025-12-31T20:27:20.731614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-12-31T20:27:20.742654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MVO'. [2025-12-31T20:27:20.742976] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-12-31T20:27:20.743789] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-12-31T20:27:20.743842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:20.743900] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:20.743928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:20.743996] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:20.803801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:20.804543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:20.804641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:20.804675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:20.925402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:20.925556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:20.925619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:20.925659] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:20.929203] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=66.54%) [2025-12-31T20:27:20.929498] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-12-31T20:27:20.929654] [INFO ] [sig ] MVO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:21.072383] [INFO ] [LOCAL ] Saved forecast: MVO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MVO.txt [2025-12-31T20:27:21.072511] [INFO ] [sig ] [2141/3534] Completed MVO in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:21.072550] [INFO ] [sig ] [2142/3534] Forecasting MWA... [2025-12-31T20:27:21.072600] [INFO ] [sig ] Generating forecast for: MWA [2025-12-31T20:27:21.072637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-12-31T20:27:21.083644] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MWA'. [2025-12-31T20:27:21.083936] [INFO ] [FORECASTER] Starting predict_future for MWA [2025-12-31T20:27:21.084728] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-12-31T20:27:21.084779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:21.084810] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:21.084836] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:21.084893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:21.144562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:21.145301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:21.145383] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:21.145416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:21.264434] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:21.264604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:21.264651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:21.264680] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:21.268062] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=9.66%) [2025-12-31T20:27:21.268342] [INFO ] [FORECASTER] Completed predict_future for MWA [2025-12-31T20:27:21.268464] [INFO ] [sig ] MWA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:21.408374] [INFO ] [LOCAL ] Saved forecast: MWA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MWA.txt [2025-12-31T20:27:21.408505] [INFO ] [sig ] [2142/3534] Completed MWA in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:21.408544] [INFO ] [sig ] [2143/3534] Forecasting MX... [2025-12-31T20:27:21.408591] [INFO ] [sig ] Generating forecast for: MX [2025-12-31T20:27:21.408626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-12-31T20:27:21.419877] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MX'. [2025-12-31T20:27:21.420185] [INFO ] [FORECASTER] Starting predict_future for MX [2025-12-31T20:27:21.420994] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-12-31T20:27:21.421047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:21.421081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:21.421110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:21.421168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:21.479930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:21.480554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:21.480651] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:21.480685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:21.609939] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:21.610114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:21.610154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:21.610182] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:21.613513] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=97.92%) [2025-12-31T20:27:21.613802] [INFO ] [FORECASTER] Completed predict_future for MX [2025-12-31T20:27:21.613921] [INFO ] [sig ] MX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:21.764559] [INFO ] [LOCAL ] Saved forecast: MX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MX.txt [2025-12-31T20:27:21.764736] [INFO ] [sig ] [2143/3534] Completed MX in 0.4s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:21.764779] [INFO ] [sig ] [2144/3534] Forecasting MXF... [2025-12-31T20:27:21.764809] [INFO ] [sig ] Generating forecast for: MXF [2025-12-31T20:27:21.764842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-12-31T20:27:21.776838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXF'. [2025-12-31T20:27:21.777115] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-12-31T20:27:21.777904] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-12-31T20:27:21.777956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:21.777989] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:21.778017] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:21.778075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:21.837022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:21.837764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:21.837847] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:21.837881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:21.954785] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:21.954938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:21.954978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:21.955008] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:21.958450] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-12-31T20:27:21.958755] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-12-31T20:27:21.958884] [INFO ] [sig ] MXF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:22.098411] [INFO ] [LOCAL ] Saved forecast: MXF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MXF.txt [2025-12-31T20:27:22.098558] [INFO ] [sig ] [2144/3534] Completed MXF in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:22.098619] [INFO ] [sig ] [2145/3534] Forecasting MXL... [2025-12-31T20:27:22.098651] [INFO ] [sig ] Generating forecast for: MXL [2025-12-31T20:27:22.098682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'. [2025-12-31T20:27:22.111115] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MXL'. [2025-12-31T20:27:22.111387] [INFO ] [FORECASTER] Starting predict_future for MXL [2025-12-31T20:27:22.112148] [DEBUG] [LOCAL ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt [2025-12-31T20:27:22.112202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:22.112235] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:22.112263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:22.112321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:22.168887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:22.169527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:22.169621] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:22.169654] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:22.288752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:22.288894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:22.288932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:22.288960] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:22.292271] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=18.68%) [2025-12-31T20:27:22.292536] [INFO ] [FORECASTER] Completed predict_future for MXL [2025-12-31T20:27:22.292681] [INFO ] [sig ] MXL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:22.433871] [INFO ] [LOCAL ] Saved forecast: MXL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MXL.txt [2025-12-31T20:27:22.434032] [INFO ] [sig ] [2145/3534] Completed MXL in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:22.434075] [INFO ] [sig ] [2146/3534] Forecasting MYE... [2025-12-31T20:27:22.434108] [INFO ] [sig ] Generating forecast for: MYE [2025-12-31T20:27:22.434140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-12-31T20:27:22.446024] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYE'. [2025-12-31T20:27:22.446408] [INFO ] [FORECASTER] Starting predict_future for MYE [2025-12-31T20:27:22.447216] [DEBUG] [LOCAL ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt [2025-12-31T20:27:22.447271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:22.447305] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:22.447332] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:22.447402] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:22.506294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:22.507166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:22.507252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:22.507287] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:22.634797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:22.634949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:22.634989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:22.635018] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:22.638373] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=14.92%) [2025-12-31T20:27:22.638664] [INFO ] [FORECASTER] Completed predict_future for MYE [2025-12-31T20:27:22.638795] [INFO ] [sig ] MYE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:22.778077] [INFO ] [LOCAL ] Saved forecast: MYE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MYE.txt [2025-12-31T20:27:22.778211] [INFO ] [sig ] [2146/3534] Completed MYE in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 8.0m [2025-12-31T20:27:22.778251] [INFO ] [sig ] [2147/3534] Forecasting MYGN... [2025-12-31T20:27:22.778280] [INFO ] [sig ] Generating forecast for: MYGN [2025-12-31T20:27:22.778310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'. [2025-12-31T20:27:22.790931] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYGN'. [2025-12-31T20:27:22.791317] [INFO ] [FORECASTER] Starting predict_future for MYGN [2025-12-31T20:27:22.792120] [DEBUG] [LOCAL ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt [2025-12-31T20:27:22.792172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:22.792216] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:22.792243] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:22.792299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:22.849692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:22.850415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:22.850498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:22.850532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:22.971432] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:22.971604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:22.971647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:22.971679] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:22.975073] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=4.23%) [2025-12-31T20:27:22.975351] [INFO ] [FORECASTER] Completed predict_future for MYGN [2025-12-31T20:27:22.975484] [INFO ] [sig ] MYGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:23.114214] [INFO ] [LOCAL ] Saved forecast: MYGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/MYGN.txt [2025-12-31T20:27:23.114347] [INFO ] [sig ] [2147/3534] Completed MYGN in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:23.114389] [INFO ] [sig ] [2148/3534] Forecasting MYI... [2025-12-31T20:27:23.114418] [INFO ] [sig ] Generating forecast for: MYI [2025-12-31T20:27:23.114448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-12-31T20:27:23.126512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYI'. [2025-12-31T20:27:23.126884] [INFO ] [FORECASTER] Starting predict_future for MYI [2025-12-31T20:27:23.127703] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-12-31T20:27:23.127756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:23.127790] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:23.127816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:23.127876] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:23.186213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:23.186893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:23.186973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:23.187007] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:23.304703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:23.304856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:23.304896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:23.304925] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:23.308256] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=92.38%) [2025-12-31T20:27:23.308525] [INFO ] [FORECASTER] Completed predict_future for MYI [2025-12-31T20:27:23.308668] [INFO ] [sig ] MYI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:23.447082] [INFO ] [LOCAL ] Saved forecast: MYI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MYI.txt [2025-12-31T20:27:23.447242] [INFO ] [sig ] [2148/3534] Completed MYI in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:23.447284] [INFO ] [sig ] [2149/3534] Forecasting MYN... [2025-12-31T20:27:23.447316] [INFO ] [sig ] Generating forecast for: MYN [2025-12-31T20:27:23.447346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-12-31T20:27:23.458767] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYN'. [2025-12-31T20:27:23.459142] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-12-31T20:27:23.459969] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-12-31T20:27:23.460022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:23.460055] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:23.460082] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:23.460140] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:23.517345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:23.518247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:23.518337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:23.518372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:23.640360] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:23.640519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:23.640559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:23.640605] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:23.643904] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=61.56%) [2025-12-31T20:27:23.644172] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-12-31T20:27:23.644291] [INFO ] [sig ] MYN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:23.781787] [INFO ] [LOCAL ] Saved forecast: MYN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MYN.txt [2025-12-31T20:27:23.781911] [INFO ] [sig ] [2149/3534] Completed MYN in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:23.781957] [INFO ] [sig ] [2150/3534] Forecasting MYRG... [2025-12-31T20:27:23.781988] [INFO ] [sig ] Generating forecast for: MYRG [2025-12-31T20:27:23.782016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'. [2025-12-31T20:27:23.793317] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'MYRG'. [2025-12-31T20:27:23.793614] [INFO ] [FORECASTER] Starting predict_future for MYRG [2025-12-31T20:27:23.794371] [DEBUG] [LOCAL ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt [2025-12-31T20:27:23.794422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:23.794453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:23.794480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:23.794537] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:23.850219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:23.850837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:23.850913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:23.850945] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:23.966994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:23.967144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:23.967184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:23.967211] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:23.970666] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=99.01%) [2025-12-31T20:27:23.970945] [INFO ] [FORECASTER] Completed predict_future for MYRG [2025-12-31T20:27:23.971069] [INFO ] [sig ] MYRG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:24.108870] [INFO ] [LOCAL ] Saved forecast: MYRG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/MYRG.txt [2025-12-31T20:27:24.109012] [INFO ] [sig ] [2150/3534] Completed MYRG in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:24.109058] [INFO ] [sig ] [2151/3534] Forecasting NA... [2025-12-31T20:27:24.109088] [INFO ] [sig ] Generating forecast for: NA [2025-12-31T20:27:24.109118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'. [2025-12-31T20:27:24.120210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NA'. [2025-12-31T20:27:24.120504] [INFO ] [FORECASTER] Starting predict_future for NA [2025-12-31T20:27:24.121274] [DEBUG] [LOCAL ] No optimal features file found for NA: ./output/feature-sets/NA.txt [2025-12-31T20:27:24.121325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:24.121356] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:24.121383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:24.121439] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:24.177537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:24.178228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:24.178334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:24.178368] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:24.297143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:24.297290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:24.297329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:24.297358] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:24.300706] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=77.59%) [2025-12-31T20:27:24.300974] [INFO ] [FORECASTER] Completed predict_future for NA [2025-12-31T20:27:24.301094] [INFO ] [sig ] NA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:24.439069] [INFO ] [LOCAL ] Saved forecast: NA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NA.txt [2025-12-31T20:27:24.439193] [INFO ] [sig ] [2151/3534] Completed NA in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:24.439233] [INFO ] [sig ] [2152/3534] Forecasting NAAS... [2025-12-31T20:27:24.439278] [INFO ] [sig ] Generating forecast for: NAAS [2025-12-31T20:27:24.439309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'. [2025-12-31T20:27:24.450322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAAS'. [2025-12-31T20:27:24.450629] [INFO ] [FORECASTER] Starting predict_future for NAAS [2025-12-31T20:27:24.451380] [DEBUG] [LOCAL ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt [2025-12-31T20:27:24.451431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:24.451463] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:24.451489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:24.451546] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:24.508241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:24.509050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:24.509132] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:24.509164] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:24.643595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:24.643775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:24.643829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:24.643875] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:24.648110] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: DOWN (p=4.00%) [2025-12-31T20:27:24.648514] [INFO ] [FORECASTER] Completed predict_future for NAAS [2025-12-31T20:27:24.648744] [INFO ] [sig ] NAAS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:24.786140] [INFO ] [LOCAL ] Saved forecast: NAAS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NAAS.txt [2025-12-31T20:27:24.786275] [INFO ] [sig ] [2152/3534] Completed NAAS in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:24.786315] [INFO ] [sig ] [2153/3534] Forecasting NABL... [2025-12-31T20:27:24.786344] [INFO ] [sig ] Generating forecast for: NABL [2025-12-31T20:27:24.786374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-12-31T20:27:24.797864] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NABL'. [2025-12-31T20:27:24.798179] [INFO ] [FORECASTER] Starting predict_future for NABL [2025-12-31T20:27:24.798958] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-12-31T20:27:24.799009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:24.799040] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:24.799066] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:24.799122] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:24.854729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:24.855379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:24.855459] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:24.855491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:24.976099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:24.976253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:24.976292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:24.976321] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:24.979752] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=38.14%) [2025-12-31T20:27:24.980042] [INFO ] [FORECASTER] Completed predict_future for NABL [2025-12-31T20:27:24.980167] [INFO ] [sig ] NABL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:25.121390] [INFO ] [LOCAL ] Saved forecast: NABL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NABL.txt [2025-12-31T20:27:25.121525] [INFO ] [sig ] [2153/3534] Completed NABL in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:25.121566] [INFO ] [sig ] [2154/3534] Forecasting NAC... [2025-12-31T20:27:25.121614] [INFO ] [sig ] Generating forecast for: NAC [2025-12-31T20:27:25.121645] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-12-31T20:27:25.134339] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAC'. [2025-12-31T20:27:25.134705] [INFO ] [FORECASTER] Starting predict_future for NAC [2025-12-31T20:27:25.135455] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-12-31T20:27:25.135506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:25.135539] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:25.135566] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:25.135672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:25.194291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:25.195186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:25.195270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:25.195305] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:25.317842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:25.318003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:25.318044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:25.318094] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:25.321594] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=66.61%) [2025-12-31T20:27:25.321875] [INFO ] [FORECASTER] Completed predict_future for NAC [2025-12-31T20:27:25.322002] [INFO ] [sig ] NAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:25.462229] [INFO ] [LOCAL ] Saved forecast: NAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NAC.txt [2025-12-31T20:27:25.462390] [INFO ] [sig ] [2154/3534] Completed NAC in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:25.462433] [INFO ] [sig ] [2155/3534] Forecasting NAD... [2025-12-31T20:27:25.462463] [INFO ] [sig ] Generating forecast for: NAD [2025-12-31T20:27:25.462493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-12-31T20:27:25.474003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAD'. [2025-12-31T20:27:25.474259] [INFO ] [FORECASTER] Starting predict_future for NAD [2025-12-31T20:27:25.475054] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-12-31T20:27:25.475105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:25.475138] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:25.475164] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:25.475220] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:25.532022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:25.532634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:25.532716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:25.532748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:25.652611] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:25.652762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:25.652803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:25.652832] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:25.656233] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=95.94%) [2025-12-31T20:27:25.656507] [INFO ] [FORECASTER] Completed predict_future for NAD [2025-12-31T20:27:25.656648] [INFO ] [sig ] NAD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:25.797524] [INFO ] [LOCAL ] Saved forecast: NAD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NAD.txt [2025-12-31T20:27:25.797665] [INFO ] [sig ] [2155/3534] Completed NAD in 0.3s | 2.91 sym/s | Total: 12.3m | ETA: 7.9m [2025-12-31T20:27:25.797709] [INFO ] [sig ] [2156/3534] Forecasting NAMS... [2025-12-31T20:27:25.797740] [INFO ] [sig ] Generating forecast for: NAMS [2025-12-31T20:27:25.797769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'. [2025-12-31T20:27:25.809443] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAMS'. [2025-12-31T20:27:25.809746] [INFO ] [FORECASTER] Starting predict_future for NAMS [2025-12-31T20:27:25.810494] [DEBUG] [LOCAL ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt [2025-12-31T20:27:25.810546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:25.810600] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:25.810630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:25.810690] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:25.867619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:25.868325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:25.868427] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:25.868464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:25.990851] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:25.991006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:25.991045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:25.991072] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:25.994522] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=82.90%) [2025-12-31T20:27:25.994820] [INFO ] [FORECASTER] Completed predict_future for NAMS [2025-12-31T20:27:25.994949] [INFO ] [sig ] NAMS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:26.138200] [INFO ] [LOCAL ] Saved forecast: NAMS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NAMS.txt [2025-12-31T20:27:26.138351] [INFO ] [sig ] [2156/3534] Completed NAMS in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:26.138391] [INFO ] [sig ] [2157/3534] Forecasting NATH... [2025-12-31T20:27:26.138420] [INFO ] [sig ] Generating forecast for: NATH [2025-12-31T20:27:26.138451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'. [2025-12-31T20:27:26.149135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATH'. [2025-12-31T20:27:26.149447] [INFO ] [FORECASTER] Starting predict_future for NATH [2025-12-31T20:27:26.150218] [DEBUG] [LOCAL ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt [2025-12-31T20:27:26.150270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:26.150302] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:26.150328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:26.150385] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:26.208204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:26.208959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:26.209040] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:26.209072] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:26.317620] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:26.317772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:26.317811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:26.317840] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:26.321221] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-12-31T20:27:26.321486] [INFO ] [FORECASTER] Completed predict_future for NATH [2025-12-31T20:27:26.321630] [INFO ] [sig ] NATH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:26.465358] [INFO ] [LOCAL ] Saved forecast: NATH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NATH.txt [2025-12-31T20:27:26.465509] [INFO ] [sig ] [2157/3534] Completed NATH in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:26.465550] [INFO ] [sig ] [2158/3534] Forecasting NATL... [2025-12-31T20:27:26.465606] [INFO ] [sig ] Generating forecast for: NATL [2025-12-31T20:27:26.465640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-12-31T20:27:26.477426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NATL'. [2025-12-31T20:27:26.477752] [INFO ] [FORECASTER] Starting predict_future for NATL [2025-12-31T20:27:26.478541] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-12-31T20:27:26.478611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:26.478670] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:26.478710] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:26.478770] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:26.535846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:26.536727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:26.536815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:26.536848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:26.658052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:26.658212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:26.658252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:26.658281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:26.661709] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=72.49%) [2025-12-31T20:27:26.661987] [INFO ] [FORECASTER] Completed predict_future for NATL [2025-12-31T20:27:26.662111] [INFO ] [sig ] NATL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:26.801223] [INFO ] [LOCAL ] Saved forecast: NATL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NATL.txt [2025-12-31T20:27:26.801406] [INFO ] [sig ] [2158/3534] Completed NATL in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:26.801474] [INFO ] [sig ] [2159/3534] Forecasting NAVI... [2025-12-31T20:27:26.801512] [INFO ] [sig ] Generating forecast for: NAVI [2025-12-31T20:27:26.801549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'. [2025-12-31T20:27:26.813287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAVI'. [2025-12-31T20:27:26.813708] [INFO ] [FORECASTER] Starting predict_future for NAVI [2025-12-31T20:27:26.814529] [DEBUG] [LOCAL ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt [2025-12-31T20:27:26.814613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:26.814649] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:26.814678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:26.814737] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:26.872246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:26.873122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:26.873205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:26.873239] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:26.993120] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:26.993271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:26.993312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:26.993340] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:26.996700] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=63.34%) [2025-12-31T20:27:26.996972] [INFO ] [FORECASTER] Completed predict_future for NAVI [2025-12-31T20:27:26.997096] [INFO ] [sig ] NAVI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:27.136079] [INFO ] [LOCAL ] Saved forecast: NAVI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NAVI.txt [2025-12-31T20:27:27.136211] [INFO ] [sig ] [2159/3534] Completed NAVI in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:27.136251] [INFO ] [sig ] [2160/3534] Forecasting NAZ... [2025-12-31T20:27:27.136280] [INFO ] [sig ] Generating forecast for: NAZ [2025-12-31T20:27:27.136310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-12-31T20:27:27.148745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NAZ'. [2025-12-31T20:27:27.149116] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-12-31T20:27:27.149981] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-12-31T20:27:27.150034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:27.150070] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:27.150097] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:27.150154] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:27.207300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:27.208280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:27.208372] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:27.208405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:27.312467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:27.312678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:27.312721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:27.312748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:27.316566] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=56.20%) [2025-12-31T20:27:27.317105] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-12-31T20:27:27.317277] [INFO ] [sig ] NAZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:27.458087] [INFO ] [LOCAL ] Saved forecast: NAZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NAZ.txt [2025-12-31T20:27:27.458222] [INFO ] [sig ] [2160/3534] Completed NAZ in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:27.458263] [INFO ] [sig ] [2161/3534] Forecasting NB... [2025-12-31T20:27:27.458291] [INFO ] [sig ] Generating forecast for: NB [2025-12-31T20:27:27.458323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'. [2025-12-31T20:27:27.469940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NB'. [2025-12-31T20:27:27.470246] [INFO ] [FORECASTER] Starting predict_future for NB [2025-12-31T20:27:27.471028] [DEBUG] [LOCAL ] No optimal features file found for NB: ./output/feature-sets/NB.txt [2025-12-31T20:27:27.471079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:27.471111] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:27.471137] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:27.471194] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:27.528256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:27.529078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:27.529161] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:27.529194] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:27.642743] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:27.642898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:27.642937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:27.642997] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:27.646338] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-12-31T20:27:27.646626] [INFO ] [FORECASTER] Completed predict_future for NB [2025-12-31T20:27:27.646748] [INFO ] [sig ] NB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:27.786797] [INFO ] [LOCAL ] Saved forecast: NB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NB.txt [2025-12-31T20:27:27.786967] [INFO ] [sig ] [2161/3534] Completed NB in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:27.787007] [INFO ] [sig ] [2162/3534] Forecasting NBB... [2025-12-31T20:27:27.787036] [INFO ] [sig ] Generating forecast for: NBB [2025-12-31T20:27:27.787073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-12-31T20:27:27.799311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBB'. [2025-12-31T20:27:27.799690] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-12-31T20:27:27.800450] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-12-31T20:27:27.800501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:27.800533] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:27.800559] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:27.800637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:27.857947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:27.858818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:27.858899] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:27.858933] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:27.982526] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:27.982695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:27.982735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:27.982764] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:27.986141] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=94.48%) [2025-12-31T20:27:27.986407] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-12-31T20:27:27.986530] [INFO ] [sig ] NBB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:28.126700] [INFO ] [LOCAL ] Saved forecast: NBB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NBB.txt [2025-12-31T20:27:28.126837] [INFO ] [sig ] [2162/3534] Completed NBB in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:28.126878] [INFO ] [sig ] [2163/3534] Forecasting NBBK... [2025-12-31T20:27:28.126907] [INFO ] [sig ] Generating forecast for: NBBK [2025-12-31T20:27:28.126939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'. [2025-12-31T20:27:28.139125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBBK'. [2025-12-31T20:27:28.139508] [INFO ] [FORECASTER] Starting predict_future for NBBK [2025-12-31T20:27:28.140309] [DEBUG] [LOCAL ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt [2025-12-31T20:27:28.140361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:28.140393] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:28.140419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:28.140477] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:28.197046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:28.197835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:28.197919] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:28.197951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:28.317284] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:28.317438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:28.317478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:28.317507] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:28.320861] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: UP (p=62.34%) [2025-12-31T20:27:28.321129] [INFO ] [FORECASTER] Completed predict_future for NBBK [2025-12-31T20:27:28.321259] [INFO ] [sig ] NBBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:28.459149] [INFO ] [LOCAL ] Saved forecast: NBBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NBBK.txt [2025-12-31T20:27:28.459314] [INFO ] [sig ] [2163/3534] Completed NBBK in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.9m [2025-12-31T20:27:28.459364] [INFO ] [sig ] [2164/3534] Forecasting NBHC... [2025-12-31T20:27:28.459401] [INFO ] [sig ] Generating forecast for: NBHC [2025-12-31T20:27:28.459438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-12-31T20:27:28.470980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBHC'. [2025-12-31T20:27:28.471259] [INFO ] [FORECASTER] Starting predict_future for NBHC [2025-12-31T20:27:28.472034] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-12-31T20:27:28.472085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:28.472116] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:28.472142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:28.472199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:28.529177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:28.530144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:28.530226] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:28.530259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:28.647002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:28.647165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:28.647204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:28.647232] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:28.650648] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=2.18%) [2025-12-31T20:27:28.650920] [INFO ] [FORECASTER] Completed predict_future for NBHC [2025-12-31T20:27:28.651040] [INFO ] [sig ] NBHC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:28.793044] [INFO ] [LOCAL ] Saved forecast: NBHC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NBHC.txt [2025-12-31T20:27:28.793177] [INFO ] [sig ] [2164/3534] Completed NBHC in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:28.793230] [INFO ] [sig ] [2165/3534] Forecasting NBIX... [2025-12-31T20:27:28.793262] [INFO ] [sig ] Generating forecast for: NBIX [2025-12-31T20:27:28.793293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'. [2025-12-31T20:27:28.804505] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBIX'. [2025-12-31T20:27:28.804831] [INFO ] [FORECASTER] Starting predict_future for NBIX [2025-12-31T20:27:28.805599] [DEBUG] [LOCAL ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt [2025-12-31T20:27:28.805650] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:28.805695] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:28.805724] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:28.805782] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:28.862145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:28.863001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:28.863089] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:28.863123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:28.981022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:28.981190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:28.981230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:28.981259] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:28.984951] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=87.68%) [2025-12-31T20:27:28.985309] [INFO ] [FORECASTER] Completed predict_future for NBIX [2025-12-31T20:27:28.985446] [INFO ] [sig ] NBIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:29.126254] [INFO ] [LOCAL ] Saved forecast: NBIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NBIX.txt [2025-12-31T20:27:29.126385] [INFO ] [sig ] [2165/3534] Completed NBIX in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:29.126425] [INFO ] [sig ] [2166/3534] Forecasting NBN... [2025-12-31T20:27:29.126454] [INFO ] [sig ] Generating forecast for: NBN [2025-12-31T20:27:29.126484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'. [2025-12-31T20:27:29.138159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBN'. [2025-12-31T20:27:29.138433] [INFO ] [FORECASTER] Starting predict_future for NBN [2025-12-31T20:27:29.139217] [DEBUG] [LOCAL ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt [2025-12-31T20:27:29.139287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:29.139321] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:29.139347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:29.139412] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:29.197142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:29.197804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:29.197881] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:29.197914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:29.315079] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:29.315214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:29.315253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:29.315281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:29.318652] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=94.81%) [2025-12-31T20:27:29.318924] [INFO ] [FORECASTER] Completed predict_future for NBN [2025-12-31T20:27:29.319045] [INFO ] [sig ] NBN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:29.457596] [INFO ] [LOCAL ] Saved forecast: NBN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NBN.txt [2025-12-31T20:27:29.457712] [INFO ] [sig ] [2166/3534] Completed NBN in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:29.457749] [INFO ] [sig ] [2167/3534] Forecasting NBTB... [2025-12-31T20:27:29.457779] [INFO ] [sig ] Generating forecast for: NBTB [2025-12-31T20:27:29.457811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'. [2025-12-31T20:27:29.469607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBTB'. [2025-12-31T20:27:29.469952] [INFO ] [FORECASTER] Starting predict_future for NBTB [2025-12-31T20:27:29.470986] [DEBUG] [LOCAL ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt [2025-12-31T20:27:29.471051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:29.471099] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:29.471140] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:29.471224] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:29.528179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:29.528814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:29.528890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:29.528922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:29.645605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:29.645742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:29.645781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:29.645811] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:29.649144] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: UP (p=65.76%) [2025-12-31T20:27:29.649438] [INFO ] [FORECASTER] Completed predict_future for NBTB [2025-12-31T20:27:29.649566] [INFO ] [sig ] NBTB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:29.787703] [INFO ] [LOCAL ] Saved forecast: NBTB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NBTB.txt [2025-12-31T20:27:29.787817] [INFO ] [sig ] [2167/3534] Completed NBTB in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:29.787856] [INFO ] [sig ] [2168/3534] Forecasting NBXG... [2025-12-31T20:27:29.787887] [INFO ] [sig ] Generating forecast for: NBXG [2025-12-31T20:27:29.787917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-12-31T20:27:29.800031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NBXG'. [2025-12-31T20:27:29.800360] [INFO ] [FORECASTER] Starting predict_future for NBXG [2025-12-31T20:27:29.801148] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-12-31T20:27:29.801200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:29.801232] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:29.801260] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:29.801318] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:29.859138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:29.860038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:29.860153] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:29.860189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:29.981001] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:29.981143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:29.981182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:29.981211] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:29.984520] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=32.70%) [2025-12-31T20:27:29.984812] [INFO ] [FORECASTER] Completed predict_future for NBXG [2025-12-31T20:27:29.984931] [INFO ] [sig ] NBXG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:30.129141] [INFO ] [LOCAL ] Saved forecast: NBXG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NBXG.txt [2025-12-31T20:27:30.129303] [INFO ] [sig ] [2168/3534] Completed NBXG in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:30.129347] [INFO ] [sig ] [2169/3534] Forecasting NC... [2025-12-31T20:27:30.129377] [INFO ] [sig ] Generating forecast for: NC [2025-12-31T20:27:30.129408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-12-31T20:27:30.142020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NC'. [2025-12-31T20:27:30.142346] [INFO ] [FORECASTER] Starting predict_future for NC [2025-12-31T20:27:30.143164] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-12-31T20:27:30.143217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:30.143250] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:30.143281] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:30.143339] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:30.199676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:30.200282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:30.200360] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:30.200392] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:30.306281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:30.306436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:30.306476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:30.306507] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:30.309926] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=85.68%) [2025-12-31T20:27:30.310196] [INFO ] [FORECASTER] Completed predict_future for NC [2025-12-31T20:27:30.310318] [INFO ] [sig ] NC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:30.450316] [INFO ] [LOCAL ] Saved forecast: NC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NC.txt [2025-12-31T20:27:30.450442] [INFO ] [sig ] [2169/3534] Completed NC in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:30.450482] [INFO ] [sig ] [2170/3534] Forecasting NCA... [2025-12-31T20:27:30.450511] [INFO ] [sig ] Generating forecast for: NCA [2025-12-31T20:27:30.450541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-12-31T20:27:30.462318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCA'. [2025-12-31T20:27:30.462623] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-12-31T20:27:30.463397] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-12-31T20:27:30.463451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:30.463484] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:30.463510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:30.463590] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:30.520365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:30.520984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:30.521061] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:30.521093] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:30.640354] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:30.640483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:30.640519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:30.640547] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:30.643826] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=66.35%) [2025-12-31T20:27:30.644100] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-12-31T20:27:30.644221] [INFO ] [sig ] NCA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:30.782808] [INFO ] [LOCAL ] Saved forecast: NCA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NCA.txt [2025-12-31T20:27:30.782930] [INFO ] [sig ] [2170/3534] Completed NCA in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:30.782969] [INFO ] [sig ] [2171/3534] Forecasting NCLH... [2025-12-31T20:27:30.782998] [INFO ] [sig ] Generating forecast for: NCLH [2025-12-31T20:27:30.783028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'. [2025-12-31T20:27:30.797701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCLH'. [2025-12-31T20:27:30.798419] [INFO ] [FORECASTER] Starting predict_future for NCLH [2025-12-31T20:27:30.799607] [DEBUG] [LOCAL ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt [2025-12-31T20:27:30.799679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:30.799716] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:30.799744] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:30.799805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:30.859655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:30.861204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:30.861317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:30.861350] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:30.986886] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:30.987127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:30.987172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:30.987202] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:30.991157] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=24.28%) [2025-12-31T20:27:30.991480] [INFO ] [FORECASTER] Completed predict_future for NCLH [2025-12-31T20:27:30.991641] [INFO ] [sig ] NCLH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:31.145540] [INFO ] [LOCAL ] Saved forecast: NCLH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NCLH.txt [2025-12-31T20:27:31.145805] [INFO ] [sig ] [2171/3534] Completed NCLH in 0.4s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:31.145850] [INFO ] [sig ] [2172/3534] Forecasting NCMI... [2025-12-31T20:27:31.145881] [INFO ] [sig ] Generating forecast for: NCMI [2025-12-31T20:27:31.145914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'. [2025-12-31T20:27:31.158607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCMI'. [2025-12-31T20:27:31.158988] [INFO ] [FORECASTER] Starting predict_future for NCMI [2025-12-31T20:27:31.159878] [DEBUG] [LOCAL ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt [2025-12-31T20:27:31.159930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:31.159964] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:31.159991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:31.160060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:31.216986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:31.218038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:31.218133] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:31.218165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:31.341185] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:31.341421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:31.341469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:31.341497] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:31.345510] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=86.05%) [2025-12-31T20:27:31.345891] [INFO ] [FORECASTER] Completed predict_future for NCMI [2025-12-31T20:27:31.346051] [INFO ] [sig ] NCMI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:31.488877] [INFO ] [LOCAL ] Saved forecast: NCMI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NCMI.txt [2025-12-31T20:27:31.489052] [INFO ] [sig ] [2172/3534] Completed NCMI in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:31.489095] [INFO ] [sig ] [2173/3534] Forecasting NCNA... [2025-12-31T20:27:31.489126] [INFO ] [sig ] Generating forecast for: NCNA [2025-12-31T20:27:31.489162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'. [2025-12-31T20:27:31.501848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNA'. [2025-12-31T20:27:31.502197] [INFO ] [FORECASTER] Starting predict_future for NCNA [2025-12-31T20:27:31.503097] [DEBUG] [LOCAL ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt [2025-12-31T20:27:31.503151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:31.503186] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:31.503213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:31.503272] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:31.561554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:31.562395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:31.562488] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:31.562522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:31.675775] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:31.676001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:31.676046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:31.676074] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:31.679893] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=45.08%) [2025-12-31T20:27:31.680198] [INFO ] [FORECASTER] Completed predict_future for NCNA [2025-12-31T20:27:31.680331] [INFO ] [sig ] NCNA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:31.830917] [INFO ] [LOCAL ] Saved forecast: NCNA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NCNA.txt [2025-12-31T20:27:31.831123] [INFO ] [sig ] [2173/3534] Completed NCNA in 0.3s | 2.91 sym/s | Total: 12.4m | ETA: 7.8m [2025-12-31T20:27:31.831166] [INFO ] [sig ] [2174/3534] Forecasting NCNO... [2025-12-31T20:27:31.831198] [INFO ] [sig ] Generating forecast for: NCNO [2025-12-31T20:27:31.831230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'. [2025-12-31T20:27:31.845075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCNO'. [2025-12-31T20:27:31.845712] [INFO ] [FORECASTER] Starting predict_future for NCNO [2025-12-31T20:27:31.846761] [DEBUG] [LOCAL ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt [2025-12-31T20:27:31.846818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:31.846855] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:31.846883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:31.846943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:31.906764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:31.907861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:31.907960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:31.907996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:32.031364] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:32.031618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:32.031666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:32.031697] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:32.036232] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=64.20%) [2025-12-31T20:27:32.036556] [INFO ] [FORECASTER] Completed predict_future for NCNO [2025-12-31T20:27:32.036719] [INFO ] [sig ] NCNO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:32.187321] [INFO ] [LOCAL ] Saved forecast: NCNO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NCNO.txt [2025-12-31T20:27:32.187514] [INFO ] [sig ] [2174/3534] Completed NCNO in 0.4s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m [2025-12-31T20:27:32.187585] [INFO ] [sig ] [2175/3534] Forecasting NCTY... [2025-12-31T20:27:32.187621] [INFO ] [sig ] Generating forecast for: NCTY [2025-12-31T20:27:32.187657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'. [2025-12-31T20:27:32.202261] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCTY'. [2025-12-31T20:27:32.202673] [INFO ] [FORECASTER] Starting predict_future for NCTY [2025-12-31T20:27:32.203528] [DEBUG] [LOCAL ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt [2025-12-31T20:27:32.203607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:32.203672] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:32.203701] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:32.203761] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:32.260888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:32.261766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:32.261854] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:32.261892] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:32.385086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:32.385251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:32.385291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:32.385319] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:32.389099] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=58.16%) [2025-12-31T20:27:32.389384] [INFO ] [FORECASTER] Completed predict_future for NCTY [2025-12-31T20:27:32.389510] [INFO ] [sig ] NCTY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:32.528908] [INFO ] [LOCAL ] Saved forecast: NCTY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NCTY.txt [2025-12-31T20:27:32.529049] [INFO ] [sig ] [2175/3534] Completed NCTY in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m [2025-12-31T20:27:32.529090] [INFO ] [sig ] [2176/3534] Forecasting NCZ... [2025-12-31T20:27:32.529118] [INFO ] [sig ] Generating forecast for: NCZ [2025-12-31T20:27:32.529148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-12-31T20:27:32.540013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NCZ'. [2025-12-31T20:27:32.540306] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-12-31T20:27:32.541137] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-12-31T20:27:32.541189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:32.541222] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:32.541248] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:32.541307] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:32.597955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:32.598656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:32.598734] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:32.598766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:32.717206] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:32.717364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:32.717404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:32.717434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:32.720901] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=0.95%) [2025-12-31T20:27:32.721195] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-12-31T20:27:32.721320] [INFO ] [sig ] NCZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:32.870415] [INFO ] [LOCAL ] Saved forecast: NCZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NCZ.txt [2025-12-31T20:27:32.870548] [INFO ] [sig ] [2176/3534] Completed NCZ in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m [2025-12-31T20:27:32.870604] [INFO ] [sig ] [2177/3534] Forecasting NDAQ... [2025-12-31T20:27:32.870636] [INFO ] [sig ] Generating forecast for: NDAQ [2025-12-31T20:27:32.870666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'. [2025-12-31T20:27:32.884260] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'. [2025-12-31T20:27:32.884898] [INFO ] [FORECASTER] Starting predict_future for NDAQ [2025-12-31T20:27:32.885960] [DEBUG] [LOCAL ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt [2025-12-31T20:27:32.886017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:32.886056] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:32.886272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:32.886340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:32.944703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:32.945998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:32.946103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:32.946138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:33.073878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:33.074152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:33.074213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:33.074245] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:33.078399] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: DOWN (p=1.85%) [2025-12-31T20:27:33.078790] [INFO ] [FORECASTER] Completed predict_future for NDAQ [2025-12-31T20:27:33.078936] [INFO ] [sig ] NDAQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:33.220360] [INFO ] [LOCAL ] Saved forecast: NDAQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NDAQ.txt [2025-12-31T20:27:33.220544] [INFO ] [sig ] [2177/3534] Completed NDAQ in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m [2025-12-31T20:27:33.220607] [INFO ] [sig ] [2178/3534] Forecasting NDMO... [2025-12-31T20:27:33.220639] [INFO ] [sig ] Generating forecast for: NDMO [2025-12-31T20:27:33.220672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-12-31T20:27:33.234107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDMO'. [2025-12-31T20:27:33.234554] [INFO ] [FORECASTER] Starting predict_future for NDMO [2025-12-31T20:27:33.235611] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-12-31T20:27:33.235670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:33.235704] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:33.235733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:33.235805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:33.294479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:33.295552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:33.295671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:33.295707] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:33.418405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:33.418656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:33.418758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:33.418832] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:33.422839] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=9.45%) [2025-12-31T20:27:33.423144] [INFO ] [FORECASTER] Completed predict_future for NDMO [2025-12-31T20:27:33.423281] [INFO ] [sig ] NDMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:33.566481] [INFO ] [LOCAL ] Saved forecast: NDMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NDMO.txt [2025-12-31T20:27:33.566714] [INFO ] [sig ] [2178/3534] Completed NDMO in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m [2025-12-31T20:27:33.566763] [INFO ] [sig ] [2179/3534] Forecasting NDRA... [2025-12-31T20:27:33.566792] [INFO ] [sig ] Generating forecast for: NDRA [2025-12-31T20:27:33.566842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'. [2025-12-31T20:27:33.580104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDRA'. [2025-12-31T20:27:33.580555] [INFO ] [FORECASTER] Starting predict_future for NDRA [2025-12-31T20:27:33.581661] [DEBUG] [LOCAL ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt [2025-12-31T20:27:33.581717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:33.581753] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:33.581783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:33.581845] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:33.645970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:33.647464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:33.647603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:33.647642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:33.770500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:33.770753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:33.770799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:33.770831] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:33.774783] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=9.03%) [2025-12-31T20:27:33.775092] [INFO ] [FORECASTER] Completed predict_future for NDRA [2025-12-31T20:27:33.775230] [INFO ] [sig ] NDRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:33.917389] [INFO ] [LOCAL ] Saved forecast: NDRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NDRA.txt [2025-12-31T20:27:33.917597] [INFO ] [sig ] [2179/3534] Completed NDRA in 0.4s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m [2025-12-31T20:27:33.917642] [INFO ] [sig ] [2180/3534] Forecasting NDSN... [2025-12-31T20:27:33.917684] [INFO ] [sig ] Generating forecast for: NDSN [2025-12-31T20:27:33.917715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'. [2025-12-31T20:27:33.931699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NDSN'. [2025-12-31T20:27:33.932228] [INFO ] [FORECASTER] Starting predict_future for NDSN [2025-12-31T20:27:33.933198] [DEBUG] [LOCAL ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt [2025-12-31T20:27:33.933253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:33.933289] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:33.933318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:33.933380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:33.991218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:33.992136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:33.992229] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:33.992262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:34.117986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:34.118229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:34.118275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:34.118307] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:34.122952] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=72.94%) [2025-12-31T20:27:34.123496] [INFO ] [FORECASTER] Completed predict_future for NDSN [2025-12-31T20:27:34.123663] [INFO ] [sig ] NDSN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:34.271915] [INFO ] [LOCAL ] Saved forecast: NDSN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NDSN.txt [2025-12-31T20:27:34.272174] [INFO ] [sig ] [2180/3534] Completed NDSN in 0.4s | 2.91 sym/s | Total: 12.5m | ETA: 7.8m [2025-12-31T20:27:34.272226] [INFO ] [sig ] [2181/3534] Forecasting NE... [2025-12-31T20:27:34.272259] [INFO ] [sig ] Generating forecast for: NE [2025-12-31T20:27:34.272305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-12-31T20:27:34.288882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NE'. [2025-12-31T20:27:34.289448] [INFO ] [FORECASTER] Starting predict_future for NE [2025-12-31T20:27:34.290446] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-12-31T20:27:34.290502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:34.290536] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:34.290564] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:34.290654] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:34.346538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:34.347251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:34.347332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:34.347364] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:34.467088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:34.467249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:34.467289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:34.467317] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:34.470716] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=23.38%) [2025-12-31T20:27:34.470991] [INFO ] [FORECASTER] Completed predict_future for NE [2025-12-31T20:27:34.471116] [INFO ] [sig ] NE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:34.613507] [INFO ] [LOCAL ] Saved forecast: NE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NE.txt [2025-12-31T20:27:34.613715] [INFO ] [sig ] [2181/3534] Completed NE in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:34.613758] [INFO ] [sig ] [2182/3534] Forecasting NEA... [2025-12-31T20:27:34.613790] [INFO ] [sig ] Generating forecast for: NEA [2025-12-31T20:27:34.613820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-12-31T20:27:34.626144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEA'. [2025-12-31T20:27:34.626496] [INFO ] [FORECASTER] Starting predict_future for NEA [2025-12-31T20:27:34.627298] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-12-31T20:27:34.627350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:34.627394] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:34.627422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:34.627480] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:34.684238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:34.685029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:34.685109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:34.685141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:34.808037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:34.808212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:34.808252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:34.808281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:34.811633] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=29.66%) [2025-12-31T20:27:34.811906] [INFO ] [FORECASTER] Completed predict_future for NEA [2025-12-31T20:27:34.812026] [INFO ] [sig ] NEA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:34.950263] [INFO ] [LOCAL ] Saved forecast: NEA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NEA.txt [2025-12-31T20:27:34.950405] [INFO ] [sig ] [2182/3534] Completed NEA in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:34.950445] [INFO ] [sig ] [2183/3534] Forecasting NECB... [2025-12-31T20:27:34.950474] [INFO ] [sig ] Generating forecast for: NECB [2025-12-31T20:27:34.950506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'. [2025-12-31T20:27:34.963752] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NECB'. [2025-12-31T20:27:34.964165] [INFO ] [FORECASTER] Starting predict_future for NECB [2025-12-31T20:27:34.964993] [DEBUG] [LOCAL ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt [2025-12-31T20:27:34.965046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:34.965079] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:34.965106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:34.965164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:35.021344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:35.022040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:35.022120] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:35.022152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:35.139447] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:35.139627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:35.139670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:35.139702] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:35.143196] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: UP (p=85.20%) [2025-12-31T20:27:35.143469] [INFO ] [FORECASTER] Completed predict_future for NECB [2025-12-31T20:27:35.143608] [INFO ] [sig ] NECB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:35.283883] [INFO ] [LOCAL ] Saved forecast: NECB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NECB.txt [2025-12-31T20:27:35.284014] [INFO ] [sig ] [2183/3534] Completed NECB in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:35.284053] [INFO ] [sig ] [2184/3534] Forecasting NEE... [2025-12-31T20:27:35.284082] [INFO ] [sig ] Generating forecast for: NEE [2025-12-31T20:27:35.284124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-12-31T20:27:35.295275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEE'. [2025-12-31T20:27:35.295551] [INFO ] [FORECASTER] Starting predict_future for NEE [2025-12-31T20:27:35.296342] [DEBUG] [LOCAL ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt [2025-12-31T20:27:35.296393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:35.296425] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:35.296451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:35.296507] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:35.353957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:35.354944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:35.355030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:35.355063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:35.471642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:35.471819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:35.471859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:35.471887] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:35.475248] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=4.36%) [2025-12-31T20:27:35.475535] [INFO ] [FORECASTER] Completed predict_future for NEE [2025-12-31T20:27:35.475682] [INFO ] [sig ] NEE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:35.615776] [INFO ] [LOCAL ] Saved forecast: NEE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NEE.txt [2025-12-31T20:27:35.615915] [INFO ] [sig ] [2184/3534] Completed NEE in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:35.615958] [INFO ] [sig ] [2185/3534] Forecasting NEGG... [2025-12-31T20:27:35.615987] [INFO ] [sig ] Generating forecast for: NEGG [2025-12-31T20:27:35.616017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'. [2025-12-31T20:27:35.627194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEGG'. [2025-12-31T20:27:35.627498] [INFO ] [FORECASTER] Starting predict_future for NEGG [2025-12-31T20:27:35.628266] [DEBUG] [LOCAL ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt [2025-12-31T20:27:35.628318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:35.628349] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:35.628377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:35.628435] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:35.684151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:35.684753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:35.684852] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:35.684884] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:35.800535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:35.800706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:35.800747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:35.800776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:35.804081] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=12.22%) [2025-12-31T20:27:35.804349] [INFO ] [FORECASTER] Completed predict_future for NEGG [2025-12-31T20:27:35.804468] [INFO ] [sig ] NEGG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:35.954671] [INFO ] [LOCAL ] Saved forecast: NEGG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NEGG.txt [2025-12-31T20:27:35.954800] [INFO ] [sig ] [2185/3534] Completed NEGG in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:35.954840] [INFO ] [sig ] [2186/3534] Forecasting NEM... [2025-12-31T20:27:35.954877] [INFO ] [sig ] Generating forecast for: NEM [2025-12-31T20:27:35.954908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-12-31T20:27:35.965821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEM'. [2025-12-31T20:27:35.966119] [INFO ] [FORECASTER] Starting predict_future for NEM [2025-12-31T20:27:35.966909] [DEBUG] [LOCAL ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt [2025-12-31T20:27:35.966962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:35.966994] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:35.967019] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:35.967076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:36.023785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:36.024596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:36.024678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:36.024710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:36.150138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:36.150320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:36.150382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:36.150415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:36.154235] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=99.06%) [2025-12-31T20:27:36.154543] [INFO ] [FORECASTER] Completed predict_future for NEM [2025-12-31T20:27:36.154693] [INFO ] [sig ] NEM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:36.293110] [INFO ] [LOCAL ] Saved forecast: NEM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NEM.txt [2025-12-31T20:27:36.293246] [INFO ] [sig ] [2186/3534] Completed NEM in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:36.293285] [INFO ] [sig ] [2187/3534] Forecasting NEOG... [2025-12-31T20:27:36.293315] [INFO ] [sig ] Generating forecast for: NEOG [2025-12-31T20:27:36.293346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'. [2025-12-31T20:27:36.305513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEOG'. [2025-12-31T20:27:36.305889] [INFO ] [FORECASTER] Starting predict_future for NEOG [2025-12-31T20:27:36.306834] [DEBUG] [LOCAL ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt [2025-12-31T20:27:36.306889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:36.306922] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:36.306950] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:36.307008] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:36.364634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:36.365544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:36.365659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:36.365694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:36.485954] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:36.486119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:36.486159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:36.486187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:36.489642] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=59.23%) [2025-12-31T20:27:36.489932] [INFO ] [FORECASTER] Completed predict_future for NEOG [2025-12-31T20:27:36.490061] [INFO ] [sig ] NEOG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:36.637882] [INFO ] [LOCAL ] Saved forecast: NEOG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NEOG.txt [2025-12-31T20:27:36.638101] [INFO ] [sig ] [2187/3534] Completed NEOG in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:36.638155] [INFO ] [sig ] [2188/3534] Forecasting NEON... [2025-12-31T20:27:36.638194] [INFO ] [sig ] Generating forecast for: NEON [2025-12-31T20:27:36.638237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'. [2025-12-31T20:27:36.653230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEON'. [2025-12-31T20:27:36.653706] [INFO ] [FORECASTER] Starting predict_future for NEON [2025-12-31T20:27:36.654738] [DEBUG] [LOCAL ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt [2025-12-31T20:27:36.654802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:36.654844] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:36.654882] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:36.654965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:36.722736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:36.723623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:36.723704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:36.723736] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:36.844157] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:36.844318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:36.844357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:36.844386] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:36.847756] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=90.08%) [2025-12-31T20:27:36.848036] [INFO ] [FORECASTER] Completed predict_future for NEON [2025-12-31T20:27:36.848163] [INFO ] [sig ] NEON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:36.985908] [INFO ] [LOCAL ] Saved forecast: NEON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NEON.txt [2025-12-31T20:27:36.986071] [INFO ] [sig ] [2188/3534] Completed NEON in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:36.986111] [INFO ] [sig ] [2189/3534] Forecasting NEXA... [2025-12-31T20:27:36.986142] [INFO ] [sig ] Generating forecast for: NEXA [2025-12-31T20:27:36.986173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-12-31T20:27:36.996733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXA'. [2025-12-31T20:27:36.997006] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-12-31T20:27:36.997774] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-12-31T20:27:36.997825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:36.997856] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:36.997883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:36.997939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:37.053679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:37.054315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:37.054392] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:37.054424] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:37.171497] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:37.171627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:37.171665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:37.171710] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:37.174900] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=98.84%) [2025-12-31T20:27:37.175165] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-12-31T20:27:37.175286] [INFO ] [sig ] NEXA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:37.313781] [INFO ] [LOCAL ] Saved forecast: NEXA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NEXA.txt [2025-12-31T20:27:37.313946] [INFO ] [sig ] [2189/3534] Completed NEXA in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:37.313988] [INFO ] [sig ] [2190/3534] Forecasting NEXN... [2025-12-31T20:27:37.314018] [INFO ] [sig ] Generating forecast for: NEXN [2025-12-31T20:27:37.314048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'. [2025-12-31T20:27:37.325503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NEXN'. [2025-12-31T20:27:37.325863] [INFO ] [FORECASTER] Starting predict_future for NEXN [2025-12-31T20:27:37.326637] [DEBUG] [LOCAL ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt [2025-12-31T20:27:37.326689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:37.326721] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:37.326749] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:37.326806] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:37.382932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:37.383752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:37.383837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:37.383869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:37.502452] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:37.502622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:37.502665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:37.502694] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:37.506013] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=17.62%) [2025-12-31T20:27:37.506278] [INFO ] [FORECASTER] Completed predict_future for NEXN [2025-12-31T20:27:37.506397] [INFO ] [sig ] NEXN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:37.647135] [INFO ] [LOCAL ] Saved forecast: NEXN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NEXN.txt [2025-12-31T20:27:37.647271] [INFO ] [sig ] [2190/3534] Completed NEXN in 0.3s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:37.647310] [INFO ] [sig ] [2191/3534] Forecasting NFBK... [2025-12-31T20:27:37.647340] [INFO ] [sig ] Generating forecast for: NFBK [2025-12-31T20:27:37.647370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'. [2025-12-31T20:27:37.659993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFBK'. [2025-12-31T20:27:37.660312] [INFO ] [FORECASTER] Starting predict_future for NFBK [2025-12-31T20:27:37.661116] [DEBUG] [LOCAL ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt [2025-12-31T20:27:37.661169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:37.661203] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:37.661230] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:37.661288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:37.724130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:37.725141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:37.725230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:37.725323] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:37.853134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:37.853288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:37.853328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:37.853357] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:37.856835] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=90.58%) [2025-12-31T20:27:37.857114] [INFO ] [FORECASTER] Completed predict_future for NFBK [2025-12-31T20:27:37.857238] [INFO ] [sig ] NFBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:37.997843] [INFO ] [LOCAL ] Saved forecast: NFBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NFBK.txt [2025-12-31T20:27:37.997978] [INFO ] [sig ] [2191/3534] Completed NFBK in 0.4s | 2.91 sym/s | Total: 12.5m | ETA: 7.7m [2025-12-31T20:27:37.998022] [INFO ] [sig ] [2192/3534] Forecasting NFE... [2025-12-31T20:27:37.998050] [INFO ] [sig ] Generating forecast for: NFE [2025-12-31T20:27:37.998080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'. [2025-12-31T20:27:38.009906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFE'. [2025-12-31T20:27:38.010231] [INFO ] [FORECASTER] Starting predict_future for NFE [2025-12-31T20:27:38.011008] [DEBUG] [LOCAL ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt [2025-12-31T20:27:38.011060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:38.011126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:38.011155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:38.011213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:38.067970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:38.068853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:38.068960] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:38.068999] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:38.191200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:38.191359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:38.191407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:38.191437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:38.194881] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-12-31T20:27:38.195155] [INFO ] [FORECASTER] Completed predict_future for NFE [2025-12-31T20:27:38.195277] [INFO ] [sig ] NFE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:38.340062] [INFO ] [LOCAL ] Saved forecast: NFE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NFE.txt [2025-12-31T20:27:38.340191] [INFO ] [sig ] [2192/3534] Completed NFE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m [2025-12-31T20:27:38.340231] [INFO ] [sig ] [2193/3534] Forecasting NFG... [2025-12-31T20:27:38.340260] [INFO ] [sig ] Generating forecast for: NFG [2025-12-31T20:27:38.340291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-12-31T20:27:38.351233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFG'. [2025-12-31T20:27:38.351506] [INFO ] [FORECASTER] Starting predict_future for NFG [2025-12-31T20:27:38.352262] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-12-31T20:27:38.352314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:38.352345] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:38.352382] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:38.352440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:38.408642] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:38.409283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:38.409359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:38.409391] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:38.533731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:38.533885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:38.533925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:38.533953] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:38.537328] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=81.93%) [2025-12-31T20:27:38.537640] [INFO ] [FORECASTER] Completed predict_future for NFG [2025-12-31T20:27:38.537772] [INFO ] [sig ] NFG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:38.677317] [INFO ] [LOCAL ] Saved forecast: NFG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NFG.txt [2025-12-31T20:27:38.677476] [INFO ] [sig ] [2193/3534] Completed NFG in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m [2025-12-31T20:27:38.677517] [INFO ] [sig ] [2194/3534] Forecasting NFJ... [2025-12-31T20:27:38.677547] [INFO ] [sig ] Generating forecast for: NFJ [2025-12-31T20:27:38.677597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-12-31T20:27:38.689612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFJ'. [2025-12-31T20:27:38.690007] [INFO ] [FORECASTER] Starting predict_future for NFJ [2025-12-31T20:27:38.690799] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-12-31T20:27:38.690851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:38.690883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:38.690910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:38.690967] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:38.747215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:38.748117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:38.748199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:38.748234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:38.866660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:38.866817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:38.866856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:38.866884] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:38.870267] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=3.49%) [2025-12-31T20:27:38.870547] [INFO ] [FORECASTER] Completed predict_future for NFJ [2025-12-31T20:27:38.870692] [INFO ] [sig ] NFJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:39.008656] [INFO ] [LOCAL ] Saved forecast: NFJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NFJ.txt [2025-12-31T20:27:39.008819] [INFO ] [sig ] [2194/3534] Completed NFJ in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m [2025-12-31T20:27:39.008860] [INFO ] [sig ] [2195/3534] Forecasting NFLX... [2025-12-31T20:27:39.008892] [INFO ] [sig ] Generating forecast for: NFLX [2025-12-31T20:27:39.008925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'. [2025-12-31T20:27:39.020533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFLX'. [2025-12-31T20:27:39.020897] [INFO ] [FORECASTER] Starting predict_future for NFLX [2025-12-31T20:27:39.021675] [DEBUG] [LOCAL ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt [2025-12-31T20:27:39.021727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:39.021758] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:39.021785] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:39.021842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:39.077813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:39.078728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:39.078815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:39.078849] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:39.199664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:39.199818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:39.199857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:39.199917] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:39.203262] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=3.78%) [2025-12-31T20:27:39.203557] [INFO ] [FORECASTER] Completed predict_future for NFLX [2025-12-31T20:27:39.203696] [INFO ] [sig ] NFLX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:39.341501] [INFO ] [LOCAL ] Saved forecast: NFLX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NFLX.txt [2025-12-31T20:27:39.341645] [INFO ] [sig ] [2195/3534] Completed NFLX in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m [2025-12-31T20:27:39.341687] [INFO ] [sig ] [2196/3534] Forecasting NFTY... [2025-12-31T20:27:39.341717] [INFO ] [sig ] Generating forecast for: NFTY [2025-12-31T20:27:39.341749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'. [2025-12-31T20:27:39.352694] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NFTY'. [2025-12-31T20:27:39.352960] [INFO ] [FORECASTER] Starting predict_future for NFTY [2025-12-31T20:27:39.353736] [DEBUG] [LOCAL ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt [2025-12-31T20:27:39.353788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:39.353820] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:39.353846] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:39.353904] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:39.410174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:39.410881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:39.410959] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:39.410991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:39.537513] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:39.537721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:39.537765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:39.537794] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:39.542566] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=44.67%) [2025-12-31T20:27:39.543062] [INFO ] [FORECASTER] Completed predict_future for NFTY [2025-12-31T20:27:39.543214] [INFO ] [sig ] NFTY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:39.702048] [INFO ] [LOCAL ] Saved forecast: NFTY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NFTY.txt [2025-12-31T20:27:39.702201] [INFO ] [sig ] [2196/3534] Completed NFTY in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m [2025-12-31T20:27:39.702241] [INFO ] [sig ] [2197/3534] Forecasting NGG... [2025-12-31T20:27:39.702271] [INFO ] [sig ] Generating forecast for: NGG [2025-12-31T20:27:39.702309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-12-31T20:27:39.713843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGG'. [2025-12-31T20:27:39.714170] [INFO ] [FORECASTER] Starting predict_future for NGG [2025-12-31T20:27:39.714961] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-12-31T20:27:39.715013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:39.715045] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:39.715072] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:39.715130] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:39.770621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:39.771463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:39.771546] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:39.771598] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:39.901460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:39.901630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:39.901671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:39.901702] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:39.905095] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-12-31T20:27:39.905366] [INFO ] [FORECASTER] Completed predict_future for NGG [2025-12-31T20:27:39.905489] [INFO ] [sig ] NGG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:40.043032] [INFO ] [LOCAL ] Saved forecast: NGG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NGG.txt [2025-12-31T20:27:40.043209] [INFO ] [sig ] [2197/3534] Completed NGG in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m [2025-12-31T20:27:40.043250] [INFO ] [sig ] [2198/3534] Forecasting NGL... [2025-12-31T20:27:40.043280] [INFO ] [sig ] Generating forecast for: NGL [2025-12-31T20:27:40.043312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-12-31T20:27:40.054839] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGL'. [2025-12-31T20:27:40.055193] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-12-31T20:27:40.055979] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-12-31T20:27:40.056031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:40.056061] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:40.056087] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:40.056144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:40.115823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:40.116776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:40.116860] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:40.116893] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:40.234776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:40.234937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:40.234979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:40.235009] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:40.238418] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=46.84%) [2025-12-31T20:27:40.238729] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-12-31T20:27:40.238881] [INFO ] [sig ] NGL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:40.375620] [INFO ] [LOCAL ] Saved forecast: NGL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NGL.txt [2025-12-31T20:27:40.375754] [INFO ] [sig ] [2198/3534] Completed NGL in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.7m [2025-12-31T20:27:40.375794] [INFO ] [sig ] [2199/3534] Forecasting NGNE... [2025-12-31T20:27:40.375822] [INFO ] [sig ] Generating forecast for: NGNE [2025-12-31T20:27:40.375851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'. [2025-12-31T20:27:40.387222] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGNE'. [2025-12-31T20:27:40.387488] [INFO ] [FORECASTER] Starting predict_future for NGNE [2025-12-31T20:27:40.388253] [DEBUG] [LOCAL ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt [2025-12-31T20:27:40.388305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:40.388336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:40.388362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:40.388420] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:40.444265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:40.444920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:40.444996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:40.445029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:40.564505] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:40.564669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:40.564712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:40.564741] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:40.568067] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=47.73%) [2025-12-31T20:27:40.568334] [INFO ] [FORECASTER] Completed predict_future for NGNE [2025-12-31T20:27:40.568453] [INFO ] [sig ] NGNE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:40.708602] [INFO ] [LOCAL ] Saved forecast: NGNE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NGNE.txt [2025-12-31T20:27:40.708740] [INFO ] [sig ] [2199/3534] Completed NGNE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:40.708780] [INFO ] [sig ] [2200/3534] Forecasting NGS... [2025-12-31T20:27:40.708810] [INFO ] [sig ] Generating forecast for: NGS [2025-12-31T20:27:40.708841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-12-31T20:27:40.720362] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGS'. [2025-12-31T20:27:40.720649] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-12-31T20:27:40.721430] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-12-31T20:27:40.721481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:40.721513] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:40.721539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:40.721618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:40.777486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:40.778125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:40.778199] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:40.778232] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:40.898166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:40.898328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:40.898370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:40.898398] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:40.901850] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-12-31T20:27:40.902136] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-12-31T20:27:40.902264] [INFO ] [sig ] NGS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:41.040540] [INFO ] [LOCAL ] Saved forecast: NGS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NGS.txt [2025-12-31T20:27:41.040695] [INFO ] [sig ] [2200/3534] Completed NGS in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:41.040735] [INFO ] [sig ] [2201/3534] Forecasting NGVC... [2025-12-31T20:27:41.040765] [INFO ] [sig ] Generating forecast for: NGVC [2025-12-31T20:27:41.040796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-12-31T20:27:41.052092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NGVC'. [2025-12-31T20:27:41.052386] [INFO ] [FORECASTER] Starting predict_future for NGVC [2025-12-31T20:27:41.053158] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-12-31T20:27:41.053210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:41.053242] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:41.053269] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:41.053326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:41.109643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:41.110439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:41.110519] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:41.110551] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:41.229166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:41.229342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:41.229382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:41.229410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:41.232859] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=73.74%) [2025-12-31T20:27:41.233133] [INFO ] [FORECASTER] Completed predict_future for NGVC [2025-12-31T20:27:41.233256] [INFO ] [sig ] NGVC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:41.379832] [INFO ] [LOCAL ] Saved forecast: NGVC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NGVC.txt [2025-12-31T20:27:41.380009] [INFO ] [sig ] [2201/3534] Completed NGVC in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:41.380061] [INFO ] [sig ] [2202/3534] Forecasting NHI... [2025-12-31T20:27:41.380096] [INFO ] [sig ] Generating forecast for: NHI [2025-12-31T20:27:41.380129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-12-31T20:27:41.392331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHI'. [2025-12-31T20:27:41.392717] [INFO ] [FORECASTER] Starting predict_future for NHI [2025-12-31T20:27:41.393682] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-12-31T20:27:41.393738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:41.393772] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:41.393800] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:41.393861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:41.457009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:41.457969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:41.458102] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:41.458138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:41.581433] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:41.581652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:41.581699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:41.581729] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:41.585474] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=20.17%) [2025-12-31T20:27:41.585824] [INFO ] [FORECASTER] Completed predict_future for NHI [2025-12-31T20:27:41.585969] [INFO ] [sig ] NHI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:41.729074] [INFO ] [LOCAL ] Saved forecast: NHI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NHI.txt [2025-12-31T20:27:41.729228] [INFO ] [sig ] [2202/3534] Completed NHI in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:41.729294] [INFO ] [sig ] [2203/3534] Forecasting NHTC... [2025-12-31T20:27:41.729328] [INFO ] [sig ] Generating forecast for: NHTC [2025-12-31T20:27:41.729359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'. [2025-12-31T20:27:41.741492] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NHTC'. [2025-12-31T20:27:41.741928] [INFO ] [FORECASTER] Starting predict_future for NHTC [2025-12-31T20:27:41.742941] [DEBUG] [LOCAL ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt [2025-12-31T20:27:41.743006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:41.743048] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:41.743086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:41.743163] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:41.811716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:41.812849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:41.812958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:41.813011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:41.924596] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:41.924755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:41.924796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:41.924825] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:41.928240] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=29.99%) [2025-12-31T20:27:41.928524] [INFO ] [FORECASTER] Completed predict_future for NHTC [2025-12-31T20:27:41.928673] [INFO ] [sig ] NHTC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:42.085374] [INFO ] [LOCAL ] Saved forecast: NHTC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NHTC.txt [2025-12-31T20:27:42.085521] [INFO ] [sig ] [2203/3534] Completed NHTC in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:42.085564] [INFO ] [sig ] [2204/3534] Forecasting NI... [2025-12-31T20:27:42.085637] [INFO ] [sig ] Generating forecast for: NI [2025-12-31T20:27:42.085676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'. [2025-12-31T20:27:42.097876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NI'. [2025-12-31T20:27:42.098195] [INFO ] [FORECASTER] Starting predict_future for NI [2025-12-31T20:27:42.099070] [DEBUG] [LOCAL ] No optimal features file found for NI: ./output/feature-sets/NI.txt [2025-12-31T20:27:42.099137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:42.099180] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:42.099209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:42.099291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:42.167108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:42.167935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:42.168020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:42.168069] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:42.294703] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:42.294865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:42.294908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:42.294936] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:42.298321] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=81.94%) [2025-12-31T20:27:42.298609] [INFO ] [FORECASTER] Completed predict_future for NI [2025-12-31T20:27:42.298735] [INFO ] [sig ] NI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:42.437445] [INFO ] [LOCAL ] Saved forecast: NI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NI.txt [2025-12-31T20:27:42.437618] [INFO ] [sig ] [2204/3534] Completed NI in 0.4s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:42.437661] [INFO ] [sig ] [2205/3534] Forecasting NIC... [2025-12-31T20:27:42.437692] [INFO ] [sig ] Generating forecast for: NIC [2025-12-31T20:27:42.437722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-12-31T20:27:42.449507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIC'. [2025-12-31T20:27:42.449885] [INFO ] [FORECASTER] Starting predict_future for NIC [2025-12-31T20:27:42.450683] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-12-31T20:27:42.450736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:42.450769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:42.450796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:42.450853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:42.509816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:42.510702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:42.510783] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:42.510815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:42.630438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:42.630615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:42.630659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:42.630688] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:42.634623] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=4.13%) [2025-12-31T20:27:42.634900] [INFO ] [FORECASTER] Completed predict_future for NIC [2025-12-31T20:27:42.635024] [INFO ] [sig ] NIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:42.779606] [INFO ] [LOCAL ] Saved forecast: NIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NIC.txt [2025-12-31T20:27:42.779776] [INFO ] [sig ] [2205/3534] Completed NIC in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:42.779818] [INFO ] [sig ] [2206/3534] Forecasting NICE... [2025-12-31T20:27:42.779849] [INFO ] [sig ] Generating forecast for: NICE [2025-12-31T20:27:42.779881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'. [2025-12-31T20:27:42.792919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NICE'. [2025-12-31T20:27:42.793420] [INFO ] [FORECASTER] Starting predict_future for NICE [2025-12-31T20:27:42.794207] [DEBUG] [LOCAL ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt [2025-12-31T20:27:42.794451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:42.794493] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:42.794521] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:42.794596] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:42.852993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:42.853817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:42.853907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:42.853941] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:42.974900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:42.975061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:42.975102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:42.975135] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:42.978506] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=98.44%) [2025-12-31T20:27:42.978792] [INFO ] [FORECASTER] Completed predict_future for NICE [2025-12-31T20:27:42.978913] [INFO ] [sig ] NICE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:43.117227] [INFO ] [LOCAL ] Saved forecast: NICE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NICE.txt [2025-12-31T20:27:43.117351] [INFO ] [sig ] [2206/3534] Completed NICE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:43.117389] [INFO ] [sig ] [2207/3534] Forecasting NIE... [2025-12-31T20:27:43.117418] [INFO ] [sig ] Generating forecast for: NIE [2025-12-31T20:27:43.117450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-12-31T20:27:43.128234] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIE'. [2025-12-31T20:27:43.128545] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-12-31T20:27:43.129341] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-12-31T20:27:43.129393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:43.129425] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:43.129451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:43.129509] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:43.192886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:43.193739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:43.193821] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:43.193852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:43.308043] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:43.308197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:43.308237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:43.308264] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:43.311707] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=61.08%) [2025-12-31T20:27:43.311984] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-12-31T20:27:43.312110] [INFO ] [sig ] NIE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:43.452723] [INFO ] [LOCAL ] Saved forecast: NIE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NIE.txt [2025-12-31T20:27:43.452853] [INFO ] [sig ] [2207/3534] Completed NIE in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:43.452893] [INFO ] [sig ] [2208/3534] Forecasting NIKL... [2025-12-31T20:27:43.452923] [INFO ] [sig ] Generating forecast for: NIKL [2025-12-31T20:27:43.452953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'. [2025-12-31T20:27:43.464073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIKL'. [2025-12-31T20:27:43.464378] [INFO ] [FORECASTER] Starting predict_future for NIKL [2025-12-31T20:27:43.465156] [DEBUG] [LOCAL ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt [2025-12-31T20:27:43.465219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:43.465253] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:43.465280] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:43.465337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:43.522128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:43.522853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:43.522931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:43.522964] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:43.635624] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:43.635784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:43.635827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:43.635857] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:43.639376] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: DOWN (p=48.77%) [2025-12-31T20:27:43.639675] [INFO ] [FORECASTER] Completed predict_future for NIKL [2025-12-31T20:27:43.639802] [INFO ] [sig ] NIKL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:43.780863] [INFO ] [LOCAL ] Saved forecast: NIKL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NIKL.txt [2025-12-31T20:27:43.781036] [INFO ] [sig ] [2208/3534] Completed NIKL in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:43.781083] [INFO ] [sig ] [2209/3534] Forecasting NIM... [2025-12-31T20:27:43.781117] [INFO ] [sig ] Generating forecast for: NIM [2025-12-31T20:27:43.781150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-12-31T20:27:43.793191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIM'. [2025-12-31T20:27:43.793511] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-12-31T20:27:43.794326] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-12-31T20:27:43.794379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:43.794446] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:43.794487] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:43.794588] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:43.851865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:43.852555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:43.852671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:43.852708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:43.955951] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:43.956096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:43.956135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:43.956163] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:43.959501] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=69.68%) [2025-12-31T20:27:43.959804] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-12-31T20:27:43.959944] [INFO ] [sig ] NIM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:44.098641] [INFO ] [LOCAL ] Saved forecast: NIM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NIM.txt [2025-12-31T20:27:44.098775] [INFO ] [sig ] [2209/3534] Completed NIM in 0.3s | 2.91 sym/s | Total: 12.6m | ETA: 7.6m [2025-12-31T20:27:44.098820] [INFO ] [sig ] [2210/3534] Forecasting NIO... [2025-12-31T20:27:44.098852] [INFO ] [sig ] Generating forecast for: NIO [2025-12-31T20:27:44.098883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-12-31T20:27:44.110180] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIO'. [2025-12-31T20:27:44.110472] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-12-31T20:27:44.111279] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-12-31T20:27:44.111332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:44.111364] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:44.111392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:44.111450] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:44.168409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:44.169131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:44.169211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:44.169265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:44.287971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:44.288122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:44.288162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:44.288191] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:44.291923] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=51.51%) [2025-12-31T20:27:44.292202] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-12-31T20:27:44.292350] [INFO ] [sig ] NIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:44.432429] [INFO ] [LOCAL ] Saved forecast: NIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NIO.txt [2025-12-31T20:27:44.432556] [INFO ] [sig ] [2210/3534] Completed NIO in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m [2025-12-31T20:27:44.432621] [INFO ] [sig ] [2211/3534] Forecasting NIPG... [2025-12-31T20:27:44.432655] [INFO ] [sig ] Generating forecast for: NIPG [2025-12-31T20:27:44.432686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'. [2025-12-31T20:27:44.443808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NIPG'. [2025-12-31T20:27:44.444111] [INFO ] [FORECASTER] Starting predict_future for NIPG [2025-12-31T20:27:44.444921] [DEBUG] [LOCAL ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt [2025-12-31T20:27:44.444975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:44.445009] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:44.445038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:44.445097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:44.506132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:44.506921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:44.507000] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:44.507031] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:44.619540] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:44.619713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:44.619756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:44.619785] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:44.623223] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=50.20%) [2025-12-31T20:27:44.623507] [INFO ] [FORECASTER] Completed predict_future for NIPG [2025-12-31T20:27:44.623706] [INFO ] [sig ] NIPG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:44.763879] [INFO ] [LOCAL ] Saved forecast: NIPG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NIPG.txt [2025-12-31T20:27:44.764006] [INFO ] [sig ] [2211/3534] Completed NIPG in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m [2025-12-31T20:27:44.764045] [INFO ] [sig ] [2212/3534] Forecasting NISN... [2025-12-31T20:27:44.764074] [INFO ] [sig ] Generating forecast for: NISN [2025-12-31T20:27:44.764105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'. [2025-12-31T20:27:44.775224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NISN'. [2025-12-31T20:27:44.775514] [INFO ] [FORECASTER] Starting predict_future for NISN [2025-12-31T20:27:44.776304] [DEBUG] [LOCAL ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt [2025-12-31T20:27:44.776356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:44.776388] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:44.776414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:44.776471] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:44.833498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:44.834134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:44.834211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:44.834242] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:44.939531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:44.939701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:44.939743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:44.939831] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:44.943339] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=4.83%) [2025-12-31T20:27:44.943662] [INFO ] [FORECASTER] Completed predict_future for NISN [2025-12-31T20:27:44.943796] [INFO ] [sig ] NISN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:45.082338] [INFO ] [LOCAL ] Saved forecast: NISN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NISN.txt [2025-12-31T20:27:45.082473] [INFO ] [sig ] [2212/3534] Completed NISN in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m [2025-12-31T20:27:45.082512] [INFO ] [sig ] [2213/3534] Forecasting NITO... [2025-12-31T20:27:45.082542] [INFO ] [sig ] Generating forecast for: NITO [2025-12-31T20:27:45.082588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'. [2025-12-31T20:27:45.093922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NITO'. [2025-12-31T20:27:45.094212] [INFO ] [FORECASTER] Starting predict_future for NITO [2025-12-31T20:27:45.094991] [DEBUG] [LOCAL ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt [2025-12-31T20:27:45.095043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:45.095074] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:45.095101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:45.095158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:45.152635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:45.153271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:45.153347] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:45.153380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:45.271173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:45.271517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:45.271557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:45.271618] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:45.274940] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=53.52%) [2025-12-31T20:27:45.275208] [INFO ] [FORECASTER] Completed predict_future for NITO [2025-12-31T20:27:45.275325] [INFO ] [sig ] NITO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:45.437683] [INFO ] [LOCAL ] Saved forecast: NITO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NITO.txt [2025-12-31T20:27:45.437844] [INFO ] [sig ] [2213/3534] Completed NITO in 0.4s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m [2025-12-31T20:27:45.437886] [INFO ] [sig ] [2214/3534] Forecasting NKSH... [2025-12-31T20:27:45.437918] [INFO ] [sig ] Generating forecast for: NKSH [2025-12-31T20:27:45.437949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'. [2025-12-31T20:27:45.448737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKSH'. [2025-12-31T20:27:45.449062] [INFO ] [FORECASTER] Starting predict_future for NKSH [2025-12-31T20:27:45.449926] [DEBUG] [LOCAL ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt [2025-12-31T20:27:45.449984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:45.450019] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:45.450049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:45.450111] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:45.508461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:45.509397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:45.509486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:45.509519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:45.618166] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:45.618361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:45.618405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:45.618437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:45.622060] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=69.27%) [2025-12-31T20:27:45.622358] [INFO ] [FORECASTER] Completed predict_future for NKSH [2025-12-31T20:27:45.622494] [INFO ] [sig ] NKSH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:45.769540] [INFO ] [LOCAL ] Saved forecast: NKSH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NKSH.txt [2025-12-31T20:27:45.769725] [INFO ] [sig ] [2214/3534] Completed NKSH in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m [2025-12-31T20:27:45.769765] [INFO ] [sig ] [2215/3534] Forecasting NKTX... [2025-12-31T20:27:45.769795] [INFO ] [sig ] Generating forecast for: NKTX [2025-12-31T20:27:45.769827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'. [2025-12-31T20:27:45.781647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKTX'. [2025-12-31T20:27:45.781977] [INFO ] [FORECASTER] Starting predict_future for NKTX [2025-12-31T20:27:45.782791] [DEBUG] [LOCAL ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt [2025-12-31T20:27:45.782843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:45.782874] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:45.782900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:45.782956] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:45.839158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:45.840023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:45.840121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:45.840160] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:45.957086] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:45.957285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:45.957331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:45.957361] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:45.961185] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=83.14%) [2025-12-31T20:27:45.961614] [INFO ] [FORECASTER] Completed predict_future for NKTX [2025-12-31T20:27:45.961761] [INFO ] [sig ] NKTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:46.105078] [INFO ] [LOCAL ] Saved forecast: NKTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NKTX.txt [2025-12-31T20:27:46.105221] [INFO ] [sig ] [2215/3534] Completed NKTX in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.6m [2025-12-31T20:27:46.105265] [INFO ] [sig ] [2216/3534] Forecasting NKX... [2025-12-31T20:27:46.105294] [INFO ] [sig ] Generating forecast for: NKX [2025-12-31T20:27:46.105325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-12-31T20:27:46.117037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NKX'. [2025-12-31T20:27:46.117333] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-12-31T20:27:46.118103] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-12-31T20:27:46.118154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:46.118186] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:46.118212] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:46.118274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:46.175281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:46.176110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:46.176190] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:46.176224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:46.293115] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:46.293279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:46.293319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:46.293350] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:46.296881] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=38.46%) [2025-12-31T20:27:46.297155] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-12-31T20:27:46.297307] [INFO ] [sig ] NKX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:46.438121] [INFO ] [LOCAL ] Saved forecast: NKX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NKX.txt [2025-12-31T20:27:46.438249] [INFO ] [sig ] [2216/3534] Completed NKX in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:46.438288] [INFO ] [sig ] [2217/3534] Forecasting NLOP... [2025-12-31T20:27:46.438317] [INFO ] [sig ] Generating forecast for: NLOP [2025-12-31T20:27:46.438347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-12-31T20:27:46.449444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLOP'. [2025-12-31T20:27:46.449725] [INFO ] [FORECASTER] Starting predict_future for NLOP [2025-12-31T20:27:46.450495] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-12-31T20:27:46.450547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:46.450608] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:46.450638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:46.450695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:46.507205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:46.507865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:46.507944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:46.507976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:46.622057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:46.622219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:46.622258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:46.622286] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:46.625658] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=14.68%) [2025-12-31T20:27:46.625928] [INFO ] [FORECASTER] Completed predict_future for NLOP [2025-12-31T20:27:46.626048] [INFO ] [sig ] NLOP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:46.765118] [INFO ] [LOCAL ] Saved forecast: NLOP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NLOP.txt [2025-12-31T20:27:46.765253] [INFO ] [sig ] [2217/3534] Completed NLOP in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:46.765291] [INFO ] [sig ] [2218/3534] Forecasting NLY... [2025-12-31T20:27:46.765319] [INFO ] [sig ] Generating forecast for: NLY [2025-12-31T20:27:46.765349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'. [2025-12-31T20:27:46.776687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NLY'. [2025-12-31T20:27:46.776966] [INFO ] [FORECASTER] Starting predict_future for NLY [2025-12-31T20:27:46.777741] [DEBUG] [LOCAL ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt [2025-12-31T20:27:46.777793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:46.777825] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:46.777852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:46.777909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:46.834261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:46.835085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:46.835178] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:46.835215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:46.956405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:46.956562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:46.956621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:46.956650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:46.959985] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=11.43%) [2025-12-31T20:27:46.960249] [INFO ] [FORECASTER] Completed predict_future for NLY [2025-12-31T20:27:46.960368] [INFO ] [sig ] NLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:47.099014] [INFO ] [LOCAL ] Saved forecast: NLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NLY.txt [2025-12-31T20:27:47.099158] [INFO ] [sig ] [2218/3534] Completed NLY in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:47.099199] [INFO ] [sig ] [2219/3534] Forecasting NMAI... [2025-12-31T20:27:47.099232] [INFO ] [sig ] Generating forecast for: NMAI [2025-12-31T20:27:47.099289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-12-31T20:27:47.111027] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMAI'. [2025-12-31T20:27:47.111330] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-12-31T20:27:47.112117] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-12-31T20:27:47.112169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:47.112201] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:47.112232] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:47.112291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:47.170042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:47.170764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:47.170871] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:47.170904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:47.289208] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:47.289394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:47.289437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:47.289468] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:47.292923] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=79.00%) [2025-12-31T20:27:47.293207] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-12-31T20:27:47.293336] [INFO ] [sig ] NMAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:47.439851] [INFO ] [LOCAL ] Saved forecast: NMAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NMAI.txt [2025-12-31T20:27:47.440023] [INFO ] [sig ] [2219/3534] Completed NMAI in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:47.440063] [INFO ] [sig ] [2220/3534] Forecasting NMCO... [2025-12-31T20:27:47.440095] [INFO ] [sig ] Generating forecast for: NMCO [2025-12-31T20:27:47.440127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-12-31T20:27:47.452106] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMCO'. [2025-12-31T20:27:47.452483] [INFO ] [FORECASTER] Starting predict_future for NMCO [2025-12-31T20:27:47.453289] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-12-31T20:27:47.453341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:47.453373] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:47.453399] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:47.453456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:47.511225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:47.512148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:47.512235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:47.512270] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:47.632221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:47.632378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:47.632419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:47.632449] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:47.635876] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=8.79%) [2025-12-31T20:27:47.636148] [INFO ] [FORECASTER] Completed predict_future for NMCO [2025-12-31T20:27:47.636272] [INFO ] [sig ] NMCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:47.782034] [INFO ] [LOCAL ] Saved forecast: NMCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NMCO.txt [2025-12-31T20:27:47.782209] [INFO ] [sig ] [2220/3534] Completed NMCO in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:47.782268] [INFO ] [sig ] [2221/3534] Forecasting NMFC... [2025-12-31T20:27:47.782313] [INFO ] [sig ] Generating forecast for: NMFC [2025-12-31T20:27:47.782347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'. [2025-12-31T20:27:47.795263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMFC'. [2025-12-31T20:27:47.795718] [INFO ] [FORECASTER] Starting predict_future for NMFC [2025-12-31T20:27:47.796604] [DEBUG] [LOCAL ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt [2025-12-31T20:27:47.796659] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:47.796693] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:47.796722] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:47.796782] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:47.857941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:47.858901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:47.858987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:47.859022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:47.980150] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:47.980305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:47.980345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:47.980375] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:47.983803] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: UP (p=86.85%) [2025-12-31T20:27:47.984076] [INFO ] [FORECASTER] Completed predict_future for NMFC [2025-12-31T20:27:47.984203] [INFO ] [sig ] NMFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:48.122641] [INFO ] [LOCAL ] Saved forecast: NMFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NMFC.txt [2025-12-31T20:27:48.122800] [INFO ] [sig ] [2221/3534] Completed NMFC in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:48.122840] [INFO ] [sig ] [2222/3534] Forecasting NMG... [2025-12-31T20:27:48.122871] [INFO ] [sig ] Generating forecast for: NMG [2025-12-31T20:27:48.122902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-12-31T20:27:48.134896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMG'. [2025-12-31T20:27:48.135215] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-12-31T20:27:48.136052] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-12-31T20:27:48.136106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:48.136139] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:48.136166] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:48.136223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:48.193367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:48.194045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:48.194123] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:48.194155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:48.311139] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:48.311296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:48.311336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:48.311366] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:48.314740] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=65.66%) [2025-12-31T20:27:48.315008] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-12-31T20:27:48.315129] [INFO ] [sig ] NMG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:48.455453] [INFO ] [LOCAL ] Saved forecast: NMG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NMG.txt [2025-12-31T20:27:48.455634] [INFO ] [sig ] [2222/3534] Completed NMG in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:48.455677] [INFO ] [sig ] [2223/3534] Forecasting NMI... [2025-12-31T20:27:48.455707] [INFO ] [sig ] Generating forecast for: NMI [2025-12-31T20:27:48.455740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-12-31T20:27:48.465919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMI'. [2025-12-31T20:27:48.466199] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-12-31T20:27:48.466975] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-12-31T20:27:48.467028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:48.467060] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:48.467086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:48.467144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:48.523959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:48.524627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:48.524705] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:48.524737] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:48.629737] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:48.629889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:48.629928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:48.629957] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:48.633266] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=69.92%) [2025-12-31T20:27:48.633539] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-12-31T20:27:48.633677] [INFO ] [sig ] NMI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:48.774491] [INFO ] [LOCAL ] Saved forecast: NMI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NMI.txt [2025-12-31T20:27:48.774657] [INFO ] [sig ] [2223/3534] Completed NMI in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:48.774699] [INFO ] [sig ] [2224/3534] Forecasting NMIH... [2025-12-31T20:27:48.774730] [INFO ] [sig ] Generating forecast for: NMIH [2025-12-31T20:27:48.774761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'. [2025-12-31T20:27:48.786539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMIH'. [2025-12-31T20:27:48.786883] [INFO ] [FORECASTER] Starting predict_future for NMIH [2025-12-31T20:27:48.787678] [DEBUG] [LOCAL ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt [2025-12-31T20:27:48.787729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:48.787760] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:48.787786] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:48.787843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:48.846905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:48.847831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:48.847934] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:48.847968] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:48.961204] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:48.961357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:48.961396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:48.961441] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:48.964854] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=95.08%) [2025-12-31T20:27:48.965136] [INFO ] [FORECASTER] Completed predict_future for NMIH [2025-12-31T20:27:48.965262] [INFO ] [sig ] NMIH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:49.109494] [INFO ] [LOCAL ] Saved forecast: NMIH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NMIH.txt [2025-12-31T20:27:49.110443] [INFO ] [sig ] [2224/3534] Completed NMIH in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:49.110497] [INFO ] [sig ] [2225/3534] Forecasting NMM... [2025-12-31T20:27:49.110530] [INFO ] [sig ] Generating forecast for: NMM [2025-12-31T20:27:49.110562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-12-31T20:27:49.122298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMM'. [2025-12-31T20:27:49.122650] [INFO ] [FORECASTER] Starting predict_future for NMM [2025-12-31T20:27:49.123446] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-12-31T20:27:49.123500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:49.123533] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:49.123561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:49.123639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:49.181010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:49.181829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:49.181910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:49.181943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:49.301196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:49.301350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:49.301391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:49.301422] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:49.304829] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-12-31T20:27:49.305102] [INFO ] [FORECASTER] Completed predict_future for NMM [2025-12-31T20:27:49.305230] [INFO ] [sig ] NMM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:49.444410] [INFO ] [LOCAL ] Saved forecast: NMM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NMM.txt [2025-12-31T20:27:49.444549] [INFO ] [sig ] [2225/3534] Completed NMM in 0.3s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:49.444607] [INFO ] [sig ] [2226/3534] Forecasting NMRA... [2025-12-31T20:27:49.444638] [INFO ] [sig ] Generating forecast for: NMRA [2025-12-31T20:27:49.444668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'. [2025-12-31T20:27:49.456204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRA'. [2025-12-31T20:27:49.456522] [INFO ] [FORECASTER] Starting predict_future for NMRA [2025-12-31T20:27:49.457337] [DEBUG] [LOCAL ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt [2025-12-31T20:27:49.457389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:49.457445] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:49.457473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:49.457530] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:49.514075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:49.514866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:49.514949] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:49.514983] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:49.633743] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:49.633901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:49.633943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:49.633973] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:49.637479] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=44.51%) [2025-12-31T20:27:49.637778] [INFO ] [FORECASTER] Completed predict_future for NMRA [2025-12-31T20:27:49.637905] [INFO ] [sig ] NMRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:49.836613] [INFO ] [LOCAL ] Saved forecast: NMRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NMRA.txt [2025-12-31T20:27:49.836785] [INFO ] [sig ] [2226/3534] Completed NMRA in 0.4s | 2.91 sym/s | Total: 12.7m | ETA: 7.5m [2025-12-31T20:27:49.836828] [INFO ] [sig ] [2227/3534] Forecasting NMRK... [2025-12-31T20:27:49.836858] [INFO ] [sig ] Generating forecast for: NMRK [2025-12-31T20:27:49.836889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'. [2025-12-31T20:27:49.849653] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NMRK'. [2025-12-31T20:27:49.849988] [INFO ] [FORECASTER] Starting predict_future for NMRK [2025-12-31T20:27:49.850784] [DEBUG] [LOCAL ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt [2025-12-31T20:27:49.850839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:49.850872] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:49.850900] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:49.850959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:49.908259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:49.909015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:49.909098] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:49.909133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:50.034261] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:50.034420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:50.034462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:50.034492] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:50.038027] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=95.14%) [2025-12-31T20:27:50.038311] [INFO ] [FORECASTER] Completed predict_future for NMRK [2025-12-31T20:27:50.038438] [INFO ] [sig ] NMRK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:50.180898] [INFO ] [LOCAL ] Saved forecast: NMRK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NMRK.txt [2025-12-31T20:27:50.181055] [INFO ] [sig ] [2227/3534] Completed NMRK in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m [2025-12-31T20:27:50.181097] [INFO ] [sig ] [2228/3534] Forecasting NN... [2025-12-31T20:27:50.181126] [INFO ] [sig ] Generating forecast for: NN [2025-12-31T20:27:50.181156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'. [2025-12-31T20:27:50.193079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NN'. [2025-12-31T20:27:50.193382] [INFO ] [FORECASTER] Starting predict_future for NN [2025-12-31T20:27:50.194151] [DEBUG] [LOCAL ] No optimal features file found for NN: ./output/feature-sets/NN.txt [2025-12-31T20:27:50.194203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:50.194235] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:50.194262] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:50.194330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:50.252346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:50.253075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:50.253154] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:50.253187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:50.372670] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:50.372829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:50.372870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:50.372899] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:50.376378] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=41.73%) [2025-12-31T20:27:50.376679] [INFO ] [FORECASTER] Completed predict_future for NN [2025-12-31T20:27:50.376804] [INFO ] [sig ] NN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:50.515347] [INFO ] [LOCAL ] Saved forecast: NN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NN.txt [2025-12-31T20:27:50.515503] [INFO ] [sig ] [2228/3534] Completed NN in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m [2025-12-31T20:27:50.515544] [INFO ] [sig ] [2229/3534] Forecasting NNDM... [2025-12-31T20:27:50.515594] [INFO ] [sig ] Generating forecast for: NNDM [2025-12-31T20:27:50.515630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'. [2025-12-31T20:27:50.528204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNDM'. [2025-12-31T20:27:50.528591] [INFO ] [FORECASTER] Starting predict_future for NNDM [2025-12-31T20:27:50.529424] [DEBUG] [LOCAL ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt [2025-12-31T20:27:50.529481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:50.529514] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:50.529541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:50.529615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:50.586412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:50.587133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:50.587217] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:50.587249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:50.707222] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:50.707380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:50.707420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:50.707484] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:50.710893] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=0.26%) [2025-12-31T20:27:50.711169] [INFO ] [FORECASTER] Completed predict_future for NNDM [2025-12-31T20:27:50.711294] [INFO ] [sig ] NNDM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:50.851274] [INFO ] [LOCAL ] Saved forecast: NNDM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NNDM.txt [2025-12-31T20:27:50.851416] [INFO ] [sig ] [2229/3534] Completed NNDM in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m [2025-12-31T20:27:50.851456] [INFO ] [sig ] [2230/3534] Forecasting NNE... [2025-12-31T20:27:50.851486] [INFO ] [sig ] Generating forecast for: NNE [2025-12-31T20:27:50.851516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'. [2025-12-31T20:27:50.862808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNE'. [2025-12-31T20:27:50.863152] [INFO ] [FORECASTER] Starting predict_future for NNE [2025-12-31T20:27:50.863944] [DEBUG] [LOCAL ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt [2025-12-31T20:27:50.864008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:50.864041] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:50.864068] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:50.864126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:50.920080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:50.920899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:50.920978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:50.921011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:51.041418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:51.041603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:51.041645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:51.041675] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:51.045163] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=93.10%) [2025-12-31T20:27:51.045480] [INFO ] [FORECASTER] Completed predict_future for NNE [2025-12-31T20:27:51.045637] [INFO ] [sig ] NNE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:51.189926] [INFO ] [LOCAL ] Saved forecast: NNE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NNE.txt [2025-12-31T20:27:51.190096] [INFO ] [sig ] [2230/3534] Completed NNE in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m [2025-12-31T20:27:51.190137] [INFO ] [sig ] [2231/3534] Forecasting NNI... [2025-12-31T20:27:51.190167] [INFO ] [sig ] Generating forecast for: NNI [2025-12-31T20:27:51.190198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-12-31T20:27:51.202309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNI'. [2025-12-31T20:27:51.202723] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-12-31T20:27:51.203510] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-12-31T20:27:51.203561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:51.203612] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:51.203640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:51.203697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:51.261483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:51.262360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:51.262445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:51.262479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:51.380736] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:51.380888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:51.380929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:51.380959] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:51.384354] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=47.31%) [2025-12-31T20:27:51.384637] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-12-31T20:27:51.384756] [INFO ] [sig ] NNI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:51.523584] [INFO ] [LOCAL ] Saved forecast: NNI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NNI.txt [2025-12-31T20:27:51.523721] [INFO ] [sig ] [2231/3534] Completed NNI in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m [2025-12-31T20:27:51.523760] [INFO ] [sig ] [2232/3534] Forecasting NNN... [2025-12-31T20:27:51.523790] [INFO ] [sig ] Generating forecast for: NNN [2025-12-31T20:27:51.523821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-12-31T20:27:51.534977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNN'. [2025-12-31T20:27:51.535288] [INFO ] [FORECASTER] Starting predict_future for NNN [2025-12-31T20:27:51.536129] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-12-31T20:27:51.536184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:51.536217] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:51.536244] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:51.536302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:51.594508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:51.595178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:51.595257] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:51.595291] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:51.715660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:51.715837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:51.715882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:51.715913] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:51.719512] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=84.83%) [2025-12-31T20:27:51.719806] [INFO ] [FORECASTER] Completed predict_future for NNN [2025-12-31T20:27:51.719931] [INFO ] [sig ] NNN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:51.864770] [INFO ] [LOCAL ] Saved forecast: NNN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NNN.txt [2025-12-31T20:27:51.864928] [INFO ] [sig ] [2232/3534] Completed NNN in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.5m [2025-12-31T20:27:51.864968] [INFO ] [sig ] [2233/3534] Forecasting NNOX... [2025-12-31T20:27:51.864998] [INFO ] [sig ] Generating forecast for: NNOX [2025-12-31T20:27:51.865029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'. [2025-12-31T20:27:51.876871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNOX'. [2025-12-31T20:27:51.877247] [INFO ] [FORECASTER] Starting predict_future for NNOX [2025-12-31T20:27:51.878051] [DEBUG] [LOCAL ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt [2025-12-31T20:27:51.878103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:51.878135] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:51.878162] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:51.878219] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:51.935626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:51.936336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:51.936419] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:51.936454] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:52.059749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:52.059895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:52.059933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:52.059962] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:52.063320] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=64.39%) [2025-12-31T20:27:52.063620] [INFO ] [FORECASTER] Completed predict_future for NNOX [2025-12-31T20:27:52.063748] [INFO ] [sig ] NNOX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:52.202950] [INFO ] [LOCAL ] Saved forecast: NNOX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NNOX.txt [2025-12-31T20:27:52.203078] [INFO ] [sig ] [2233/3534] Completed NNOX in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:52.203145] [INFO ] [sig ] [2234/3534] Forecasting NNY... [2025-12-31T20:27:52.203178] [INFO ] [sig ] Generating forecast for: NNY [2025-12-31T20:27:52.203208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-12-31T20:27:52.214424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NNY'. [2025-12-31T20:27:52.214739] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-12-31T20:27:52.215521] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-12-31T20:27:52.215592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:52.215627] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:52.215654] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:52.215712] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:52.275105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:52.275808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:52.275885] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:52.275917] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:52.384423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:52.384600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:52.384646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:52.384689] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:52.388089] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=30.74%) [2025-12-31T20:27:52.388373] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-12-31T20:27:52.388502] [INFO ] [sig ] NNY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:52.531803] [INFO ] [LOCAL ] Saved forecast: NNY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NNY.txt [2025-12-31T20:27:52.531940] [INFO ] [sig ] [2234/3534] Completed NNY in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:52.531981] [INFO ] [sig ] [2235/3534] Forecasting NOA... [2025-12-31T20:27:52.532011] [INFO ] [sig ] Generating forecast for: NOA [2025-12-31T20:27:52.532042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-12-31T20:27:52.543622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOA'. [2025-12-31T20:27:52.543921] [INFO ] [FORECASTER] Starting predict_future for NOA [2025-12-31T20:27:52.544774] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-12-31T20:27:52.544829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:52.544864] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:52.544894] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:52.544954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:52.602788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:52.603421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:52.603501] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:52.603535] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:52.726803] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:52.726953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:52.726995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:52.727026] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:52.730553] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=1.78%) [2025-12-31T20:27:52.730866] [INFO ] [FORECASTER] Completed predict_future for NOA [2025-12-31T20:27:52.730991] [INFO ] [sig ] NOA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:52.876330] [INFO ] [LOCAL ] Saved forecast: NOA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NOA.txt [2025-12-31T20:27:52.876476] [INFO ] [sig ] [2235/3534] Completed NOA in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:52.876517] [INFO ] [sig ] [2236/3534] Forecasting NOAH... [2025-12-31T20:27:52.876547] [INFO ] [sig ] Generating forecast for: NOAH [2025-12-31T20:27:52.876596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-12-31T20:27:52.888384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOAH'. [2025-12-31T20:27:52.888680] [INFO ] [FORECASTER] Starting predict_future for NOAH [2025-12-31T20:27:52.889446] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-12-31T20:27:52.889498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:52.889529] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:52.889557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:52.889633] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:52.947491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:52.948189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:52.948294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:52.948328] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:53.067735] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:53.067889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:53.067931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:53.067961] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:53.071423] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=3.27%) [2025-12-31T20:27:53.071721] [INFO ] [FORECASTER] Completed predict_future for NOAH [2025-12-31T20:27:53.071854] [INFO ] [sig ] NOAH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:53.212544] [INFO ] [LOCAL ] Saved forecast: NOAH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NOAH.txt [2025-12-31T20:27:53.212692] [INFO ] [sig ] [2236/3534] Completed NOAH in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:53.212734] [INFO ] [sig ] [2237/3534] Forecasting NODK... [2025-12-31T20:27:53.212765] [INFO ] [sig ] Generating forecast for: NODK [2025-12-31T20:27:53.212796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'. [2025-12-31T20:27:53.222738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NODK'. [2025-12-31T20:27:53.222987] [INFO ] [FORECASTER] Starting predict_future for NODK [2025-12-31T20:27:53.223778] [DEBUG] [LOCAL ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt [2025-12-31T20:27:53.223830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:53.223862] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:53.223889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:53.223946] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:53.282730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:53.283410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:53.283489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:53.283521] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:53.382446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:53.382605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:53.382682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:53.382714] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:53.386188] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=29.41%) [2025-12-31T20:27:53.386468] [INFO ] [FORECASTER] Completed predict_future for NODK [2025-12-31T20:27:53.386613] [INFO ] [sig ] NODK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:53.526999] [INFO ] [LOCAL ] Saved forecast: NODK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NODK.txt [2025-12-31T20:27:53.527143] [INFO ] [sig ] [2237/3534] Completed NODK in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:53.527185] [INFO ] [sig ] [2238/3534] Forecasting NOG... [2025-12-31T20:27:53.527217] [INFO ] [sig ] Generating forecast for: NOG [2025-12-31T20:27:53.527248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-12-31T20:27:53.542450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOG'. [2025-12-31T20:27:53.543014] [INFO ] [FORECASTER] Starting predict_future for NOG [2025-12-31T20:27:53.543990] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-12-31T20:27:53.544046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:53.544080] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:53.544107] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:53.544166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:53.605050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:53.605997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:53.606089] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:53.606122] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:53.728764] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:53.728939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:53.728982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:53.729012] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:53.732699] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=53.59%) [2025-12-31T20:27:53.732981] [INFO ] [FORECASTER] Completed predict_future for NOG [2025-12-31T20:27:53.733130] [INFO ] [sig ] NOG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:53.882588] [INFO ] [LOCAL ] Saved forecast: NOG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NOG.txt [2025-12-31T20:27:53.882753] [INFO ] [sig ] [2238/3534] Completed NOG in 0.4s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:53.882796] [INFO ] [sig ] [2239/3534] Forecasting NOMD... [2025-12-31T20:27:53.882824] [INFO ] [sig ] Generating forecast for: NOMD [2025-12-31T20:27:53.882855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-12-31T20:27:53.896350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOMD'. [2025-12-31T20:27:53.896893] [INFO ] [FORECASTER] Starting predict_future for NOMD [2025-12-31T20:27:53.897686] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-12-31T20:27:53.897738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:53.897771] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:53.897797] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:53.897854] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:53.957006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:53.957988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:53.958076] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:53.958109] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:54.076191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:54.076342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:54.076381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:54.076410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:54.080049] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=72.77%) [2025-12-31T20:27:54.080331] [INFO ] [FORECASTER] Completed predict_future for NOMD [2025-12-31T20:27:54.080459] [INFO ] [sig ] NOMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:54.221376] [INFO ] [LOCAL ] Saved forecast: NOMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NOMD.txt [2025-12-31T20:27:54.221530] [INFO ] [sig ] [2239/3534] Completed NOMD in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:54.221586] [INFO ] [sig ] [2240/3534] Forecasting NOTE... [2025-12-31T20:27:54.221619] [INFO ] [sig ] Generating forecast for: NOTE [2025-12-31T20:27:54.221833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-12-31T20:27:54.234656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NOTE'. [2025-12-31T20:27:54.235022] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-12-31T20:27:54.235848] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-12-31T20:27:54.235904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:54.235937] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:54.235964] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:54.236023] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:54.295122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:54.295985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:54.296071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:54.296106] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:54.413339] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:54.413511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:54.413555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:54.413604] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:54.417031] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-12-31T20:27:54.417335] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-12-31T20:27:54.417468] [INFO ] [sig ] NOTE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:54.555940] [INFO ] [LOCAL ] Saved forecast: NOTE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NOTE.txt [2025-12-31T20:27:54.556062] [INFO ] [sig ] [2240/3534] Completed NOTE in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:54.556101] [INFO ] [sig ] [2241/3534] Forecasting NPCE... [2025-12-31T20:27:54.556131] [INFO ] [sig ] Generating forecast for: NPCE [2025-12-31T20:27:54.556161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'. [2025-12-31T20:27:54.567979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPCE'. [2025-12-31T20:27:54.568301] [INFO ] [FORECASTER] Starting predict_future for NPCE [2025-12-31T20:27:54.569081] [DEBUG] [LOCAL ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt [2025-12-31T20:27:54.569132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:54.569178] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:54.569206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:54.569290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:54.627064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:54.627712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:54.627791] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:54.627825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:54.749846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:54.750024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:54.750064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:54.750093] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:54.753545] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=43.57%) [2025-12-31T20:27:54.753847] [INFO ] [FORECASTER] Completed predict_future for NPCE [2025-12-31T20:27:54.753972] [INFO ] [sig ] NPCE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:54.895701] [INFO ] [LOCAL ] Saved forecast: NPCE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NPCE.txt [2025-12-31T20:27:54.895839] [INFO ] [sig ] [2241/3534] Completed NPCE in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:54.895880] [INFO ] [sig ] [2242/3534] Forecasting NPFD... [2025-12-31T20:27:54.895910] [INFO ] [sig ] Generating forecast for: NPFD [2025-12-31T20:27:54.895939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-12-31T20:27:54.908158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPFD'. [2025-12-31T20:27:54.908488] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-12-31T20:27:54.909366] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-12-31T20:27:54.909434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:54.909485] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:54.909529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:54.909620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:54.967552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:54.968357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:54.968443] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:54.968477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:55.099465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:55.099646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:55.099691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:55.099724] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:55.103531] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=79.18%) [2025-12-31T20:27:55.103869] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-12-31T20:27:55.104005] [INFO ] [sig ] NPFD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:55.247557] [INFO ] [LOCAL ] Saved forecast: NPFD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NPFD.txt [2025-12-31T20:27:55.247790] [INFO ] [sig ] [2242/3534] Completed NPFD in 0.4s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:55.247833] [INFO ] [sig ] [2243/3534] Forecasting NPK... [2025-12-31T20:27:55.247865] [INFO ] [sig ] Generating forecast for: NPK [2025-12-31T20:27:55.247897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-12-31T20:27:55.260082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPK'. [2025-12-31T20:27:55.260490] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-12-31T20:27:55.261298] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-12-31T20:27:55.261351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:55.261412] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:55.261442] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:55.261500] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:55.317902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:55.318761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:55.318843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:55.318876] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:55.439471] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:55.439679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:55.439722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:55.439750] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:55.443128] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=71.80%) [2025-12-31T20:27:55.443402] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-12-31T20:27:55.443528] [INFO ] [sig ] NPK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:55.581850] [INFO ] [LOCAL ] Saved forecast: NPK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NPK.txt [2025-12-31T20:27:55.581985] [INFO ] [sig ] [2243/3534] Completed NPK in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:55.582025] [INFO ] [sig ] [2244/3534] Forecasting NPO... [2025-12-31T20:27:55.582055] [INFO ] [sig ] Generating forecast for: NPO [2025-12-31T20:27:55.582085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-12-31T20:27:55.596195] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NPO'. [2025-12-31T20:27:55.596742] [INFO ] [FORECASTER] Starting predict_future for NPO [2025-12-31T20:27:55.597724] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-12-31T20:27:55.597782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:55.597816] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:55.597844] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:55.597907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:55.659638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:55.660792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:55.660888] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:55.660923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:55.781017] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:55.781244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:55.781290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:55.781319] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:55.785051] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=35.55%) [2025-12-31T20:27:55.785349] [INFO ] [FORECASTER] Completed predict_future for NPO [2025-12-31T20:27:55.785480] [INFO ] [sig ] NPO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:55.926608] [INFO ] [LOCAL ] Saved forecast: NPO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NPO.txt [2025-12-31T20:27:55.926827] [INFO ] [sig ] [2244/3534] Completed NPO in 0.3s | 2.91 sym/s | Total: 12.8m | ETA: 7.4m [2025-12-31T20:27:55.926871] [INFO ] [sig ] [2245/3534] Forecasting NQP... [2025-12-31T20:27:55.926909] [INFO ] [sig ] Generating forecast for: NQP [2025-12-31T20:27:55.926943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-12-31T20:27:55.940748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NQP'. [2025-12-31T20:27:55.941267] [INFO ] [FORECASTER] Starting predict_future for NQP [2025-12-31T20:27:55.942149] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-12-31T20:27:55.942202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:55.942236] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:55.942263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:55.942321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:55.999828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:56.000951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:56.001048] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:56.001082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:56.121531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:56.121715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:56.121757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:56.121786] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:56.125268] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=96.01%) [2025-12-31T20:27:56.125594] [INFO ] [FORECASTER] Completed predict_future for NQP [2025-12-31T20:27:56.125726] [INFO ] [sig ] NQP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:56.273819] [INFO ] [LOCAL ] Saved forecast: NQP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NQP.txt [2025-12-31T20:27:56.273997] [INFO ] [sig ] [2245/3534] Completed NQP in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m [2025-12-31T20:27:56.274042] [INFO ] [sig ] [2246/3534] Forecasting NRC... [2025-12-31T20:27:56.274072] [INFO ] [sig ] Generating forecast for: NRC [2025-12-31T20:27:56.274103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'. [2025-12-31T20:27:56.286314] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRC'. [2025-12-31T20:27:56.286614] [INFO ] [FORECASTER] Starting predict_future for NRC [2025-12-31T20:27:56.287388] [DEBUG] [LOCAL ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt [2025-12-31T20:27:56.287453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:56.287500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:56.287527] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:56.287608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:56.343681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:56.344363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:56.344442] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:56.344475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:56.474316] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:56.474487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:56.474527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:56.474554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:56.478004] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=96.52%) [2025-12-31T20:27:56.478280] [INFO ] [FORECASTER] Completed predict_future for NRC [2025-12-31T20:27:56.478404] [INFO ] [sig ] NRC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:56.616932] [INFO ] [LOCAL ] Saved forecast: NRC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NRC.txt [2025-12-31T20:27:56.617112] [INFO ] [sig ] [2246/3534] Completed NRC in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m [2025-12-31T20:27:56.617155] [INFO ] [sig ] [2247/3534] Forecasting NRDS... [2025-12-31T20:27:56.617187] [INFO ] [sig ] Generating forecast for: NRDS [2025-12-31T20:27:56.617218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'. [2025-12-31T20:27:56.631668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRDS'. [2025-12-31T20:27:56.632083] [INFO ] [FORECASTER] Starting predict_future for NRDS [2025-12-31T20:27:56.632933] [DEBUG] [LOCAL ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt [2025-12-31T20:27:56.632988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:56.633022] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:56.633049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:56.633108] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:56.699506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:56.700438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:56.700536] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:56.700800] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:56.822103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:56.822269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:56.822309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:56.822337] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:56.825892] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=79.45%) [2025-12-31T20:27:56.826227] [INFO ] [FORECASTER] Completed predict_future for NRDS [2025-12-31T20:27:56.826370] [INFO ] [sig ] NRDS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:57.000353] [INFO ] [LOCAL ] Saved forecast: NRDS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NRDS.txt [2025-12-31T20:27:57.000545] [INFO ] [sig ] [2247/3534] Completed NRDS in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m [2025-12-31T20:27:57.000616] [INFO ] [sig ] [2248/3534] Forecasting NREF... [2025-12-31T20:27:57.000652] [INFO ] [sig ] Generating forecast for: NREF [2025-12-31T20:27:57.000684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-12-31T20:27:57.016480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NREF'. [2025-12-31T20:27:57.017007] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-12-31T20:27:57.018157] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-12-31T20:27:57.018229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:57.018272] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:57.018309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:57.018393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:57.087749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:57.088717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:57.088804] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:57.088838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:57.223533] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:57.223721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:57.223763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:57.223811] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:57.228646] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=80.49%) [2025-12-31T20:27:57.229127] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-12-31T20:27:57.229345] [INFO ] [sig ] NREF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:57.404515] [INFO ] [LOCAL ] Saved forecast: NREF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NREF.txt [2025-12-31T20:27:57.404708] [INFO ] [sig ] [2248/3534] Completed NREF in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m [2025-12-31T20:27:57.404754] [INFO ] [sig ] [2249/3534] Forecasting NRG... [2025-12-31T20:27:57.404785] [INFO ] [sig ] Generating forecast for: NRG [2025-12-31T20:27:57.404817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'. [2025-12-31T20:27:57.421850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRG'. [2025-12-31T20:27:57.422354] [INFO ] [FORECASTER] Starting predict_future for NRG [2025-12-31T20:27:57.423447] [DEBUG] [LOCAL ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt [2025-12-31T20:27:57.423512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:57.423551] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:57.423615] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:57.423691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:57.510013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:57.511261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:57.511386] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:57.511444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:57.664298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:57.664468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:57.664513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:57.664542] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:57.668082] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=97.41%) [2025-12-31T20:27:57.668378] [INFO ] [FORECASTER] Completed predict_future for NRG [2025-12-31T20:27:57.668511] [INFO ] [sig ] NRG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:57.833214] [INFO ] [LOCAL ] Saved forecast: NRG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NRG.txt [2025-12-31T20:27:57.833424] [INFO ] [sig ] [2249/3534] Completed NRG in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m [2025-12-31T20:27:57.833484] [INFO ] [sig ] [2250/3534] Forecasting NRIM... [2025-12-31T20:27:57.833519] [INFO ] [sig ] Generating forecast for: NRIM [2025-12-31T20:27:57.833550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'. [2025-12-31T20:27:57.850110] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIM'. [2025-12-31T20:27:57.850631] [INFO ] [FORECASTER] Starting predict_future for NRIM [2025-12-31T20:27:57.851829] [DEBUG] [LOCAL ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt [2025-12-31T20:27:57.851904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:57.851957] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:57.852002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:57.852094] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:57.936558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:57.937983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:57.938090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:57.938161] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:58.071407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:58.071586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:58.071631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:58.071659] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:58.075651] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=6.46%) [2025-12-31T20:27:58.076120] [INFO ] [FORECASTER] Completed predict_future for NRIM [2025-12-31T20:27:58.076252] [INFO ] [sig ] NRIM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:58.218329] [INFO ] [LOCAL ] Saved forecast: NRIM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NRIM.txt [2025-12-31T20:27:58.218483] [INFO ] [sig ] [2250/3534] Completed NRIM in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.4m [2025-12-31T20:27:58.218524] [INFO ] [sig ] [2251/3534] Forecasting NRIX... [2025-12-31T20:27:58.218555] [INFO ] [sig ] Generating forecast for: NRIX [2025-12-31T20:27:58.218611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'. [2025-12-31T20:27:58.230646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRIX'. [2025-12-31T20:27:58.230964] [INFO ] [FORECASTER] Starting predict_future for NRIX [2025-12-31T20:27:58.231752] [DEBUG] [LOCAL ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt [2025-12-31T20:27:58.231804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:58.231836] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:58.231863] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:58.231920] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:58.291129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:58.292035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:58.292119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:58.292153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:58.415316] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:58.415437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:58.415477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:58.415506] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:58.419013] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=0.54%) [2025-12-31T20:27:58.419322] [INFO ] [FORECASTER] Completed predict_future for NRIX [2025-12-31T20:27:58.419450] [INFO ] [sig ] NRIX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:58.559613] [INFO ] [LOCAL ] Saved forecast: NRIX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NRIX.txt [2025-12-31T20:27:58.559738] [INFO ] [sig ] [2251/3534] Completed NRIX in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:27:58.559778] [INFO ] [sig ] [2252/3534] Forecasting NRK... [2025-12-31T20:27:58.559809] [INFO ] [sig ] Generating forecast for: NRK [2025-12-31T20:27:58.559840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-12-31T20:27:58.571630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRK'. [2025-12-31T20:27:58.571933] [INFO ] [FORECASTER] Starting predict_future for NRK [2025-12-31T20:27:58.572745] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-12-31T20:27:58.572799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:58.572832] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:58.572871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:58.572931] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:58.630289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:58.630932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:58.631008] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:58.631041] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:58.745844] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:58.745966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:58.746003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:58.746031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:58.749294] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=12.72%) [2025-12-31T20:27:58.749569] [INFO ] [FORECASTER] Completed predict_future for NRK [2025-12-31T20:27:58.749709] [INFO ] [sig ] NRK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:58.888335] [INFO ] [LOCAL ] Saved forecast: NRK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NRK.txt [2025-12-31T20:27:58.888456] [INFO ] [sig ] [2252/3534] Completed NRK in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:27:58.888497] [INFO ] [sig ] [2253/3534] Forecasting NRP... [2025-12-31T20:27:58.888529] [INFO ] [sig ] Generating forecast for: NRP [2025-12-31T20:27:58.888559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-12-31T20:27:58.899499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRP'. [2025-12-31T20:27:58.899830] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-12-31T20:27:58.900724] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-12-31T20:27:58.900778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:58.900811] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:58.900841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:58.900901] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:58.958205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:58.958857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:58.958957] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:58.958990] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:59.074908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:59.075044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:59.075082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:59.075111] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:59.078388] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=87.13%) [2025-12-31T20:27:59.078679] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-12-31T20:27:59.078801] [INFO ] [sig ] NRP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:59.217802] [INFO ] [LOCAL ] Saved forecast: NRP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NRP.txt [2025-12-31T20:27:59.217914] [INFO ] [sig ] [2253/3534] Completed NRP in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:27:59.217953] [INFO ] [sig ] [2254/3534] Forecasting NRXP... [2025-12-31T20:27:59.217984] [INFO ] [sig ] Generating forecast for: NRXP [2025-12-31T20:27:59.218014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'. [2025-12-31T20:27:59.230090] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NRXP'. [2025-12-31T20:27:59.230398] [INFO ] [FORECASTER] Starting predict_future for NRXP [2025-12-31T20:27:59.231211] [DEBUG] [LOCAL ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt [2025-12-31T20:27:59.231265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:59.231298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:59.231325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:59.231384] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:59.289331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:59.289981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:59.290057] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:59.290089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:59.407386] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:59.407508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:59.407544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:59.407606] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:59.410958] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=54.02%) [2025-12-31T20:27:59.411225] [INFO ] [FORECASTER] Completed predict_future for NRXP [2025-12-31T20:27:59.411344] [INFO ] [sig ] NRXP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:27:59.550214] [INFO ] [LOCAL ] Saved forecast: NRXP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NRXP.txt [2025-12-31T20:27:59.550335] [INFO ] [sig ] [2254/3534] Completed NRXP in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:27:59.550372] [INFO ] [sig ] [2255/3534] Forecasting NSC... [2025-12-31T20:27:59.550401] [INFO ] [sig ] Generating forecast for: NSC [2025-12-31T20:27:59.550432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'. [2025-12-31T20:27:59.561500] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSC'. [2025-12-31T20:27:59.561845] [INFO ] [FORECASTER] Starting predict_future for NSC [2025-12-31T20:27:59.562675] [DEBUG] [LOCAL ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt [2025-12-31T20:27:59.562728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:59.562762] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:59.562790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:59.562849] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:59.620673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:59.621299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:59.621378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:59.621412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:27:59.740383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:27:59.740540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:27:59.740607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:27:59.740644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:27:59.744003] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=10.52%) [2025-12-31T20:27:59.744274] [INFO ] [FORECASTER] Completed predict_future for NSC [2025-12-31T20:27:59.744393] [INFO ] [sig ] NSC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:27:59.884191] [INFO ] [LOCAL ] Saved forecast: NSC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NSC.txt [2025-12-31T20:27:59.884327] [INFO ] [sig ] [2255/3534] Completed NSC in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:27:59.884366] [INFO ] [sig ] [2256/3534] Forecasting NSP... [2025-12-31T20:27:59.884396] [INFO ] [sig ] Generating forecast for: NSP [2025-12-31T20:27:59.884433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-12-31T20:27:59.895602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSP'. [2025-12-31T20:27:59.895887] [INFO ] [FORECASTER] Starting predict_future for NSP [2025-12-31T20:27:59.896675] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-12-31T20:27:59.896727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:27:59.896758] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:27:59.896785] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:27:59.896842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:27:59.953269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:27:59.954295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:27:59.954378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:27:59.954410] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:00.078544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:00.078706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:00.078745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:00.078773] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:00.082137] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=74.02%) [2025-12-31T20:28:00.082406] [INFO ] [FORECASTER] Completed predict_future for NSP [2025-12-31T20:28:00.082529] [INFO ] [sig ] NSP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:00.221389] [INFO ] [LOCAL ] Saved forecast: NSP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NSP.txt [2025-12-31T20:28:00.221539] [INFO ] [sig ] [2256/3534] Completed NSP in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:28:00.221598] [INFO ] [sig ] [2257/3534] Forecasting NSSC... [2025-12-31T20:28:00.221631] [INFO ] [sig ] Generating forecast for: NSSC [2025-12-31T20:28:00.221664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'. [2025-12-31T20:28:00.233811] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NSSC'. [2025-12-31T20:28:00.234148] [INFO ] [FORECASTER] Starting predict_future for NSSC [2025-12-31T20:28:00.235007] [DEBUG] [LOCAL ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt [2025-12-31T20:28:00.235063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:00.235097] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:00.235124] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:00.235184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:00.295908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:00.296721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:00.296801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:00.296834] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:00.419896] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:00.420055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:00.420098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:00.420127] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:00.423744] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=15.74%) [2025-12-31T20:28:00.424024] [INFO ] [FORECASTER] Completed predict_future for NSSC [2025-12-31T20:28:00.424148] [INFO ] [sig ] NSSC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:00.568368] [INFO ] [LOCAL ] Saved forecast: NSSC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NSSC.txt [2025-12-31T20:28:00.568515] [INFO ] [sig ] [2257/3534] Completed NSSC in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:28:00.568566] [INFO ] [sig ] [2258/3534] Forecasting NTAP... [2025-12-31T20:28:00.568628] [INFO ] [sig ] Generating forecast for: NTAP [2025-12-31T20:28:00.568666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'. [2025-12-31T20:28:00.583181] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTAP'. [2025-12-31T20:28:00.583671] [INFO ] [FORECASTER] Starting predict_future for NTAP [2025-12-31T20:28:00.584466] [DEBUG] [LOCAL ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt [2025-12-31T20:28:00.584520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:00.584553] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:00.584604] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:00.584667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:00.652277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:00.653144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:00.653230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:00.653263] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:00.775016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:00.775139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:00.775178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:00.775208] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:00.778638] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=2.54%) [2025-12-31T20:28:00.778917] [INFO ] [FORECASTER] Completed predict_future for NTAP [2025-12-31T20:28:00.779041] [INFO ] [sig ] NTAP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:00.920677] [INFO ] [LOCAL ] Saved forecast: NTAP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NTAP.txt [2025-12-31T20:28:00.920810] [INFO ] [sig ] [2258/3534] Completed NTAP in 0.4s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:28:00.920851] [INFO ] [sig ] [2259/3534] Forecasting NTB... [2025-12-31T20:28:00.920880] [INFO ] [sig ] Generating forecast for: NTB [2025-12-31T20:28:00.920909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-12-31T20:28:00.932175] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTB'. [2025-12-31T20:28:00.932460] [INFO ] [FORECASTER] Starting predict_future for NTB [2025-12-31T20:28:00.933227] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-12-31T20:28:00.933279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:00.933311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:00.933338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:00.933395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:00.990258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:00.990888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:00.990964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:00.990996] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:01.107566] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:01.107739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:01.107778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:01.107807] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:01.111307] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=51.35%) [2025-12-31T20:28:01.111637] [INFO ] [FORECASTER] Completed predict_future for NTB [2025-12-31T20:28:01.111767] [INFO ] [sig ] NTB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:01.256438] [INFO ] [LOCAL ] Saved forecast: NTB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NTB.txt [2025-12-31T20:28:01.256627] [INFO ] [sig ] [2259/3534] Completed NTB in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:28:01.256670] [INFO ] [sig ] [2260/3534] Forecasting NTES... [2025-12-31T20:28:01.256700] [INFO ] [sig ] Generating forecast for: NTES [2025-12-31T20:28:01.256732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'. [2025-12-31T20:28:01.268711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTES'. [2025-12-31T20:28:01.269103] [INFO ] [FORECASTER] Starting predict_future for NTES [2025-12-31T20:28:01.270029] [DEBUG] [LOCAL ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt [2025-12-31T20:28:01.270082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:01.270140] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:01.270169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:01.270226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:01.330059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:01.330958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:01.331042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:01.331074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:01.457323] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:01.457508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:01.457565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:01.457621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:01.462501] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=20.81%) [2025-12-31T20:28:01.462972] [INFO ] [FORECASTER] Completed predict_future for NTES [2025-12-31T20:28:01.463129] [INFO ] [sig ] NTES: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:01.600668] [INFO ] [LOCAL ] Saved forecast: NTES 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NTES.txt [2025-12-31T20:28:01.600797] [INFO ] [sig ] [2260/3534] Completed NTES in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:28:01.600837] [INFO ] [sig ] [2261/3534] Forecasting NTIC... [2025-12-31T20:28:01.600866] [INFO ] [sig ] Generating forecast for: NTIC [2025-12-31T20:28:01.600895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'. [2025-12-31T20:28:01.612011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTIC'. [2025-12-31T20:28:01.612292] [INFO ] [FORECASTER] Starting predict_future for NTIC [2025-12-31T20:28:01.613068] [DEBUG] [LOCAL ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt [2025-12-31T20:28:01.613120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:01.613151] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:01.613178] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:01.613235] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:01.670072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:01.670949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:01.671032] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:01.671064] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:01.781020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:01.781201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:01.781243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:01.781274] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:01.784831] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=24.43%) [2025-12-31T20:28:01.785108] [INFO ] [FORECASTER] Completed predict_future for NTIC [2025-12-31T20:28:01.785235] [INFO ] [sig ] NTIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:01.934761] [INFO ] [LOCAL ] Saved forecast: NTIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NTIC.txt [2025-12-31T20:28:01.934925] [INFO ] [sig ] [2261/3534] Completed NTIC in 0.3s | 2.91 sym/s | Total: 12.9m | ETA: 7.3m [2025-12-31T20:28:01.934964] [INFO ] [sig ] [2262/3534] Forecasting NTLA... [2025-12-31T20:28:01.934994] [INFO ] [sig ] Generating forecast for: NTLA [2025-12-31T20:28:01.935024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'. [2025-12-31T20:28:01.947876] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTLA'. [2025-12-31T20:28:01.948201] [INFO ] [FORECASTER] Starting predict_future for NTLA [2025-12-31T20:28:01.948961] [DEBUG] [LOCAL ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt [2025-12-31T20:28:01.949013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:01.949045] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:01.949073] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:01.949131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:02.007303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:02.008202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:02.008285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:02.008317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:02.130825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:02.130980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:02.131018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:02.131047] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:02.134389] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=3.16%) [2025-12-31T20:28:02.134686] [INFO ] [FORECASTER] Completed predict_future for NTLA [2025-12-31T20:28:02.134808] [INFO ] [sig ] NTLA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:02.274330] [INFO ] [LOCAL ] Saved forecast: NTLA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NTLA.txt [2025-12-31T20:28:02.274486] [INFO ] [sig ] [2262/3534] Completed NTLA in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m [2025-12-31T20:28:02.274533] [INFO ] [sig ] [2263/3534] Forecasting NTNX... [2025-12-31T20:28:02.274568] [INFO ] [sig ] Generating forecast for: NTNX [2025-12-31T20:28:02.274633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'. [2025-12-31T20:28:02.290189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTNX'. [2025-12-31T20:28:02.290700] [INFO ] [FORECASTER] Starting predict_future for NTNX [2025-12-31T20:28:02.291750] [DEBUG] [LOCAL ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt [2025-12-31T20:28:02.291813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:02.291856] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:02.291894] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:02.291976] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:02.360542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:02.361635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:02.361744] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:02.361781] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:02.491878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:02.492038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:02.492078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:02.492153] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:02.495640] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=20.17%) [2025-12-31T20:28:02.495929] [INFO ] [FORECASTER] Completed predict_future for NTNX [2025-12-31T20:28:02.496058] [INFO ] [sig ] NTNX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:02.639179] [INFO ] [LOCAL ] Saved forecast: NTNX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NTNX.txt [2025-12-31T20:28:02.639381] [INFO ] [sig ] [2263/3534] Completed NTNX in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m [2025-12-31T20:28:02.639438] [INFO ] [sig ] [2264/3534] Forecasting NTRA... [2025-12-31T20:28:02.639472] [INFO ] [sig ] Generating forecast for: NTRA [2025-12-31T20:28:02.639521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'. [2025-12-31T20:28:02.651623] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRA'. [2025-12-31T20:28:02.651981] [INFO ] [FORECASTER] Starting predict_future for NTRA [2025-12-31T20:28:02.652774] [DEBUG] [LOCAL ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt [2025-12-31T20:28:02.652827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:02.652859] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:02.652886] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:02.652943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:02.710652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:02.711520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:02.711641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:02.711676] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:02.833964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:02.834116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:02.834156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:02.834185] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:02.837520] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: UP (p=59.03%) [2025-12-31T20:28:02.837807] [INFO ] [FORECASTER] Completed predict_future for NTRA [2025-12-31T20:28:02.837927] [INFO ] [sig ] NTRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:02.975975] [INFO ] [LOCAL ] Saved forecast: NTRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NTRA.txt [2025-12-31T20:28:02.976095] [INFO ] [sig ] [2264/3534] Completed NTRA in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m [2025-12-31T20:28:02.976136] [INFO ] [sig ] [2265/3534] Forecasting NTRB... [2025-12-31T20:28:02.976165] [INFO ] [sig ] Generating forecast for: NTRB [2025-12-31T20:28:02.976194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'. [2025-12-31T20:28:02.987215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRB'. [2025-12-31T20:28:02.987490] [INFO ] [FORECASTER] Starting predict_future for NTRB [2025-12-31T20:28:02.988300] [DEBUG] [LOCAL ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt [2025-12-31T20:28:02.988375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:02.988411] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:02.988439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:02.988498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:03.045876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:03.046485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:03.046562] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:03.046612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:03.160643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:03.160795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:03.160834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:03.160863] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:03.164238] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=37.18%) [2025-12-31T20:28:03.164504] [INFO ] [FORECASTER] Completed predict_future for NTRB [2025-12-31T20:28:03.164643] [INFO ] [sig ] NTRB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:03.305843] [INFO ] [LOCAL ] Saved forecast: NTRB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NTRB.txt [2025-12-31T20:28:03.305965] [INFO ] [sig ] [2265/3534] Completed NTRB in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m [2025-12-31T20:28:03.306004] [INFO ] [sig ] [2266/3534] Forecasting NTRS... [2025-12-31T20:28:03.306034] [INFO ] [sig ] Generating forecast for: NTRS [2025-12-31T20:28:03.306065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'. [2025-12-31T20:28:03.317964] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRS'. [2025-12-31T20:28:03.318252] [INFO ] [FORECASTER] Starting predict_future for NTRS [2025-12-31T20:28:03.319203] [DEBUG] [LOCAL ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt [2025-12-31T20:28:03.319285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:03.319324] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:03.319351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:03.319409] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:03.377754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:03.378428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:03.378508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:03.378542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:03.513216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:03.513374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:03.513415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:03.513445] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:03.516927] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: DOWN (p=7.98%) [2025-12-31T20:28:03.517200] [INFO ] [FORECASTER] Completed predict_future for NTRS [2025-12-31T20:28:03.517325] [INFO ] [sig ] NTRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:03.663621] [INFO ] [LOCAL ] Saved forecast: NTRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NTRS.txt [2025-12-31T20:28:03.663755] [INFO ] [sig ] [2266/3534] Completed NTRS in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m [2025-12-31T20:28:03.663795] [INFO ] [sig ] [2267/3534] Forecasting NTRSO... [2025-12-31T20:28:03.663824] [INFO ] [sig ] Generating forecast for: NTRSO [2025-12-31T20:28:03.663854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'. [2025-12-31T20:28:03.675631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'. [2025-12-31T20:28:03.675963] [INFO ] [FORECASTER] Starting predict_future for NTRSO [2025-12-31T20:28:03.676746] [DEBUG] [LOCAL ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt [2025-12-31T20:28:03.676799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:03.676831] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:03.676858] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:03.676915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:03.737311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:03.738003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:03.738082] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:03.738115] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:03.852537] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:03.852716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:03.852756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:03.852786] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:03.856120] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=74.29%) [2025-12-31T20:28:03.856386] [INFO ] [FORECASTER] Completed predict_future for NTRSO [2025-12-31T20:28:03.856507] [INFO ] [sig ] NTRSO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:03.995295] [INFO ] [LOCAL ] Saved forecast: NTRSO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NTRSO.txt [2025-12-31T20:28:03.995439] [INFO ] [sig ] [2267/3534] Completed NTRSO in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.3m [2025-12-31T20:28:03.995480] [INFO ] [sig ] [2268/3534] Forecasting NUKK... [2025-12-31T20:28:03.995509] [INFO ] [sig ] Generating forecast for: NUKK [2025-12-31T20:28:03.995538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'. [2025-12-31T20:28:04.007351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUKK'. [2025-12-31T20:28:04.007639] [INFO ] [FORECASTER] Starting predict_future for NUKK [2025-12-31T20:28:04.008395] [DEBUG] [LOCAL ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt [2025-12-31T20:28:04.008447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:04.008479] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:04.008506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:04.008562] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:04.065985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:04.066652] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:04.066728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:04.066760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:04.184648] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:04.184802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:04.184845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:04.184876] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:04.188213] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=38.78%) [2025-12-31T20:28:04.188477] [INFO ] [FORECASTER] Completed predict_future for NUKK [2025-12-31T20:28:04.188617] [INFO ] [sig ] NUKK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:04.329699] [INFO ] [LOCAL ] Saved forecast: NUKK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NUKK.txt [2025-12-31T20:28:04.329868] [INFO ] [sig ] [2268/3534] Completed NUKK in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:04.329910] [INFO ] [sig ] [2269/3534] Forecasting NUS... [2025-12-31T20:28:04.329940] [INFO ] [sig ] Generating forecast for: NUS [2025-12-31T20:28:04.329971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-12-31T20:28:04.341410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUS'. [2025-12-31T20:28:04.341723] [INFO ] [FORECASTER] Starting predict_future for NUS [2025-12-31T20:28:04.342470] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-12-31T20:28:04.342521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:04.342555] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:04.342610] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:04.342668] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:04.402962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:04.403747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:04.403826] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:04.403858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:04.526336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:04.526500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:04.526539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:04.526586] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:04.530078] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=4.34%) [2025-12-31T20:28:04.530356] [INFO ] [FORECASTER] Completed predict_future for NUS [2025-12-31T20:28:04.530480] [INFO ] [sig ] NUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:04.670876] [INFO ] [LOCAL ] Saved forecast: NUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NUS.txt [2025-12-31T20:28:04.671022] [INFO ] [sig ] [2269/3534] Completed NUS in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:04.671062] [INFO ] [sig ] [2270/3534] Forecasting NUTX... [2025-12-31T20:28:04.671091] [INFO ] [sig ] Generating forecast for: NUTX [2025-12-31T20:28:04.671122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'. [2025-12-31T20:28:04.682950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUTX'. [2025-12-31T20:28:04.683264] [INFO ] [FORECASTER] Starting predict_future for NUTX [2025-12-31T20:28:04.684032] [DEBUG] [LOCAL ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt [2025-12-31T20:28:04.684083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:04.684115] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:04.684142] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:04.684597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:04.741372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:04.742224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:04.742338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:04.742372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:04.863714] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:04.863889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:04.863928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:04.863958] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:04.867278] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=23.15%) [2025-12-31T20:28:04.867565] [INFO ] [FORECASTER] Completed predict_future for NUTX [2025-12-31T20:28:04.867709] [INFO ] [sig ] NUTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:05.009464] [INFO ] [LOCAL ] Saved forecast: NUTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NUTX.txt [2025-12-31T20:28:05.009634] [INFO ] [sig ] [2270/3534] Completed NUTX in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:05.009679] [INFO ] [sig ] [2271/3534] Forecasting NUVB... [2025-12-31T20:28:05.009710] [INFO ] [sig ] Generating forecast for: NUVB [2025-12-31T20:28:05.009742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-12-31T20:28:05.021200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVB'. [2025-12-31T20:28:05.021493] [INFO ] [FORECASTER] Starting predict_future for NUVB [2025-12-31T20:28:05.022276] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-12-31T20:28:05.022329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:05.022363] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:05.022391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:05.022449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:05.079742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:05.080386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:05.080467] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:05.080498] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:05.202709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:05.202862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:05.202902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:05.202932] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:05.206429] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=2.79%) [2025-12-31T20:28:05.206723] [INFO ] [FORECASTER] Completed predict_future for NUVB [2025-12-31T20:28:05.206848] [INFO ] [sig ] NUVB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:05.346435] [INFO ] [LOCAL ] Saved forecast: NUVB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NUVB.txt [2025-12-31T20:28:05.346586] [INFO ] [sig ] [2271/3534] Completed NUVB in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:05.346629] [INFO ] [sig ] [2272/3534] Forecasting NUVL... [2025-12-31T20:28:05.346658] [INFO ] [sig ] Generating forecast for: NUVL [2025-12-31T20:28:05.346689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'. [2025-12-31T20:28:05.357611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUVL'. [2025-12-31T20:28:05.357893] [INFO ] [FORECASTER] Starting predict_future for NUVL [2025-12-31T20:28:05.358665] [DEBUG] [LOCAL ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt [2025-12-31T20:28:05.358716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:05.358748] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:05.358775] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:05.358832] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:05.415162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:05.415850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:05.415927] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:05.415960] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:05.536972] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:05.537148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:05.537189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:05.537217] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:05.540659] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=23.99%) [2025-12-31T20:28:05.540980] [INFO ] [FORECASTER] Completed predict_future for NUVL [2025-12-31T20:28:05.541113] [INFO ] [sig ] NUVL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:05.684945] [INFO ] [LOCAL ] Saved forecast: NUVL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NUVL.txt [2025-12-31T20:28:05.685090] [INFO ] [sig ] [2272/3534] Completed NUVL in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:05.685143] [INFO ] [sig ] [2273/3534] Forecasting NUWE... [2025-12-31T20:28:05.685174] [INFO ] [sig ] Generating forecast for: NUWE [2025-12-31T20:28:05.685205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'. [2025-12-31T20:28:05.696296] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NUWE'. [2025-12-31T20:28:05.696595] [INFO ] [FORECASTER] Starting predict_future for NUWE [2025-12-31T20:28:05.697338] [DEBUG] [LOCAL ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt [2025-12-31T20:28:05.697390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:05.697422] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:05.697449] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:05.697507] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:05.755058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:05.755935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:05.756028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:05.756062] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:05.871388] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:05.871549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:05.871609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:05.871641] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:05.875151] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=10.03%) [2025-12-31T20:28:05.875501] [INFO ] [FORECASTER] Completed predict_future for NUWE [2025-12-31T20:28:05.875659] [INFO ] [sig ] NUWE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:06.015765] [INFO ] [LOCAL ] Saved forecast: NUWE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NUWE.txt [2025-12-31T20:28:06.015921] [INFO ] [sig ] [2273/3534] Completed NUWE in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:06.015959] [INFO ] [sig ] [2274/3534] Forecasting NVAX... [2025-12-31T20:28:06.015989] [INFO ] [sig ] Generating forecast for: NVAX [2025-12-31T20:28:06.016020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'. [2025-12-31T20:28:06.027696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVAX'. [2025-12-31T20:28:06.028017] [INFO ] [FORECASTER] Starting predict_future for NVAX [2025-12-31T20:28:06.028785] [DEBUG] [LOCAL ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt [2025-12-31T20:28:06.028837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:06.028870] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:06.028897] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:06.028954] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:06.088912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:06.089847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:06.089933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:06.089967] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:06.207018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:06.207176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:06.207217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:06.207246] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:06.210859] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=24.60%) [2025-12-31T20:28:06.211222] [INFO ] [FORECASTER] Completed predict_future for NVAX [2025-12-31T20:28:06.211368] [INFO ] [sig ] NVAX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:06.358423] [INFO ] [LOCAL ] Saved forecast: NVAX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVAX.txt [2025-12-31T20:28:06.358596] [INFO ] [sig ] [2274/3534] Completed NVAX in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:06.358639] [INFO ] [sig ] [2275/3534] Forecasting NVD... [2025-12-31T20:28:06.358668] [INFO ] [sig ] Generating forecast for: NVD [2025-12-31T20:28:06.358699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'. [2025-12-31T20:28:06.371211] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVD'. [2025-12-31T20:28:06.371563] [INFO ] [FORECASTER] Starting predict_future for NVD [2025-12-31T20:28:06.372358] [DEBUG] [LOCAL ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt [2025-12-31T20:28:06.372410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:06.372442] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:06.372468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:06.372526] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:06.429145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:06.430108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:06.430194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:06.430227] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:06.546269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:06.546428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:06.546469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:06.546499] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:06.550335] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=12.65%) [2025-12-31T20:28:06.550682] [INFO ] [FORECASTER] Completed predict_future for NVD [2025-12-31T20:28:06.550840] [INFO ] [sig ] NVD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:06.698832] [INFO ] [LOCAL ] Saved forecast: NVD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVD.txt [2025-12-31T20:28:06.698994] [INFO ] [sig ] [2275/3534] Completed NVD in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:06.699034] [INFO ] [sig ] [2276/3534] Forecasting NVDA... [2025-12-31T20:28:06.699066] [INFO ] [sig ] Generating forecast for: NVDA [2025-12-31T20:28:06.699095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'. [2025-12-31T20:28:06.711375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDA'. [2025-12-31T20:28:06.711798] [INFO ] [FORECASTER] Starting predict_future for NVDA [2025-12-31T20:28:06.712605] [DEBUG] [LOCAL ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt [2025-12-31T20:28:06.712658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:06.712704] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:06.712733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:06.712791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:06.771956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:06.772889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:06.772977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:06.773011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:06.903547] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:06.903729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:06.903771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:06.903800] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:06.908033] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=83.60%) [2025-12-31T20:28:06.908412] [INFO ] [FORECASTER] Completed predict_future for NVDA [2025-12-31T20:28:06.908602] [INFO ] [sig ] NVDA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:07.056218] [INFO ] [LOCAL ] Saved forecast: NVDA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NVDA.txt [2025-12-31T20:28:07.056387] [INFO ] [sig ] [2276/3534] Completed NVDA in 0.4s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:07.056428] [INFO ] [sig ] [2277/3534] Forecasting NVDD... [2025-12-31T20:28:07.056458] [INFO ] [sig ] Generating forecast for: NVDD [2025-12-31T20:28:07.056488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'. [2025-12-31T20:28:07.068681] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDD'. [2025-12-31T20:28:07.069018] [INFO ] [FORECASTER] Starting predict_future for NVDD [2025-12-31T20:28:07.069856] [DEBUG] [LOCAL ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt [2025-12-31T20:28:07.069933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:07.069967] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:07.069993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:07.070050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:07.126032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:07.126653] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:07.126734] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:07.126766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:07.248653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:07.248810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:07.248849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:07.248877] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:07.252460] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=74.66%) [2025-12-31T20:28:07.252751] [INFO ] [FORECASTER] Completed predict_future for NVDD [2025-12-31T20:28:07.252870] [INFO ] [sig ] NVDD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:07.392976] [INFO ] [LOCAL ] Saved forecast: NVDD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NVDD.txt [2025-12-31T20:28:07.393136] [INFO ] [sig ] [2277/3534] Completed NVDD in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:07.393176] [INFO ] [sig ] [2278/3534] Forecasting NVDL... [2025-12-31T20:28:07.393206] [INFO ] [sig ] Generating forecast for: NVDL [2025-12-31T20:28:07.393237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'. [2025-12-31T20:28:07.405347] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDL'. [2025-12-31T20:28:07.405682] [INFO ] [FORECASTER] Starting predict_future for NVDL [2025-12-31T20:28:07.406454] [DEBUG] [LOCAL ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt [2025-12-31T20:28:07.406508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:07.406541] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:07.406588] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:07.406652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:07.465812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:07.466702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:07.466790] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:07.466824] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:07.588089] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:07.588246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:07.588285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:07.588315] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:07.591792] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=97.16%) [2025-12-31T20:28:07.592065] [INFO ] [FORECASTER] Completed predict_future for NVDL [2025-12-31T20:28:07.592189] [INFO ] [sig ] NVDL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:07.732302] [INFO ] [LOCAL ] Saved forecast: NVDL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NVDL.txt [2025-12-31T20:28:07.732447] [INFO ] [sig ] [2278/3534] Completed NVDL in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:07.732486] [INFO ] [sig ] [2279/3534] Forecasting NVDS... [2025-12-31T20:28:07.732516] [INFO ] [sig ] Generating forecast for: NVDS [2025-12-31T20:28:07.732547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'. [2025-12-31T20:28:07.743425] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVDS'. [2025-12-31T20:28:07.743797] [INFO ] [FORECASTER] Starting predict_future for NVDS [2025-12-31T20:28:07.744558] [DEBUG] [LOCAL ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt [2025-12-31T20:28:07.744636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:07.744669] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:07.744696] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:07.744753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:07.802640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:07.803460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:07.803541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:07.803592] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:07.929346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:07.929545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:07.929613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:07.929648] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:07.933311] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=3.42%) [2025-12-31T20:28:07.933674] [INFO ] [FORECASTER] Completed predict_future for NVDS [2025-12-31T20:28:07.933808] [INFO ] [sig ] NVDS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:08.076060] [INFO ] [LOCAL ] Saved forecast: NVDS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVDS.txt [2025-12-31T20:28:08.076197] [INFO ] [sig ] [2279/3534] Completed NVDS in 0.3s | 2.91 sym/s | Total: 13.0m | ETA: 7.2m [2025-12-31T20:28:08.076250] [INFO ] [sig ] [2280/3534] Forecasting NVEC... [2025-12-31T20:28:08.076283] [INFO ] [sig ] Generating forecast for: NVEC [2025-12-31T20:28:08.076315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'. [2025-12-31T20:28:08.091602] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVEC'. [2025-12-31T20:28:08.092103] [INFO ] [FORECASTER] Starting predict_future for NVEC [2025-12-31T20:28:08.093335] [DEBUG] [LOCAL ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt [2025-12-31T20:28:08.093401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:08.093439] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:08.093476] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:08.093554] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:08.157903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:08.158810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:08.158895] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:08.158928] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:08.279144] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:08.279332] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:28:08.279402] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:08.279433] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:08.282819] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=27.35%) [2025-12-31T20:28:08.283089] [INFO ] [FORECASTER] Completed predict_future for NVEC [2025-12-31T20:28:08.283214] [INFO ] [sig ] NVEC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:08.422869] [INFO ] [LOCAL ] Saved forecast: NVEC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVEC.txt [2025-12-31T20:28:08.423008] [INFO ] [sig ] [2280/3534] Completed NVEC in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m [2025-12-31T20:28:08.423048] [INFO ] [sig ] [2281/3534] Forecasting NVG... [2025-12-31T20:28:08.423077] [INFO ] [sig ] Generating forecast for: NVG [2025-12-31T20:28:08.423109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-12-31T20:28:08.434715] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVG'. [2025-12-31T20:28:08.435042] [INFO ] [FORECASTER] Starting predict_future for NVG [2025-12-31T20:28:08.435821] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-12-31T20:28:08.435872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:08.435903] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:08.435930] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:08.435988] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:08.498395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:08.499297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:08.499382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:08.499415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:08.621945] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:08.622101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:08.622139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:08.622169] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:08.625528] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=64.09%) [2025-12-31T20:28:08.625814] [INFO ] [FORECASTER] Completed predict_future for NVG [2025-12-31T20:28:08.625952] [INFO ] [sig ] NVG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:08.764633] [INFO ] [LOCAL ] Saved forecast: NVG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NVG.txt [2025-12-31T20:28:08.764777] [INFO ] [sig ] [2281/3534] Completed NVG in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m [2025-12-31T20:28:08.764816] [INFO ] [sig ] [2282/3534] Forecasting NVGS... [2025-12-31T20:28:08.764847] [INFO ] [sig ] Generating forecast for: NVGS [2025-12-31T20:28:08.764877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-12-31T20:28:08.776589] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVGS'. [2025-12-31T20:28:08.776967] [INFO ] [FORECASTER] Starting predict_future for NVGS [2025-12-31T20:28:08.777814] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-12-31T20:28:08.777875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:08.777906] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:08.777933] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:08.777994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:08.836309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:08.837075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:08.837159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:08.837193] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:08.962730] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:08.962889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:08.962929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:08.962957] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:08.966299] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=34.28%) [2025-12-31T20:28:08.966591] [INFO ] [FORECASTER] Completed predict_future for NVGS [2025-12-31T20:28:08.966719] [INFO ] [sig ] NVGS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:09.108525] [INFO ] [LOCAL ] Saved forecast: NVGS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVGS.txt [2025-12-31T20:28:09.108696] [INFO ] [sig ] [2282/3534] Completed NVGS in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m [2025-12-31T20:28:09.108737] [INFO ] [sig ] [2283/3534] Forecasting NVMI... [2025-12-31T20:28:09.108768] [INFO ] [sig ] Generating forecast for: NVMI [2025-12-31T20:28:09.108799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'. [2025-12-31T20:28:09.120429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVMI'. [2025-12-31T20:28:09.120746] [INFO ] [FORECASTER] Starting predict_future for NVMI [2025-12-31T20:28:09.121537] [DEBUG] [LOCAL ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt [2025-12-31T20:28:09.121616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:09.121649] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:09.121676] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:09.121733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:09.180713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:09.181620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:09.181717] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:09.181751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:09.300279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:09.300483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:09.300558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:09.300619] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:09.304294] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=32.42%) [2025-12-31T20:28:09.304602] [INFO ] [FORECASTER] Completed predict_future for NVMI [2025-12-31T20:28:09.304732] [INFO ] [sig ] NVMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:09.445825] [INFO ] [LOCAL ] Saved forecast: NVMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVMI.txt [2025-12-31T20:28:09.445985] [INFO ] [sig ] [2283/3534] Completed NVMI in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m [2025-12-31T20:28:09.446029] [INFO ] [sig ] [2284/3534] Forecasting NVO... [2025-12-31T20:28:09.446107] [INFO ] [sig ] Generating forecast for: NVO [2025-12-31T20:28:09.446147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-12-31T20:28:09.458170] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVO'. [2025-12-31T20:28:09.458508] [INFO ] [FORECASTER] Starting predict_future for NVO [2025-12-31T20:28:09.459321] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-12-31T20:28:09.459374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:09.459405] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:09.459431] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:09.459488] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:09.529422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:09.530309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:09.530395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:09.530430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:09.672060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:09.672286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:09.672338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:09.672375] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:09.676432] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=38.45%) [2025-12-31T20:28:09.676793] [INFO ] [FORECASTER] Completed predict_future for NVO [2025-12-31T20:28:09.676938] [INFO ] [sig ] NVO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:09.826962] [INFO ] [LOCAL ] Saved forecast: NVO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVO.txt [2025-12-31T20:28:09.827166] [INFO ] [sig ] [2284/3534] Completed NVO in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m [2025-12-31T20:28:09.827224] [INFO ] [sig ] [2285/3534] Forecasting NVRI... [2025-12-31T20:28:09.827258] [INFO ] [sig ] Generating forecast for: NVRI [2025-12-31T20:28:09.827298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-12-31T20:28:09.841741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVRI'. [2025-12-31T20:28:09.842133] [INFO ] [FORECASTER] Starting predict_future for NVRI [2025-12-31T20:28:09.843009] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-12-31T20:28:09.843063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:09.843095] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:09.843123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:09.843192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:09.910686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:09.911670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:09.911794] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:09.911837] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:10.032531] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:10.032704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:10.032744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:10.032773] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:10.036090] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=21.52%) [2025-12-31T20:28:10.036360] [INFO ] [FORECASTER] Completed predict_future for NVRI [2025-12-31T20:28:10.036483] [INFO ] [sig ] NVRI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:10.174345] [INFO ] [LOCAL ] Saved forecast: NVRI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVRI.txt [2025-12-31T20:28:10.174498] [INFO ] [sig ] [2285/3534] Completed NVRI in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.2m [2025-12-31T20:28:10.174538] [INFO ] [sig ] [2286/3534] Forecasting NVS... [2025-12-31T20:28:10.174587] [INFO ] [sig ] Generating forecast for: NVS [2025-12-31T20:28:10.174621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-12-31T20:28:10.186359] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVS'. [2025-12-31T20:28:10.186727] [INFO ] [FORECASTER] Starting predict_future for NVS [2025-12-31T20:28:10.187491] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-12-31T20:28:10.187543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:10.187593] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:10.187623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:10.187680] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:10.243675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:10.244541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:10.244647] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:10.244681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:10.369959] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:10.370152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:10.370209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:10.370239] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:10.374102] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=10.84%) [2025-12-31T20:28:10.374414] [INFO ] [FORECASTER] Completed predict_future for NVS [2025-12-31T20:28:10.374548] [INFO ] [sig ] NVS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:10.512487] [INFO ] [LOCAL ] Saved forecast: NVS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVS.txt [2025-12-31T20:28:10.512629] [INFO ] [sig ] [2286/3534] Completed NVS in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:10.512671] [INFO ] [sig ] [2287/3534] Forecasting NVTS... [2025-12-31T20:28:10.512700] [INFO ] [sig ] Generating forecast for: NVTS [2025-12-31T20:28:10.512729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'. [2025-12-31T20:28:10.525920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NVTS'. [2025-12-31T20:28:10.526229] [INFO ] [FORECASTER] Starting predict_future for NVTS [2025-12-31T20:28:10.527074] [DEBUG] [LOCAL ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt [2025-12-31T20:28:10.527127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:10.527178] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:10.527208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:10.527304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:10.586161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:10.587174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:10.587274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:10.587311] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:10.702431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:10.702601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:10.702645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:10.702676] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:10.706084] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=29.28%) [2025-12-31T20:28:10.706360] [INFO ] [FORECASTER] Completed predict_future for NVTS [2025-12-31T20:28:10.706486] [INFO ] [sig ] NVTS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:10.846725] [INFO ] [LOCAL ] Saved forecast: NVTS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NVTS.txt [2025-12-31T20:28:10.846870] [INFO ] [sig ] [2287/3534] Completed NVTS in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:10.846909] [INFO ] [sig ] [2288/3534] Forecasting NWBI... [2025-12-31T20:28:10.846937] [INFO ] [sig ] Generating forecast for: NWBI [2025-12-31T20:28:10.846968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'. [2025-12-31T20:28:10.861603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWBI'. [2025-12-31T20:28:10.862211] [INFO ] [FORECASTER] Starting predict_future for NWBI [2025-12-31T20:28:10.863222] [DEBUG] [LOCAL ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt [2025-12-31T20:28:10.863279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:10.863314] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:10.863341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:10.863403] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:10.922938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:10.924170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:10.924282] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:10.924317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:11.048638] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:11.048813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:11.048857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:11.048887] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:11.052514] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: UP (p=83.08%) [2025-12-31T20:28:11.052834] [INFO ] [FORECASTER] Completed predict_future for NWBI [2025-12-31T20:28:11.052970] [INFO ] [sig ] NWBI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:11.192480] [INFO ] [LOCAL ] Saved forecast: NWBI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NWBI.txt [2025-12-31T20:28:11.192675] [INFO ] [sig ] [2288/3534] Completed NWBI in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:11.192720] [INFO ] [sig ] [2289/3534] Forecasting NWE... [2025-12-31T20:28:11.192752] [INFO ] [sig ] Generating forecast for: NWE [2025-12-31T20:28:11.192783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'. [2025-12-31T20:28:11.204745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWE'. [2025-12-31T20:28:11.205122] [INFO ] [FORECASTER] Starting predict_future for NWE [2025-12-31T20:28:11.205993] [DEBUG] [LOCAL ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt [2025-12-31T20:28:11.206047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:11.206080] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:11.206108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:11.206166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:11.263947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:11.264823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:11.264904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:11.264938] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:11.386430] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:11.386636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:11.386688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:11.386719] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:11.390259] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=94.14%) [2025-12-31T20:28:11.390549] [INFO ] [FORECASTER] Completed predict_future for NWE [2025-12-31T20:28:11.390702] [INFO ] [sig ] NWE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:11.531072] [INFO ] [LOCAL ] Saved forecast: NWE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NWE.txt [2025-12-31T20:28:11.531203] [INFO ] [sig ] [2289/3534] Completed NWE in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:11.531249] [INFO ] [sig ] [2290/3534] Forecasting NWFL... [2025-12-31T20:28:11.531280] [INFO ] [sig ] Generating forecast for: NWFL [2025-12-31T20:28:11.531310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'. [2025-12-31T20:28:11.542463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWFL'. [2025-12-31T20:28:11.542752] [INFO ] [FORECASTER] Starting predict_future for NWFL [2025-12-31T20:28:11.543513] [DEBUG] [LOCAL ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt [2025-12-31T20:28:11.543565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:11.543616] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:11.543643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:11.543701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:11.600970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:11.601773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:11.601856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:11.601890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:11.712068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:11.712227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:11.712267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:11.712295] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:11.715716] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=92.89%) [2025-12-31T20:28:11.716036] [INFO ] [FORECASTER] Completed predict_future for NWFL [2025-12-31T20:28:11.716158] [INFO ] [sig ] NWFL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:11.854861] [INFO ] [LOCAL ] Saved forecast: NWFL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NWFL.txt [2025-12-31T20:28:11.854988] [INFO ] [sig ] [2290/3534] Completed NWFL in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:11.855027] [INFO ] [sig ] [2291/3534] Forecasting NWG... [2025-12-31T20:28:11.855064] [INFO ] [sig ] Generating forecast for: NWG [2025-12-31T20:28:11.855095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-12-31T20:28:11.866658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWG'. [2025-12-31T20:28:11.866945] [INFO ] [FORECASTER] Starting predict_future for NWG [2025-12-31T20:28:11.867716] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-12-31T20:28:11.867767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:11.867799] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:11.867827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:11.867885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:11.927507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:11.928466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:11.928551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:11.928601] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:12.050472] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:12.050656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:12.050697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:12.050729] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:12.054137] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=96.34%) [2025-12-31T20:28:12.054418] [INFO ] [FORECASTER] Completed predict_future for NWG [2025-12-31T20:28:12.054541] [INFO ] [sig ] NWG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:12.193399] [INFO ] [LOCAL ] Saved forecast: NWG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NWG.txt [2025-12-31T20:28:12.193539] [INFO ] [sig ] [2291/3534] Completed NWG in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:12.193594] [INFO ] [sig ] [2292/3534] Forecasting NWL... [2025-12-31T20:28:12.193626] [INFO ] [sig ] Generating forecast for: NWL [2025-12-31T20:28:12.193657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'. [2025-12-31T20:28:12.205274] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWL'. [2025-12-31T20:28:12.205547] [INFO ] [FORECASTER] Starting predict_future for NWL [2025-12-31T20:28:12.206328] [DEBUG] [LOCAL ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt [2025-12-31T20:28:12.206381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:12.206412] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:12.206438] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:12.206495] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:12.263363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:12.264226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:12.264306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:12.264339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:12.389790] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:12.389953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:12.389992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:12.390022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:12.393401] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=28.22%) [2025-12-31T20:28:12.393698] [INFO ] [FORECASTER] Completed predict_future for NWL [2025-12-31T20:28:12.393822] [INFO ] [sig ] NWL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:12.532116] [INFO ] [LOCAL ] Saved forecast: NWL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NWL.txt [2025-12-31T20:28:12.532246] [INFO ] [sig ] [2292/3534] Completed NWL in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:12.532286] [INFO ] [sig ] [2293/3534] Forecasting NWPX... [2025-12-31T20:28:12.532315] [INFO ] [sig ] Generating forecast for: NWPX [2025-12-31T20:28:12.532345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'. [2025-12-31T20:28:12.544207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWPX'. [2025-12-31T20:28:12.544486] [INFO ] [FORECASTER] Starting predict_future for NWPX [2025-12-31T20:28:12.545259] [DEBUG] [LOCAL ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt [2025-12-31T20:28:12.545314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:12.545345] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:12.545372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:12.545429] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:12.604907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:12.605735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:12.605826] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:12.605860] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:12.725811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:12.725971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:12.726011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:12.726039] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:12.729417] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=60.35%) [2025-12-31T20:28:12.729704] [INFO ] [FORECASTER] Completed predict_future for NWPX [2025-12-31T20:28:12.729837] [INFO ] [sig ] NWPX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:12.870391] [INFO ] [LOCAL ] Saved forecast: NWPX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NWPX.txt [2025-12-31T20:28:12.870547] [INFO ] [sig ] [2293/3534] Completed NWPX in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:12.870615] [INFO ] [sig ] [2294/3534] Forecasting NWS... [2025-12-31T20:28:12.870648] [INFO ] [sig ] Generating forecast for: NWS [2025-12-31T20:28:12.870680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'. [2025-12-31T20:28:12.882364] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWS'. [2025-12-31T20:28:12.882744] [INFO ] [FORECASTER] Starting predict_future for NWS [2025-12-31T20:28:12.883509] [DEBUG] [LOCAL ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt [2025-12-31T20:28:12.883561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:12.883622] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:12.883650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:12.883708] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:12.940451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:12.941300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:12.941382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:12.941415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:13.062805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:13.062969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:13.063011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:13.063058] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:13.066676] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=75.20%) [2025-12-31T20:28:13.067000] [INFO ] [FORECASTER] Completed predict_future for NWS [2025-12-31T20:28:13.067133] [INFO ] [sig ] NWS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:13.205773] [INFO ] [LOCAL ] Saved forecast: NWS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NWS.txt [2025-12-31T20:28:13.205918] [INFO ] [sig ] [2294/3534] Completed NWS in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:13.205959] [INFO ] [sig ] [2295/3534] Forecasting NWSA... [2025-12-31T20:28:13.205989] [INFO ] [sig ] Generating forecast for: NWSA [2025-12-31T20:28:13.206019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'. [2025-12-31T20:28:13.219770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NWSA'. [2025-12-31T20:28:13.220249] [INFO ] [FORECASTER] Starting predict_future for NWSA [2025-12-31T20:28:13.221215] [DEBUG] [LOCAL ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt [2025-12-31T20:28:13.221271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:13.221306] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:13.221332] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:13.221392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:13.284293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:13.285489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:13.285606] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:13.285642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:13.406657] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:13.406907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:13.406955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:13.406984] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:13.410975] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=83.14%) [2025-12-31T20:28:13.411277] [INFO ] [FORECASTER] Completed predict_future for NWSA [2025-12-31T20:28:13.411411] [INFO ] [sig ] NWSA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:13.566934] [INFO ] [LOCAL ] Saved forecast: NWSA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NWSA.txt [2025-12-31T20:28:13.567100] [INFO ] [sig ] [2295/3534] Completed NWSA in 0.4s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:13.567142] [INFO ] [sig ] [2296/3534] Forecasting NX... [2025-12-31T20:28:13.567172] [INFO ] [sig ] Generating forecast for: NX [2025-12-31T20:28:13.567203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-12-31T20:28:13.579329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NX'. [2025-12-31T20:28:13.579648] [INFO ] [FORECASTER] Starting predict_future for NX [2025-12-31T20:28:13.580471] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-12-31T20:28:13.580524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:13.580556] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:13.580606] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:13.580667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:13.637123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:13.637925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:13.638009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:13.638042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:13.768741] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:13.768908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:13.768949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:13.768978] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:13.772456] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=6.17%) [2025-12-31T20:28:13.772756] [INFO ] [FORECASTER] Completed predict_future for NX [2025-12-31T20:28:13.772885] [INFO ] [sig ] NX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:13.913810] [INFO ] [LOCAL ] Saved forecast: NX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NX.txt [2025-12-31T20:28:13.913998] [INFO ] [sig ] [2296/3534] Completed NX in 0.3s | 2.91 sym/s | Total: 13.1m | ETA: 7.1m [2025-12-31T20:28:13.914047] [INFO ] [sig ] [2297/3534] Forecasting NXC... [2025-12-31T20:28:13.914079] [INFO ] [sig ] Generating forecast for: NXC [2025-12-31T20:28:13.914110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-12-31T20:28:13.925707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXC'. [2025-12-31T20:28:13.926017] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-12-31T20:28:13.926830] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-12-31T20:28:13.926884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:13.926916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:13.926942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:13.927001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:13.984415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:13.985312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:13.985396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:13.985430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:14.090497] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:14.090678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:14.090718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:14.090748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:14.094184] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=39.79%) [2025-12-31T20:28:14.094460] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-12-31T20:28:14.094608] [INFO ] [sig ] NXC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:14.239104] [INFO ] [LOCAL ] Saved forecast: NXC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NXC.txt [2025-12-31T20:28:14.239291] [INFO ] [sig ] [2297/3534] Completed NXC in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m [2025-12-31T20:28:14.239333] [INFO ] [sig ] [2298/3534] Forecasting NXE... [2025-12-31T20:28:14.239364] [INFO ] [sig ] Generating forecast for: NXE [2025-12-31T20:28:14.239395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-12-31T20:28:14.251728] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXE'. [2025-12-31T20:28:14.252228] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-12-31T20:28:14.253098] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-12-31T20:28:14.253156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:14.253189] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:14.253217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:14.253300] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:14.310922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:14.311643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:14.311724] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:14.311758] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:14.433374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:14.433534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:14.433590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:14.433625] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:14.437072] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=89.83%) [2025-12-31T20:28:14.437382] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-12-31T20:28:14.437545] [INFO ] [sig ] NXE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:14.581252] [INFO ] [LOCAL ] Saved forecast: NXE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NXE.txt [2025-12-31T20:28:14.581403] [INFO ] [sig ] [2298/3534] Completed NXE in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m [2025-12-31T20:28:14.581445] [INFO ] [sig ] [2299/3534] Forecasting NXG... [2025-12-31T20:28:14.581474] [INFO ] [sig ] Generating forecast for: NXG [2025-12-31T20:28:14.581504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-12-31T20:28:14.593029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXG'. [2025-12-31T20:28:14.593308] [INFO ] [FORECASTER] Starting predict_future for NXG [2025-12-31T20:28:14.594094] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-12-31T20:28:14.594146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:14.594177] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:14.594203] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:14.594260] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:14.650328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:14.651132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:14.651214] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:14.651246] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:14.767599] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:14.767791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:14.767831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:14.767859] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:14.771352] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=52.89%) [2025-12-31T20:28:14.771687] [INFO ] [FORECASTER] Completed predict_future for NXG [2025-12-31T20:28:14.771818] [INFO ] [sig ] NXG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:14.911829] [INFO ] [LOCAL ] Saved forecast: NXG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NXG.txt [2025-12-31T20:28:14.911977] [INFO ] [sig ] [2299/3534] Completed NXG in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m [2025-12-31T20:28:14.912016] [INFO ] [sig ] [2300/3534] Forecasting NXGL... [2025-12-31T20:28:14.912046] [INFO ] [sig ] Generating forecast for: NXGL [2025-12-31T20:28:14.912075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'. [2025-12-31T20:28:14.923520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXGL'. [2025-12-31T20:28:14.923824] [INFO ] [FORECASTER] Starting predict_future for NXGL [2025-12-31T20:28:14.924605] [DEBUG] [LOCAL ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt [2025-12-31T20:28:14.924667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:14.924699] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:14.924726] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:14.924783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:14.980812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:14.981711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:14.981794] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:14.981827] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:15.096030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:15.096192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:15.096232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:15.096260] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:15.099695] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=2.04%) [2025-12-31T20:28:15.099994] [INFO ] [FORECASTER] Completed predict_future for NXGL [2025-12-31T20:28:15.100128] [INFO ] [sig ] NXGL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:15.246096] [INFO ] [LOCAL ] Saved forecast: NXGL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NXGL.txt [2025-12-31T20:28:15.246300] [INFO ] [sig ] [2300/3534] Completed NXGL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m [2025-12-31T20:28:15.246394] [INFO ] [sig ] [2301/3534] Forecasting NXP... [2025-12-31T20:28:15.246437] [INFO ] [sig ] Generating forecast for: NXP [2025-12-31T20:28:15.246479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-12-31T20:28:15.257748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXP'. [2025-12-31T20:28:15.258016] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-12-31T20:28:15.258793] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-12-31T20:28:15.258845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:15.258876] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:15.258903] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:15.258960] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:15.316723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:15.317609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:15.317696] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:15.317730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:15.436772] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:15.436927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:15.436969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:15.436999] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:15.440461] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=63.76%) [2025-12-31T20:28:15.440754] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-12-31T20:28:15.440883] [INFO ] [sig ] NXP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:15.584435] [INFO ] [LOCAL ] Saved forecast: NXP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NXP.txt [2025-12-31T20:28:15.584621] [INFO ] [sig ] [2301/3534] Completed NXP in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m [2025-12-31T20:28:15.584672] [INFO ] [sig ] [2302/3534] Forecasting NXPI... [2025-12-31T20:28:15.584715] [INFO ] [sig ] Generating forecast for: NXPI [2025-12-31T20:28:15.584750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'. [2025-12-31T20:28:15.596272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NXPI'. [2025-12-31T20:28:15.596549] [INFO ] [FORECASTER] Starting predict_future for NXPI [2025-12-31T20:28:15.597341] [DEBUG] [LOCAL ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt [2025-12-31T20:28:15.597394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:15.597427] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:15.597453] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:15.597510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:15.656468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:15.657364] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:15.657450] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:15.657484] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:15.780025] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:15.780190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:15.780230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:15.780258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:15.783859] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=15.43%) [2025-12-31T20:28:15.784186] [INFO ] [FORECASTER] Completed predict_future for NXPI [2025-12-31T20:28:15.784326] [INFO ] [sig ] NXPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:15.932803] [INFO ] [LOCAL ] Saved forecast: NXPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NXPI.txt [2025-12-31T20:28:15.932975] [INFO ] [sig ] [2302/3534] Completed NXPI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.1m [2025-12-31T20:28:15.933019] [INFO ] [sig ] [2303/3534] Forecasting NYXH... [2025-12-31T20:28:15.933049] [INFO ] [sig ] Generating forecast for: NYXH [2025-12-31T20:28:15.933078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'. [2025-12-31T20:28:15.944020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NYXH'. [2025-12-31T20:28:15.944276] [INFO ] [FORECASTER] Starting predict_future for NYXH [2025-12-31T20:28:15.945060] [DEBUG] [LOCAL ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt [2025-12-31T20:28:15.945111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:15.945143] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:15.945169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:15.945226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:16.002102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:16.002851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:16.002930] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:16.002962] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:16.114593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:16.114759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:16.114799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:16.114828] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:16.118238] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=51.02%) [2025-12-31T20:28:16.118532] [INFO ] [FORECASTER] Completed predict_future for NYXH [2025-12-31T20:28:16.118676] [INFO ] [sig ] NYXH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:16.257103] [INFO ] [LOCAL ] Saved forecast: NYXH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/NYXH.txt [2025-12-31T20:28:16.257259] [INFO ] [sig ] [2303/3534] Completed NYXH in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:16.257298] [INFO ] [sig ] [2304/3534] Forecasting NZF... [2025-12-31T20:28:16.257328] [INFO ] [sig ] Generating forecast for: NZF [2025-12-31T20:28:16.257360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-12-31T20:28:16.269010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'NZF'. [2025-12-31T20:28:16.269313] [INFO ] [FORECASTER] Starting predict_future for NZF [2025-12-31T20:28:16.270142] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-12-31T20:28:16.270193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:16.270224] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:16.270287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:16.270346] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:16.326741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:16.327517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:16.327617] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:16.327652] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:16.447304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:16.447471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:16.447512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:16.447540] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:16.450977] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=32.83%) [2025-12-31T20:28:16.451265] [INFO ] [FORECASTER] Completed predict_future for NZF [2025-12-31T20:28:16.451390] [INFO ] [sig ] NZF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:16.608482] [INFO ] [LOCAL ] Saved forecast: NZF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/NZF.txt [2025-12-31T20:28:16.608632] [INFO ] [sig ] [2304/3534] Completed NZF in 0.4s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:16.608673] [INFO ] [sig ] [2305/3534] Forecasting OABI... [2025-12-31T20:28:16.608704] [INFO ] [sig ] Generating forecast for: OABI [2025-12-31T20:28:16.608734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'. [2025-12-31T20:28:16.620225] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OABI'. [2025-12-31T20:28:16.620511] [INFO ] [FORECASTER] Starting predict_future for OABI [2025-12-31T20:28:16.621351] [DEBUG] [LOCAL ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt [2025-12-31T20:28:16.621403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:16.621435] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:16.621461] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:16.621518] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:16.679860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:16.680532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:16.680629] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:16.680664] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:16.800856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:16.801036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:16.801081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:16.801109] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:16.804512] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=40.48%) [2025-12-31T20:28:16.804836] [INFO ] [FORECASTER] Completed predict_future for OABI [2025-12-31T20:28:16.804972] [INFO ] [sig ] OABI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:16.954303] [INFO ] [LOCAL ] Saved forecast: OABI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OABI.txt [2025-12-31T20:28:16.954467] [INFO ] [sig ] [2305/3534] Completed OABI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:16.954509] [INFO ] [sig ] [2306/3534] Forecasting OBDC... [2025-12-31T20:28:16.954538] [INFO ] [sig ] Generating forecast for: OBDC [2025-12-31T20:28:16.954587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-12-31T20:28:16.966992] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBDC'. [2025-12-31T20:28:16.967352] [INFO ] [FORECASTER] Starting predict_future for OBDC [2025-12-31T20:28:16.968135] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-12-31T20:28:16.968187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:16.968218] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:16.968246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:16.968303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:17.024533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:17.025403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:17.025489] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:17.025524] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:17.144774] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:17.144935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:17.144976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:17.145003] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:17.148350] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=93.75%) [2025-12-31T20:28:17.148639] [INFO ] [FORECASTER] Completed predict_future for OBDC [2025-12-31T20:28:17.148767] [INFO ] [sig ] OBDC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:17.289118] [INFO ] [LOCAL ] Saved forecast: OBDC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OBDC.txt [2025-12-31T20:28:17.289301] [INFO ] [sig ] [2306/3534] Completed OBDC in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:17.289345] [INFO ] [sig ] [2307/3534] Forecasting OBIL... [2025-12-31T20:28:17.289375] [INFO ] [sig ] Generating forecast for: OBIL [2025-12-31T20:28:17.289406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'. [2025-12-31T20:28:17.300286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIL'. [2025-12-31T20:28:17.300540] [INFO ] [FORECASTER] Starting predict_future for OBIL [2025-12-31T20:28:17.301309] [DEBUG] [LOCAL ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt [2025-12-31T20:28:17.301360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:17.301391] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:17.301417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:17.301473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:17.358314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:17.358940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:17.359020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:17.359053] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:17.463370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:17.463494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:17.463546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:17.463592] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:17.466855] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=78.20%) [2025-12-31T20:28:17.467125] [INFO ] [FORECASTER] Completed predict_future for OBIL [2025-12-31T20:28:17.467248] [INFO ] [sig ] OBIL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:17.605044] [INFO ] [LOCAL ] Saved forecast: OBIL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OBIL.txt [2025-12-31T20:28:17.605150] [INFO ] [sig ] [2307/3534] Completed OBIL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:17.605189] [INFO ] [sig ] [2308/3534] Forecasting OBIO... [2025-12-31T20:28:17.605219] [INFO ] [sig ] Generating forecast for: OBIO [2025-12-31T20:28:17.605249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'. [2025-12-31T20:28:17.616100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBIO'. [2025-12-31T20:28:17.616354] [INFO ] [FORECASTER] Starting predict_future for OBIO [2025-12-31T20:28:17.617112] [DEBUG] [LOCAL ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt [2025-12-31T20:28:17.617163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:17.617195] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:17.617222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:17.617280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:17.674091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:17.674712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:17.674787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:17.674818] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:17.790905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:17.791062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:17.791100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:17.791127] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:17.794479] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=50.25%) [2025-12-31T20:28:17.794770] [INFO ] [FORECASTER] Completed predict_future for OBIO [2025-12-31T20:28:17.794892] [INFO ] [sig ] OBIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:17.933538] [INFO ] [LOCAL ] Saved forecast: OBIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OBIO.txt [2025-12-31T20:28:17.933671] [INFO ] [sig ] [2308/3534] Completed OBIO in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:17.933710] [INFO ] [sig ] [2309/3534] Forecasting OBK... [2025-12-31T20:28:17.933739] [INFO ] [sig ] Generating forecast for: OBK [2025-12-31T20:28:17.933770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-12-31T20:28:17.944920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OBK'. [2025-12-31T20:28:17.945172] [INFO ] [FORECASTER] Starting predict_future for OBK [2025-12-31T20:28:17.945935] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-12-31T20:28:17.945987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:17.946020] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:17.946046] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:17.946103] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:18.003342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:18.003972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:18.004048] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:18.004079] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:18.119800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:18.119904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:18.119943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:18.119973] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:18.123111] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=35.25%) [2025-12-31T20:28:18.123373] [INFO ] [FORECASTER] Completed predict_future for OBK [2025-12-31T20:28:18.123489] [INFO ] [sig ] OBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:18.262016] [INFO ] [LOCAL ] Saved forecast: OBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OBK.txt [2025-12-31T20:28:18.262124] [INFO ] [sig ] [2309/3534] Completed OBK in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:18.262162] [INFO ] [sig ] [2310/3534] Forecasting OC... [2025-12-31T20:28:18.262191] [INFO ] [sig ] Generating forecast for: OC [2025-12-31T20:28:18.262221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-12-31T20:28:18.274020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OC'. [2025-12-31T20:28:18.274269] [INFO ] [FORECASTER] Starting predict_future for OC [2025-12-31T20:28:18.275027] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-12-31T20:28:18.275079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:18.275110] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:18.275136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:18.275193] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:18.331950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:18.332537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:18.332628] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:18.332662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:18.452475] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:18.452613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:18.452656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:18.452685] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:18.455918] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=21.72%) [2025-12-31T20:28:18.456184] [INFO ] [FORECASTER] Completed predict_future for OC [2025-12-31T20:28:18.456306] [INFO ] [sig ] OC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:18.594188] [INFO ] [LOCAL ] Saved forecast: OC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OC.txt [2025-12-31T20:28:18.594296] [INFO ] [sig ] [2310/3534] Completed OC in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:18.594344] [INFO ] [sig ] [2311/3534] Forecasting OCCI... [2025-12-31T20:28:18.594375] [INFO ] [sig ] Generating forecast for: OCCI [2025-12-31T20:28:18.594404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'. [2025-12-31T20:28:18.605331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCCI'. [2025-12-31T20:28:18.605595] [INFO ] [FORECASTER] Starting predict_future for OCCI [2025-12-31T20:28:18.606336] [DEBUG] [LOCAL ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt [2025-12-31T20:28:18.606387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:18.606430] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:18.606458] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:18.606515] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:18.663166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:18.663851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:18.663928] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:18.663961] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:18.779861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:18.780013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:18.780052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:18.780081] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:18.783423] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=84.22%) [2025-12-31T20:28:18.783722] [INFO ] [FORECASTER] Completed predict_future for OCCI [2025-12-31T20:28:18.783842] [INFO ] [sig ] OCCI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:18.922709] [INFO ] [LOCAL ] Saved forecast: OCCI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OCCI.txt [2025-12-31T20:28:18.922848] [INFO ] [sig ] [2311/3534] Completed OCCI in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:18.922887] [INFO ] [sig ] [2312/3534] Forecasting OCFC... [2025-12-31T20:28:18.922917] [INFO ] [sig ] Generating forecast for: OCFC [2025-12-31T20:28:18.922947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'. [2025-12-31T20:28:18.934187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCFC'. [2025-12-31T20:28:18.934462] [INFO ] [FORECASTER] Starting predict_future for OCFC [2025-12-31T20:28:18.935226] [DEBUG] [LOCAL ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt [2025-12-31T20:28:18.935278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:18.935310] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:18.935337] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:18.935394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:18.994945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:18.995835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:18.995916] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:18.995949] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:19.112040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:19.112216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:19.112257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:19.112286] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:19.115675] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=51.98%) [2025-12-31T20:28:19.115956] [INFO ] [FORECASTER] Completed predict_future for OCFC [2025-12-31T20:28:19.116081] [INFO ] [sig ] OCFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:19.254861] [INFO ] [LOCAL ] Saved forecast: OCFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OCFC.txt [2025-12-31T20:28:19.254990] [INFO ] [sig ] [2312/3534] Completed OCFC in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:19.255031] [INFO ] [sig ] [2313/3534] Forecasting OCGN... [2025-12-31T20:28:19.255059] [INFO ] [sig ] Generating forecast for: OCGN [2025-12-31T20:28:19.255089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'. [2025-12-31T20:28:19.266807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCGN'. [2025-12-31T20:28:19.267164] [INFO ] [FORECASTER] Starting predict_future for OCGN [2025-12-31T20:28:19.267946] [DEBUG] [LOCAL ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt [2025-12-31T20:28:19.267998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:19.268029] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:19.268056] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:19.268113] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:19.324876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:19.325494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:19.325587] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:19.325641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:19.442773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:19.442882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:19.442917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:19.442945] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:19.446092] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=6.22%) [2025-12-31T20:28:19.446356] [INFO ] [FORECASTER] Completed predict_future for OCGN [2025-12-31T20:28:19.446477] [INFO ] [sig ] OCGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:19.584910] [INFO ] [LOCAL ] Saved forecast: OCGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OCGN.txt [2025-12-31T20:28:19.585019] [INFO ] [sig ] [2313/3534] Completed OCGN in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:19.585058] [INFO ] [sig ] [2314/3534] Forecasting OCSL... [2025-12-31T20:28:19.585088] [INFO ] [sig ] Generating forecast for: OCSL [2025-12-31T20:28:19.585118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'. [2025-12-31T20:28:19.596463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCSL'. [2025-12-31T20:28:19.596738] [INFO ] [FORECASTER] Starting predict_future for OCSL [2025-12-31T20:28:19.597476] [DEBUG] [LOCAL ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt [2025-12-31T20:28:19.597527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:19.597559] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:19.597607] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:19.597666] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:19.657403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:19.658133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:19.658230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:19.658262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:19.778778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:19.778901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:19.778938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:19.778966] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:19.782190] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-12-31T20:28:19.782452] [INFO ] [FORECASTER] Completed predict_future for OCSL [2025-12-31T20:28:19.782589] [INFO ] [sig ] OCSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:19.920247] [INFO ] [LOCAL ] Saved forecast: OCSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OCSL.txt [2025-12-31T20:28:19.920355] [INFO ] [sig ] [2314/3534] Completed OCSL in 0.3s | 2.91 sym/s | Total: 13.2m | ETA: 7.0m [2025-12-31T20:28:19.920400] [INFO ] [sig ] [2315/3534] Forecasting OCUL... [2025-12-31T20:28:19.920430] [INFO ] [sig ] Generating forecast for: OCUL [2025-12-31T20:28:19.920460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'. [2025-12-31T20:28:19.932344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OCUL'. [2025-12-31T20:28:19.932650] [INFO ] [FORECASTER] Starting predict_future for OCUL [2025-12-31T20:28:19.933459] [DEBUG] [LOCAL ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt [2025-12-31T20:28:19.933512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:19.933544] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:19.933593] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:19.933665] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:19.992300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:19.992924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:19.993001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:19.993034] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:20.112109] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:20.112262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:20.112302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:20.112330] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:20.115782] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=11.06%) [2025-12-31T20:28:20.116096] [INFO ] [FORECASTER] Completed predict_future for OCUL [2025-12-31T20:28:20.116225] [INFO ] [sig ] OCUL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:20.254936] [INFO ] [LOCAL ] Saved forecast: OCUL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OCUL.txt [2025-12-31T20:28:20.255060] [INFO ] [sig ] [2315/3534] Completed OCUL in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m [2025-12-31T20:28:20.255099] [INFO ] [sig ] [2316/3534] Forecasting ODC... [2025-12-31T20:28:20.255129] [INFO ] [sig ] Generating forecast for: ODC [2025-12-31T20:28:20.255158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-12-31T20:28:20.266535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODC'. [2025-12-31T20:28:20.266829] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-12-31T20:28:20.267635] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-12-31T20:28:20.267689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:20.267723] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:20.267750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:20.267810] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:20.327647] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:20.328256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:20.328332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:20.328366] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:20.440510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:20.440670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:20.440709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:20.440738] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:20.444043] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=39.03%) [2025-12-31T20:28:20.444317] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-12-31T20:28:20.444456] [INFO ] [sig ] ODC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:20.583593] [INFO ] [LOCAL ] Saved forecast: ODC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ODC.txt [2025-12-31T20:28:20.583709] [INFO ] [sig ] [2316/3534] Completed ODC in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m [2025-12-31T20:28:20.583748] [INFO ] [sig ] [2317/3534] Forecasting ODD... [2025-12-31T20:28:20.583777] [INFO ] [sig ] Generating forecast for: ODD [2025-12-31T20:28:20.583806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'. [2025-12-31T20:28:20.594912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODD'. [2025-12-31T20:28:20.595176] [INFO ] [FORECASTER] Starting predict_future for ODD [2025-12-31T20:28:20.596018] [DEBUG] [LOCAL ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt [2025-12-31T20:28:20.596071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:20.596105] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:20.596132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:20.596189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:20.655215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:20.655840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:20.655917] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:20.655951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:20.774785] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:20.774898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:20.774935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:20.774986] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:20.778249] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=68.01%) [2025-12-31T20:28:20.778524] [INFO ] [FORECASTER] Completed predict_future for ODD [2025-12-31T20:28:20.778667] [INFO ] [sig ] ODD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:20.917597] [INFO ] [LOCAL ] Saved forecast: ODD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ODD.txt [2025-12-31T20:28:20.917730] [INFO ] [sig ] [2317/3534] Completed ODD in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m [2025-12-31T20:28:20.917768] [INFO ] [sig ] [2318/3534] Forecasting ODFL... [2025-12-31T20:28:20.917798] [INFO ] [sig ] Generating forecast for: ODFL [2025-12-31T20:28:20.917828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'. [2025-12-31T20:28:20.929318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ODFL'. [2025-12-31T20:28:20.929662] [INFO ] [FORECASTER] Starting predict_future for ODFL [2025-12-31T20:28:20.930415] [DEBUG] [LOCAL ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt [2025-12-31T20:28:20.930466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:20.930498] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:20.930526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:20.930600] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:20.991128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:20.991801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:20.991880] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:20.991912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:21.112635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:21.112745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:21.112781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:21.112823] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:21.115988] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: DOWN (p=47.22%) [2025-12-31T20:28:21.116257] [INFO ] [FORECASTER] Completed predict_future for ODFL [2025-12-31T20:28:21.116378] [INFO ] [sig ] ODFL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:21.254693] [INFO ] [LOCAL ] Saved forecast: ODFL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ODFL.txt [2025-12-31T20:28:21.254813] [INFO ] [sig ] [2318/3534] Completed ODFL in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m [2025-12-31T20:28:21.254851] [INFO ] [sig ] [2319/3534] Forecasting OEC... [2025-12-31T20:28:21.254881] [INFO ] [sig ] Generating forecast for: OEC [2025-12-31T20:28:21.254912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-12-31T20:28:21.266108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OEC'. [2025-12-31T20:28:21.266379] [INFO ] [FORECASTER] Starting predict_future for OEC [2025-12-31T20:28:21.267219] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-12-31T20:28:21.267272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:21.267305] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:21.267334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:21.267393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:21.326681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:21.327292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:21.327368] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:21.327401] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:21.446222] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:21.446368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:21.446406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:21.446435] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:21.449768] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-12-31T20:28:21.450037] [INFO ] [FORECASTER] Completed predict_future for OEC [2025-12-31T20:28:21.450161] [INFO ] [sig ] OEC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:21.591860] [INFO ] [LOCAL ] Saved forecast: OEC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OEC.txt [2025-12-31T20:28:21.591986] [INFO ] [sig ] [2319/3534] Completed OEC in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 7.0m [2025-12-31T20:28:21.592031] [INFO ] [sig ] [2320/3534] Forecasting OESX... [2025-12-31T20:28:21.592063] [INFO ] [sig ] Generating forecast for: OESX [2025-12-31T20:28:21.592094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'. [2025-12-31T20:28:21.603326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OESX'. [2025-12-31T20:28:21.603625] [INFO ] [FORECASTER] Starting predict_future for OESX [2025-12-31T20:28:21.604404] [DEBUG] [LOCAL ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt [2025-12-31T20:28:21.604457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:21.604490] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:21.604518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:21.604601] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:21.664152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:21.664769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:21.664856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:21.664890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:21.777002] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:21.777137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:21.777175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:21.777204] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:21.780548] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=65.62%) [2025-12-31T20:28:21.780835] [INFO ] [FORECASTER] Completed predict_future for OESX [2025-12-31T20:28:21.780954] [INFO ] [sig ] OESX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:21.919879] [INFO ] [LOCAL ] Saved forecast: OESX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OESX.txt [2025-12-31T20:28:21.919999] [INFO ] [sig ] [2320/3534] Completed OESX in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:21.920037] [INFO ] [sig ] [2321/3534] Forecasting OFG... [2025-12-31T20:28:21.920066] [INFO ] [sig ] Generating forecast for: OFG [2025-12-31T20:28:21.920096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-12-31T20:28:21.931541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFG'. [2025-12-31T20:28:21.931911] [INFO ] [FORECASTER] Starting predict_future for OFG [2025-12-31T20:28:21.932731] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-12-31T20:28:21.932785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:21.932854] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:21.932894] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:21.932976] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:21.991954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:21.992601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:21.992679] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:21.992713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:22.108097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:22.108234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:22.108272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:22.108300] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:22.111634] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=91.54%) [2025-12-31T20:28:22.111901] [INFO ] [FORECASTER] Completed predict_future for OFG [2025-12-31T20:28:22.112020] [INFO ] [sig ] OFG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:22.254107] [INFO ] [LOCAL ] Saved forecast: OFG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OFG.txt [2025-12-31T20:28:22.254236] [INFO ] [sig ] [2321/3534] Completed OFG in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:22.254275] [INFO ] [sig ] [2322/3534] Forecasting OFIX... [2025-12-31T20:28:22.254305] [INFO ] [sig ] Generating forecast for: OFIX [2025-12-31T20:28:22.254337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'. [2025-12-31T20:28:22.266165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFIX'. [2025-12-31T20:28:22.266440] [INFO ] [FORECASTER] Starting predict_future for OFIX [2025-12-31T20:28:22.267256] [DEBUG] [LOCAL ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt [2025-12-31T20:28:22.267309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:22.267341] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:22.267379] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:22.267439] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:22.327477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:22.328098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:22.328174] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:22.328207] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:22.446800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:22.446942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:22.446981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:22.447008] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:22.450321] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=80.82%) [2025-12-31T20:28:22.450604] [INFO ] [FORECASTER] Completed predict_future for OFIX [2025-12-31T20:28:22.450729] [INFO ] [sig ] OFIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:22.589628] [INFO ] [LOCAL ] Saved forecast: OFIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OFIX.txt [2025-12-31T20:28:22.589746] [INFO ] [sig ] [2322/3534] Completed OFIX in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:22.589785] [INFO ] [sig ] [2323/3534] Forecasting OFLX... [2025-12-31T20:28:22.589814] [INFO ] [sig ] Generating forecast for: OFLX [2025-12-31T20:28:22.589845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'. [2025-12-31T20:28:22.600553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFLX'. [2025-12-31T20:28:22.600868] [INFO ] [FORECASTER] Starting predict_future for OFLX [2025-12-31T20:28:22.601736] [DEBUG] [LOCAL ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt [2025-12-31T20:28:22.601789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:22.601823] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:22.601850] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:22.601909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:22.660973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:22.661762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:22.661846] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:22.661880] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:22.778442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:22.778551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:22.778604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:22.778633] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:22.781929] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=58.01%) [2025-12-31T20:28:22.782227] [INFO ] [FORECASTER] Completed predict_future for OFLX [2025-12-31T20:28:22.782359] [INFO ] [sig ] OFLX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:22.924651] [INFO ] [LOCAL ] Saved forecast: OFLX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OFLX.txt [2025-12-31T20:28:22.924766] [INFO ] [sig ] [2323/3534] Completed OFLX in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:22.924804] [INFO ] [sig ] [2324/3534] Forecasting OFS... [2025-12-31T20:28:22.924834] [INFO ] [sig ] Generating forecast for: OFS [2025-12-31T20:28:22.924864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'. [2025-12-31T20:28:22.936845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OFS'. [2025-12-31T20:28:22.937261] [INFO ] [FORECASTER] Starting predict_future for OFS [2025-12-31T20:28:22.938122] [DEBUG] [LOCAL ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt [2025-12-31T20:28:22.938175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:22.938208] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:22.938234] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:22.938291] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:22.994197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:22.995082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:22.995170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:22.995202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:23.116357] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:23.116522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:23.116563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:23.116643] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:23.120042] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=24.02%) [2025-12-31T20:28:23.120321] [INFO ] [FORECASTER] Completed predict_future for OFS [2025-12-31T20:28:23.120449] [INFO ] [sig ] OFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:23.257925] [INFO ] [LOCAL ] Saved forecast: OFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OFS.txt [2025-12-31T20:28:23.258086] [INFO ] [sig ] [2324/3534] Completed OFS in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:23.258127] [INFO ] [sig ] [2325/3534] Forecasting OGE... [2025-12-31T20:28:23.258157] [INFO ] [sig ] Generating forecast for: OGE [2025-12-31T20:28:23.258188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-12-31T20:28:23.269667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGE'. [2025-12-31T20:28:23.269995] [INFO ] [FORECASTER] Starting predict_future for OGE [2025-12-31T20:28:23.270774] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-12-31T20:28:23.270826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:23.270858] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:23.270885] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:23.270943] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:23.327288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:23.328164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:23.328250] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:23.328283] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:23.447969] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:23.448126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:23.448170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:23.448202] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:23.451680] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=94.06%) [2025-12-31T20:28:23.451947] [INFO ] [FORECASTER] Completed predict_future for OGE [2025-12-31T20:28:23.452085] [INFO ] [sig ] OGE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:23.594698] [INFO ] [LOCAL ] Saved forecast: OGE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OGE.txt [2025-12-31T20:28:23.594834] [INFO ] [sig ] [2325/3534] Completed OGE in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:23.594875] [INFO ] [sig ] [2326/3534] Forecasting OGI... [2025-12-31T20:28:23.594906] [INFO ] [sig ] Generating forecast for: OGI [2025-12-31T20:28:23.594955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'. [2025-12-31T20:28:23.606660] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGI'. [2025-12-31T20:28:23.607014] [INFO ] [FORECASTER] Starting predict_future for OGI [2025-12-31T20:28:23.607814] [DEBUG] [LOCAL ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt [2025-12-31T20:28:23.607866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:23.607897] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:23.607924] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:23.607982] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:23.664660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:23.665295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:23.665370] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:23.665401] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:23.785456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:23.785630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:23.785670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:23.785700] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:23.789028] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=81.75%) [2025-12-31T20:28:23.789317] [INFO ] [FORECASTER] Completed predict_future for OGI [2025-12-31T20:28:23.789439] [INFO ] [sig ] OGI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:23.928389] [INFO ] [LOCAL ] Saved forecast: OGI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OGI.txt [2025-12-31T20:28:23.928532] [INFO ] [sig ] [2326/3534] Completed OGI in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:23.928588] [INFO ] [sig ] [2327/3534] Forecasting OGN... [2025-12-31T20:28:23.928621] [INFO ] [sig ] Generating forecast for: OGN [2025-12-31T20:28:23.928655] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-12-31T20:28:23.940147] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OGN'. [2025-12-31T20:28:23.940465] [INFO ] [FORECASTER] Starting predict_future for OGN [2025-12-31T20:28:23.941240] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-12-31T20:28:23.941292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:23.941323] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:23.941349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:23.941406] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:24.000678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:24.001543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:24.001644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:24.001677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:24.127069] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:24.127264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:24.127306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:24.127337] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:24.130939] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=25.25%) [2025-12-31T20:28:24.131222] [INFO ] [FORECASTER] Completed predict_future for OGN [2025-12-31T20:28:24.131347] [INFO ] [sig ] OGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:24.285034] [INFO ] [LOCAL ] Saved forecast: OGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OGN.txt [2025-12-31T20:28:24.285236] [INFO ] [sig ] [2327/3534] Completed OGN in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:24.285276] [INFO ] [sig ] [2328/3534] Forecasting OHI... [2025-12-31T20:28:24.285306] [INFO ] [sig ] Generating forecast for: OHI [2025-12-31T20:28:24.285337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-12-31T20:28:24.297079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OHI'. [2025-12-31T20:28:24.297451] [INFO ] [FORECASTER] Starting predict_future for OHI [2025-12-31T20:28:24.298314] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-12-31T20:28:24.298366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:24.298399] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:24.298426] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:24.298484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:24.354622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:24.355310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:24.355388] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:24.355421] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:24.486570] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:24.486757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:24.486817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:24.486862] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:24.490816] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=19.22%) [2025-12-31T20:28:24.491117] [INFO ] [FORECASTER] Completed predict_future for OHI [2025-12-31T20:28:24.491249] [INFO ] [sig ] OHI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:24.641608] [INFO ] [LOCAL ] Saved forecast: OHI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OHI.txt [2025-12-31T20:28:24.641803] [INFO ] [sig ] [2328/3534] Completed OHI in 0.4s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:24.641857] [INFO ] [sig ] [2329/3534] Forecasting OI... [2025-12-31T20:28:24.641889] [INFO ] [sig ] Generating forecast for: OI [2025-12-31T20:28:24.641921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-12-31T20:28:24.654158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OI'. [2025-12-31T20:28:24.654481] [INFO ] [FORECASTER] Starting predict_future for OI [2025-12-31T20:28:24.655317] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-12-31T20:28:24.655371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:24.655403] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:24.655429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:24.655488] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:24.715498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:24.716402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:24.716486] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:24.716520] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:24.841357] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:24.841539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:24.841600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:24.841633] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:24.845186] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=68.59%) [2025-12-31T20:28:24.845487] [INFO ] [FORECASTER] Completed predict_future for OI [2025-12-31T20:28:24.845655] [INFO ] [sig ] OI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:24.985520] [INFO ] [LOCAL ] Saved forecast: OI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OI.txt [2025-12-31T20:28:24.985688] [INFO ] [sig ] [2329/3534] Completed OI in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:24.985730] [INFO ] [sig ] [2330/3534] Forecasting OIA... [2025-12-31T20:28:24.985762] [INFO ] [sig ] Generating forecast for: OIA [2025-12-31T20:28:24.985796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-12-31T20:28:24.997135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIA'. [2025-12-31T20:28:24.997465] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-12-31T20:28:24.998246] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-12-31T20:28:24.998298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:24.998329] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:24.998355] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:24.998411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:25.059935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:25.060825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:25.060913] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:25.060944] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:25.178452] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:25.178627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:25.178668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:25.178695] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:25.182277] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=53.29%) [2025-12-31T20:28:25.182556] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-12-31T20:28:25.182702] [INFO ] [sig ] OIA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:25.322386] [INFO ] [LOCAL ] Saved forecast: OIA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OIA.txt [2025-12-31T20:28:25.322531] [INFO ] [sig ] [2330/3534] Completed OIA in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:25.322586] [INFO ] [sig ] [2331/3534] Forecasting OII... [2025-12-31T20:28:25.322619] [INFO ] [sig ] Generating forecast for: OII [2025-12-31T20:28:25.322650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-12-31T20:28:25.334247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OII'. [2025-12-31T20:28:25.334561] [INFO ] [FORECASTER] Starting predict_future for OII [2025-12-31T20:28:25.335336] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-12-31T20:28:25.335388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:25.335419] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:25.335447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:25.335504] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:25.391790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:25.392620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:25.392704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:25.392764] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:25.514004] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:25.514220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:25.514262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:25.514292] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:25.517857] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=92.15%) [2025-12-31T20:28:25.518136] [INFO ] [FORECASTER] Completed predict_future for OII [2025-12-31T20:28:25.518270] [INFO ] [sig ] OII: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:25.656239] [INFO ] [LOCAL ] Saved forecast: OII 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OII.txt [2025-12-31T20:28:25.656391] [INFO ] [sig ] [2331/3534] Completed OII in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:25.656431] [INFO ] [sig ] [2332/3534] Forecasting OIS... [2025-12-31T20:28:25.656460] [INFO ] [sig ] Generating forecast for: OIS [2025-12-31T20:28:25.656492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-12-31T20:28:25.667535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OIS'. [2025-12-31T20:28:25.667870] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-12-31T20:28:25.668662] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-12-31T20:28:25.668713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:25.668746] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:25.668773] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:25.668831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:25.725330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:25.726071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:25.726150] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:25.726183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:25.844387] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:25.844548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:25.844607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:25.844638] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:25.848003] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=69.38%) [2025-12-31T20:28:25.848286] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-12-31T20:28:25.848409] [INFO ] [sig ] OIS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:25.986989] [INFO ] [LOCAL ] Saved forecast: OIS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OIS.txt [2025-12-31T20:28:25.987166] [INFO ] [sig ] [2332/3534] Completed OIS in 0.3s | 2.91 sym/s | Total: 13.3m | ETA: 6.9m [2025-12-31T20:28:25.987209] [INFO ] [sig ] [2333/3534] Forecasting OKE... [2025-12-31T20:28:25.987239] [INFO ] [sig ] Generating forecast for: OKE [2025-12-31T20:28:25.987270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-12-31T20:28:25.999103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKE'. [2025-12-31T20:28:25.999451] [INFO ] [FORECASTER] Starting predict_future for OKE [2025-12-31T20:28:26.000248] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-12-31T20:28:26.000301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:26.000332] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:26.000359] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:26.000416] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:26.058687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:26.059460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:26.059542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:26.059592] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:26.181927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:26.182092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:26.182140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:26.182172] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:26.185679] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=51.44%) [2025-12-31T20:28:26.185951] [INFO ] [FORECASTER] Completed predict_future for OKE [2025-12-31T20:28:26.186076] [INFO ] [sig ] OKE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:26.328449] [INFO ] [LOCAL ] Saved forecast: OKE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OKE.txt [2025-12-31T20:28:26.328626] [INFO ] [sig ] [2333/3534] Completed OKE in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m [2025-12-31T20:28:26.328670] [INFO ] [sig ] [2334/3534] Forecasting OKTA... [2025-12-31T20:28:26.328698] [INFO ] [sig ] Generating forecast for: OKTA [2025-12-31T20:28:26.328728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'. [2025-12-31T20:28:26.340258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKTA'. [2025-12-31T20:28:26.340551] [INFO ] [FORECASTER] Starting predict_future for OKTA [2025-12-31T20:28:26.341340] [DEBUG] [LOCAL ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt [2025-12-31T20:28:26.341393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:26.341426] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:26.341455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:26.341514] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:26.400863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:26.401637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:26.401716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:26.401748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:26.524451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:26.524622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:26.524661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:26.524690] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:26.528046] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=1.07%) [2025-12-31T20:28:26.528339] [INFO ] [FORECASTER] Completed predict_future for OKTA [2025-12-31T20:28:26.528465] [INFO ] [sig ] OKTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:26.669777] [INFO ] [LOCAL ] Saved forecast: OKTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OKTA.txt [2025-12-31T20:28:26.669953] [INFO ] [sig ] [2334/3534] Completed OKTA in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m [2025-12-31T20:28:26.669994] [INFO ] [sig ] [2335/3534] Forecasting OKYO... [2025-12-31T20:28:26.670023] [INFO ] [sig ] Generating forecast for: OKYO [2025-12-31T20:28:26.670054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'. [2025-12-31T20:28:26.681060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OKYO'. [2025-12-31T20:28:26.681327] [INFO ] [FORECASTER] Starting predict_future for OKYO [2025-12-31T20:28:26.682113] [DEBUG] [LOCAL ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt [2025-12-31T20:28:26.682167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:26.682213] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:26.682242] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:26.682302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:26.748094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:26.749129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:26.749225] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:26.749292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:26.868404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:26.868558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:26.868621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:26.868652] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:26.872066] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=67.97%) [2025-12-31T20:28:26.872333] [INFO ] [FORECASTER] Completed predict_future for OKYO [2025-12-31T20:28:26.872454] [INFO ] [sig ] OKYO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:27.012779] [INFO ] [LOCAL ] Saved forecast: OKYO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OKYO.txt [2025-12-31T20:28:27.012922] [INFO ] [sig ] [2335/3534] Completed OKYO in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m [2025-12-31T20:28:27.012961] [INFO ] [sig ] [2336/3534] Forecasting OLED... [2025-12-31T20:28:27.012990] [INFO ] [sig ] Generating forecast for: OLED [2025-12-31T20:28:27.013019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'. [2025-12-31T20:28:27.024544] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLED'. [2025-12-31T20:28:27.024840] [INFO ] [FORECASTER] Starting predict_future for OLED [2025-12-31T20:28:27.025620] [DEBUG] [LOCAL ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt [2025-12-31T20:28:27.025671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:27.025703] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:27.025730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:27.025787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:27.082811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:27.083475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:27.083554] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:27.083606] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:27.202977] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:27.203130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:27.203176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:27.203204] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:27.206559] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=33.14%) [2025-12-31T20:28:27.206844] [INFO ] [FORECASTER] Completed predict_future for OLED [2025-12-31T20:28:27.206965] [INFO ] [sig ] OLED: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:27.346855] [INFO ] [LOCAL ] Saved forecast: OLED 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OLED.txt [2025-12-31T20:28:27.346994] [INFO ] [sig ] [2336/3534] Completed OLED in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m [2025-12-31T20:28:27.347035] [INFO ] [sig ] [2337/3534] Forecasting OLLI... [2025-12-31T20:28:27.347067] [INFO ] [sig ] Generating forecast for: OLLI [2025-12-31T20:28:27.347099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'. [2025-12-31T20:28:27.358610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLLI'. [2025-12-31T20:28:27.358940] [INFO ] [FORECASTER] Starting predict_future for OLLI [2025-12-31T20:28:27.359755] [DEBUG] [LOCAL ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt [2025-12-31T20:28:27.359806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:27.359838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:27.359864] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:27.359921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:27.417224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:27.418105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:27.418195] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:27.418237] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:27.534660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:27.534820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:27.534862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:27.534893] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:27.538390] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=3.20%) [2025-12-31T20:28:27.538697] [INFO ] [FORECASTER] Completed predict_future for OLLI [2025-12-31T20:28:27.538825] [INFO ] [sig ] OLLI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:27.682415] [INFO ] [LOCAL ] Saved forecast: OLLI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OLLI.txt [2025-12-31T20:28:27.682587] [INFO ] [sig ] [2337/3534] Completed OLLI in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.9m [2025-12-31T20:28:27.682630] [INFO ] [sig ] [2338/3534] Forecasting OLMA... [2025-12-31T20:28:27.682660] [INFO ] [sig ] Generating forecast for: OLMA [2025-12-31T20:28:27.682690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'. [2025-12-31T20:28:27.693676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLMA'. [2025-12-31T20:28:27.693942] [INFO ] [FORECASTER] Starting predict_future for OLMA [2025-12-31T20:28:27.694768] [DEBUG] [LOCAL ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt [2025-12-31T20:28:27.694822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:27.694881] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:27.694911] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:27.694972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:27.752447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:27.753115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:27.753194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:27.753228] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:27.876835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:27.876993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:27.877032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:27.877061] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:27.880400] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: DOWN (p=46.19%) [2025-12-31T20:28:27.880686] [INFO ] [FORECASTER] Completed predict_future for OLMA [2025-12-31T20:28:27.880806] [INFO ] [sig ] OLMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:28.020358] [INFO ] [LOCAL ] Saved forecast: OLMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OLMA.txt [2025-12-31T20:28:28.020499] [INFO ] [sig ] [2338/3534] Completed OLMA in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:28.020549] [INFO ] [sig ] [2339/3534] Forecasting OLN... [2025-12-31T20:28:28.020607] [INFO ] [sig ] Generating forecast for: OLN [2025-12-31T20:28:28.020652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-12-31T20:28:28.032315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLN'. [2025-12-31T20:28:28.032611] [INFO ] [FORECASTER] Starting predict_future for OLN [2025-12-31T20:28:28.033398] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-12-31T20:28:28.033452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:28.033484] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:28.033513] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:28.033595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:28.092068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:28.092707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:28.092783] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:28.092815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:28.209385] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:28.209514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:28.209553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:28.209607] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:28.212945] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=87.77%) [2025-12-31T20:28:28.213210] [INFO ] [FORECASTER] Completed predict_future for OLN [2025-12-31T20:28:28.213330] [INFO ] [sig ] OLN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:28.367078] [INFO ] [LOCAL ] Saved forecast: OLN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OLN.txt [2025-12-31T20:28:28.367211] [INFO ] [sig ] [2339/3534] Completed OLN in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:28.367250] [INFO ] [sig ] [2340/3534] Forecasting OLP... [2025-12-31T20:28:28.367280] [INFO ] [sig ] Generating forecast for: OLP [2025-12-31T20:28:28.367311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-12-31T20:28:28.378562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLP'. [2025-12-31T20:28:28.378871] [INFO ] [FORECASTER] Starting predict_future for OLP [2025-12-31T20:28:28.379673] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-12-31T20:28:28.379724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:28.379757] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:28.379783] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:28.379839] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:28.436324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:28.436951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:28.437027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:28.437060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:28.561168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:28.561334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:28.561378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:28.561409] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:28.565154] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=77.87%) [2025-12-31T20:28:28.565482] [INFO ] [FORECASTER] Completed predict_future for OLP [2025-12-31T20:28:28.565666] [INFO ] [sig ] OLP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:28.716232] [INFO ] [LOCAL ] Saved forecast: OLP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OLP.txt [2025-12-31T20:28:28.716418] [INFO ] [sig ] [2340/3534] Completed OLP in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:28.716473] [INFO ] [sig ] [2341/3534] Forecasting OLPX... [2025-12-31T20:28:28.716506] [INFO ] [sig ] Generating forecast for: OLPX [2025-12-31T20:28:28.716540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'. [2025-12-31T20:28:28.729070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OLPX'. [2025-12-31T20:28:28.729654] [INFO ] [FORECASTER] Starting predict_future for OLPX [2025-12-31T20:28:28.730539] [DEBUG] [LOCAL ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt [2025-12-31T20:28:28.730621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:28.730656] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:28.730682] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:28.730741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:28.794557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:28.795451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:28.795539] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:28.795595] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:28.919744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:28.919907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:28.919948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:28.920016] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:28.923395] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=45.17%) [2025-12-31T20:28:28.923694] [INFO ] [FORECASTER] Completed predict_future for OLPX [2025-12-31T20:28:28.923821] [INFO ] [sig ] OLPX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:29.065443] [INFO ] [LOCAL ] Saved forecast: OLPX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OLPX.txt [2025-12-31T20:28:29.065633] [INFO ] [sig ] [2341/3534] Completed OLPX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:29.065678] [INFO ] [sig ] [2342/3534] Forecasting OM... [2025-12-31T20:28:29.065707] [INFO ] [sig ] Generating forecast for: OM [2025-12-31T20:28:29.065738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'. [2025-12-31T20:28:29.077524] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OM'. [2025-12-31T20:28:29.077945] [INFO ] [FORECASTER] Starting predict_future for OM [2025-12-31T20:28:29.078767] [DEBUG] [LOCAL ] No optimal features file found for OM: ./output/feature-sets/OM.txt [2025-12-31T20:28:29.078819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:29.078851] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:29.078877] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:29.078935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:29.137590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:29.138656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:29.138786] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:29.138821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:29.259956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:29.260121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:29.260160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:29.260210] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:29.263604] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=90.51%) [2025-12-31T20:28:29.263897] [INFO ] [FORECASTER] Completed predict_future for OM [2025-12-31T20:28:29.264025] [INFO ] [sig ] OM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:29.408796] [INFO ] [LOCAL ] Saved forecast: OM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OM.txt [2025-12-31T20:28:29.408955] [INFO ] [sig ] [2342/3534] Completed OM in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:29.408996] [INFO ] [sig ] [2343/3534] Forecasting OMAB... [2025-12-31T20:28:29.409028] [INFO ] [sig ] Generating forecast for: OMAB [2025-12-31T20:28:29.409058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'. [2025-12-31T20:28:29.420608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMAB'. [2025-12-31T20:28:29.420933] [INFO ] [FORECASTER] Starting predict_future for OMAB [2025-12-31T20:28:29.421742] [DEBUG] [LOCAL ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt [2025-12-31T20:28:29.421794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:29.421825] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:29.421851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:29.421908] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:29.479824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:29.480734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:29.480818] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:29.480851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:29.610620] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:29.610796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:29.610849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:29.610894] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:29.616188] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=86.15%) [2025-12-31T20:28:29.616647] [INFO ] [FORECASTER] Completed predict_future for OMAB [2025-12-31T20:28:29.616838] [INFO ] [sig ] OMAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:29.771055] [INFO ] [LOCAL ] Saved forecast: OMAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OMAB.txt [2025-12-31T20:28:29.771213] [INFO ] [sig ] [2343/3534] Completed OMAB in 0.4s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:29.771252] [INFO ] [sig ] [2344/3534] Forecasting OMC... [2025-12-31T20:28:29.771284] [INFO ] [sig ] Generating forecast for: OMC [2025-12-31T20:28:29.771316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-12-31T20:28:29.783336] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMC'. [2025-12-31T20:28:29.783741] [INFO ] [FORECASTER] Starting predict_future for OMC [2025-12-31T20:28:29.784554] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-12-31T20:28:29.784627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:29.784660] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:29.784686] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:29.784743] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:29.841396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:29.842281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:29.842380] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:29.842413] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:29.963311] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:29.963466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:29.963506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:29.963534] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:29.966877] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=0.67%) [2025-12-31T20:28:29.967146] [INFO ] [FORECASTER] Completed predict_future for OMC [2025-12-31T20:28:29.967272] [INFO ] [sig ] OMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:30.107166] [INFO ] [LOCAL ] Saved forecast: OMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OMC.txt [2025-12-31T20:28:30.107297] [INFO ] [sig ] [2344/3534] Completed OMC in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:30.107335] [INFO ] [sig ] [2345/3534] Forecasting OMCL... [2025-12-31T20:28:30.107365] [INFO ] [sig ] Generating forecast for: OMCL [2025-12-31T20:28:30.107394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'. [2025-12-31T20:28:30.118813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMCL'. [2025-12-31T20:28:30.119115] [INFO ] [FORECASTER] Starting predict_future for OMCL [2025-12-31T20:28:30.119929] [DEBUG] [LOCAL ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt [2025-12-31T20:28:30.119981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:30.120013] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:30.120040] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:30.120096] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:30.177395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:30.178208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:30.178288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:30.178321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:30.301458] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:30.301632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:30.301673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:30.301702] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:30.305036] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=9.38%) [2025-12-31T20:28:30.305303] [INFO ] [FORECASTER] Completed predict_future for OMCL [2025-12-31T20:28:30.305427] [INFO ] [sig ] OMCL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:30.444099] [INFO ] [LOCAL ] Saved forecast: OMCL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OMCL.txt [2025-12-31T20:28:30.444256] [INFO ] [sig ] [2345/3534] Completed OMCL in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:30.444297] [INFO ] [sig ] [2346/3534] Forecasting OMEX... [2025-12-31T20:28:30.444328] [INFO ] [sig ] Generating forecast for: OMEX [2025-12-31T20:28:30.444358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'. [2025-12-31T20:28:30.456635] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMEX'. [2025-12-31T20:28:30.456995] [INFO ] [FORECASTER] Starting predict_future for OMEX [2025-12-31T20:28:30.457821] [DEBUG] [LOCAL ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt [2025-12-31T20:28:30.457875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:30.457908] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:30.457947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:30.458007] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:30.516093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:30.516968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:30.517055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:30.517090] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:30.641949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:30.642103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:30.642144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:30.642173] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:30.645549] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=88.99%) [2025-12-31T20:28:30.645845] [INFO ] [FORECASTER] Completed predict_future for OMEX [2025-12-31T20:28:30.645966] [INFO ] [sig ] OMEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:30.784689] [INFO ] [LOCAL ] Saved forecast: OMEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OMEX.txt [2025-12-31T20:28:30.784816] [INFO ] [sig ] [2346/3534] Completed OMEX in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:30.784854] [INFO ] [sig ] [2347/3534] Forecasting OMF... [2025-12-31T20:28:30.784884] [INFO ] [sig ] Generating forecast for: OMF [2025-12-31T20:28:30.784915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-12-31T20:28:30.796243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMF'. [2025-12-31T20:28:30.796609] [INFO ] [FORECASTER] Starting predict_future for OMF [2025-12-31T20:28:30.797369] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-12-31T20:28:30.797420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:30.797453] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:30.797480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:30.797536] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:30.857802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:30.858888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:30.858968] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:30.859000] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:30.980248] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:30.980412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:30.980451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:30.980480] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:30.983876] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=6.96%) [2025-12-31T20:28:30.984152] [INFO ] [FORECASTER] Completed predict_future for OMF [2025-12-31T20:28:30.984277] [INFO ] [sig ] OMF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:31.128966] [INFO ] [LOCAL ] Saved forecast: OMF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OMF.txt [2025-12-31T20:28:31.129132] [INFO ] [sig ] [2347/3534] Completed OMF in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:31.129175] [INFO ] [sig ] [2348/3534] Forecasting OMI... [2025-12-31T20:28:31.129207] [INFO ] [sig ] Generating forecast for: OMI [2025-12-31T20:28:31.129239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-12-31T20:28:31.142031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OMI'. [2025-12-31T20:28:31.142396] [INFO ] [FORECASTER] Starting predict_future for OMI [2025-12-31T20:28:31.143260] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-12-31T20:28:31.143314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:31.143348] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:31.143565] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:31.143647] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:31.200529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:31.201230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:31.201339] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:31.201372] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:31.325859] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:31.326018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:31.326059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:31.326088] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:31.329560] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=20.73%) [2025-12-31T20:28:31.329858] [INFO ] [FORECASTER] Completed predict_future for OMI [2025-12-31T20:28:31.329984] [INFO ] [sig ] OMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:31.470550] [INFO ] [LOCAL ] Saved forecast: OMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OMI.txt [2025-12-31T20:28:31.470727] [INFO ] [sig ] [2348/3534] Completed OMI in 0.3s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:31.470768] [INFO ] [sig ] [2349/3534] Forecasting ON... [2025-12-31T20:28:31.470800] [INFO ] [sig ] Generating forecast for: ON [2025-12-31T20:28:31.470831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'. [2025-12-31T20:28:31.482546] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ON'. [2025-12-31T20:28:31.482938] [INFO ] [FORECASTER] Starting predict_future for ON [2025-12-31T20:28:31.483731] [DEBUG] [LOCAL ] No optimal features file found for ON: ./output/feature-sets/ON.txt [2025-12-31T20:28:31.483785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:31.483817] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:31.483844] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:31.483902] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:31.543176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:31.544167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:31.544265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:31.544302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:31.671007] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:31.671174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:31.671215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:31.671252] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:31.674798] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=77.43%) [2025-12-31T20:28:31.675099] [INFO ] [FORECASTER] Completed predict_future for ON [2025-12-31T20:28:31.675261] [INFO ] [sig ] ON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:31.822896] [INFO ] [LOCAL ] Saved forecast: ON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ON.txt [2025-12-31T20:28:31.823068] [INFO ] [sig ] [2349/3534] Completed ON in 0.4s | 2.91 sym/s | Total: 13.4m | ETA: 6.8m [2025-12-31T20:28:31.823110] [INFO ] [sig ] [2350/3534] Forecasting ONB... [2025-12-31T20:28:31.823140] [INFO ] [sig ] Generating forecast for: ONB [2025-12-31T20:28:31.823200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'. [2025-12-31T20:28:31.835843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONB'. [2025-12-31T20:28:31.836213] [INFO ] [FORECASTER] Starting predict_future for ONB [2025-12-31T20:28:31.837040] [DEBUG] [LOCAL ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt [2025-12-31T20:28:31.837093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:31.837126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:31.837151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:31.837209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:31.896645] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:31.897501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:31.897605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:31.897641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:32.020906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:32.021070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:32.021109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:32.021138] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:32.024488] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=48.79%) [2025-12-31T20:28:32.024779] [INFO ] [FORECASTER] Completed predict_future for ONB [2025-12-31T20:28:32.024909] [INFO ] [sig ] ONB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:32.166794] [INFO ] [LOCAL ] Saved forecast: ONB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ONB.txt [2025-12-31T20:28:32.166965] [INFO ] [sig ] [2350/3534] Completed ONB in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m [2025-12-31T20:28:32.167011] [INFO ] [sig ] [2351/3534] Forecasting ONCO... [2025-12-31T20:28:32.167043] [INFO ] [sig ] Generating forecast for: ONCO [2025-12-31T20:28:32.167075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'. [2025-12-31T20:28:32.178597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONCO'. [2025-12-31T20:28:32.178963] [INFO ] [FORECASTER] Starting predict_future for ONCO [2025-12-31T20:28:32.179800] [DEBUG] [LOCAL ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt [2025-12-31T20:28:32.179854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:32.179887] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:32.179915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:32.179974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:32.238065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:32.238942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:32.239025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:32.239059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:32.358918] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:32.359070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:32.359109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:32.359138] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:32.362478] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=8.59%) [2025-12-31T20:28:32.362769] [INFO ] [FORECASTER] Completed predict_future for ONCO [2025-12-31T20:28:32.362892] [INFO ] [sig ] ONCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:32.502232] [INFO ] [LOCAL ] Saved forecast: ONCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ONCO.txt [2025-12-31T20:28:32.502391] [INFO ] [sig ] [2351/3534] Completed ONCO in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m [2025-12-31T20:28:32.502432] [INFO ] [sig ] [2352/3534] Forecasting ONDS... [2025-12-31T20:28:32.502462] [INFO ] [sig ] Generating forecast for: ONDS [2025-12-31T20:28:32.502493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'. [2025-12-31T20:28:32.514536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONDS'. [2025-12-31T20:28:32.514828] [INFO ] [FORECASTER] Starting predict_future for ONDS [2025-12-31T20:28:32.515600] [DEBUG] [LOCAL ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt [2025-12-31T20:28:32.515651] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:32.515683] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:32.515711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:32.515769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:32.571590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:32.572179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:32.572254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:32.572286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:32.690047] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:32.690199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:32.690238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:32.690268] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:32.693641] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=38.47%) [2025-12-31T20:28:32.693915] [INFO ] [FORECASTER] Completed predict_future for ONDS [2025-12-31T20:28:32.694038] [INFO ] [sig ] ONDS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:32.837964] [INFO ] [LOCAL ] Saved forecast: ONDS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ONDS.txt [2025-12-31T20:28:32.838124] [INFO ] [sig ] [2352/3534] Completed ONDS in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m [2025-12-31T20:28:32.838178] [INFO ] [sig ] [2353/3534] Forecasting ONEQ... [2025-12-31T20:28:32.838220] [INFO ] [sig ] Generating forecast for: ONEQ [2025-12-31T20:28:32.838268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'. [2025-12-31T20:28:32.851007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'. [2025-12-31T20:28:32.851333] [INFO ] [FORECASTER] Starting predict_future for ONEQ [2025-12-31T20:28:32.852098] [DEBUG] [LOCAL ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt [2025-12-31T20:28:32.852150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:32.852182] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:32.852209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:32.852269] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:32.908606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:32.909287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:32.909369] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:32.909404] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:33.032271] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:33.032420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:33.032459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:33.032487] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:33.035818] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: UP (p=74.48%) [2025-12-31T20:28:33.036082] [INFO ] [FORECASTER] Completed predict_future for ONEQ [2025-12-31T20:28:33.036200] [INFO ] [sig ] ONEQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:33.175793] [INFO ] [LOCAL ] Saved forecast: ONEQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ONEQ.txt [2025-12-31T20:28:33.175932] [INFO ] [sig ] [2353/3534] Completed ONEQ in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m [2025-12-31T20:28:33.175972] [INFO ] [sig ] [2354/3534] Forecasting ONL... [2025-12-31T20:28:33.176002] [INFO ] [sig ] Generating forecast for: ONL [2025-12-31T20:28:33.176031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-12-31T20:28:33.187601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONL'. [2025-12-31T20:28:33.187871] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-12-31T20:28:33.188632] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-12-31T20:28:33.188683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:33.188715] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:33.188742] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:33.188798] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:33.260101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:33.261079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:33.261170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:33.261203] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:33.385719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:33.385870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:33.385910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:33.385939] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:33.389273] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=5.25%) [2025-12-31T20:28:33.389541] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-12-31T20:28:33.389678] [INFO ] [sig ] ONL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:33.530076] [INFO ] [LOCAL ] Saved forecast: ONL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ONL.txt [2025-12-31T20:28:33.530244] [INFO ] [sig ] [2354/3534] Completed ONL in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 6.8m [2025-12-31T20:28:33.530312] [INFO ] [sig ] [2355/3534] Forecasting ONON... [2025-12-31T20:28:33.530365] [INFO ] [sig ] Generating forecast for: ONON [2025-12-31T20:28:33.530422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-12-31T20:28:33.541788] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONON'. [2025-12-31T20:28:33.542096] [INFO ] [FORECASTER] Starting predict_future for ONON [2025-12-31T20:28:33.542955] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-12-31T20:28:33.543008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:33.543068] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:33.543097] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:33.543158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:33.602366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:33.603126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:33.603207] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:33.603239] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:33.728745] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:33.728893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:33.728932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:33.728960] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:33.732406] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=89.23%) [2025-12-31T20:28:33.732695] [INFO ] [FORECASTER] Completed predict_future for ONON [2025-12-31T20:28:33.732816] [INFO ] [sig ] ONON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:33.882797] [INFO ] [LOCAL ] Saved forecast: ONON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ONON.txt [2025-12-31T20:28:33.882997] [INFO ] [sig ] [2355/3534] Completed ONON in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:33.883051] [INFO ] [sig ] [2356/3534] Forecasting ONTF... [2025-12-31T20:28:33.883094] [INFO ] [sig ] Generating forecast for: ONTF [2025-12-31T20:28:33.883139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-12-31T20:28:33.896138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTF'. [2025-12-31T20:28:33.896514] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-12-31T20:28:33.897336] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-12-31T20:28:33.897390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:33.897424] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:33.897453] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:33.897512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:33.956002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:33.956768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:33.956851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:33.956885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:34.084928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:34.085085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:34.085125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:34.085155] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:34.088527] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: DOWN (p=14.74%) [2025-12-31T20:28:34.088816] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-12-31T20:28:34.088935] [INFO ] [sig ] ONTF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:34.231950] [INFO ] [LOCAL ] Saved forecast: ONTF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ONTF.txt [2025-12-31T20:28:34.232109] [INFO ] [sig ] [2356/3534] Completed ONTF in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:34.232149] [INFO ] [sig ] [2357/3534] Forecasting ONTO... [2025-12-31T20:28:34.232178] [INFO ] [sig ] Generating forecast for: ONTO [2025-12-31T20:28:34.232208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-12-31T20:28:34.244613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ONTO'. [2025-12-31T20:28:34.244968] [INFO ] [FORECASTER] Starting predict_future for ONTO [2025-12-31T20:28:34.245751] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-12-31T20:28:34.245803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:34.245835] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:34.245861] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:34.245919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:34.302787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:34.303655] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:34.303738] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:34.303771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:34.432707] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:34.432870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:34.432910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:34.432955] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:34.436413] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=87.60%) [2025-12-31T20:28:34.436711] [INFO ] [FORECASTER] Completed predict_future for ONTO [2025-12-31T20:28:34.436836] [INFO ] [sig ] ONTO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:34.633311] [INFO ] [LOCAL ] Saved forecast: ONTO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ONTO.txt [2025-12-31T20:28:34.633449] [INFO ] [sig ] [2357/3534] Completed ONTO in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:34.633489] [INFO ] [sig ] [2358/3534] Forecasting OOMA... [2025-12-31T20:28:34.633519] [INFO ] [sig ] Generating forecast for: OOMA [2025-12-31T20:28:34.633549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-12-31T20:28:34.645159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OOMA'. [2025-12-31T20:28:34.645461] [INFO ] [FORECASTER] Starting predict_future for OOMA [2025-12-31T20:28:34.646261] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-12-31T20:28:34.646317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:34.646353] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:34.646384] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:34.646444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:34.704440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:34.705151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:34.705232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:34.705266] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:34.823023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:34.823173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:34.823211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:34.823271] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:34.826661] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=7.82%) [2025-12-31T20:28:34.826929] [INFO ] [FORECASTER] Completed predict_future for OOMA [2025-12-31T20:28:34.827050] [INFO ] [sig ] OOMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:34.968865] [INFO ] [LOCAL ] Saved forecast: OOMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OOMA.txt [2025-12-31T20:28:34.969019] [INFO ] [sig ] [2358/3534] Completed OOMA in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:34.969060] [INFO ] [sig ] [2359/3534] Forecasting OPAD... [2025-12-31T20:28:34.969091] [INFO ] [sig ] Generating forecast for: OPAD [2025-12-31T20:28:34.969122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-12-31T20:28:34.980737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAD'. [2025-12-31T20:28:34.981066] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-12-31T20:28:34.981855] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-12-31T20:28:34.981920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:34.981954] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:34.981980] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:34.982037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:35.041438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:35.042310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:35.042401] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:35.042446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:35.167629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:35.167790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:35.167830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:35.167860] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:35.171342] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=47.89%) [2025-12-31T20:28:35.171639] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-12-31T20:28:35.171768] [INFO ] [sig ] OPAD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:35.317331] [INFO ] [LOCAL ] Saved forecast: OPAD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OPAD.txt [2025-12-31T20:28:35.317469] [INFO ] [sig ] [2359/3534] Completed OPAD in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:35.317509] [INFO ] [sig ] [2360/3534] Forecasting OPAL... [2025-12-31T20:28:35.317539] [INFO ] [sig ] Generating forecast for: OPAL [2025-12-31T20:28:35.317586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'. [2025-12-31T20:28:35.328610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPAL'. [2025-12-31T20:28:35.328930] [INFO ] [FORECASTER] Starting predict_future for OPAL [2025-12-31T20:28:35.329782] [DEBUG] [LOCAL ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt [2025-12-31T20:28:35.329834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:35.329866] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:35.329892] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:35.329950] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:35.386959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:35.387645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:35.387724] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:35.387757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:35.511427] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:35.511594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:35.511638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:35.511668] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:35.515182] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-12-31T20:28:35.515457] [INFO ] [FORECASTER] Completed predict_future for OPAL [2025-12-31T20:28:35.515602] [INFO ] [sig ] OPAL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:35.663431] [INFO ] [LOCAL ] Saved forecast: OPAL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OPAL.txt [2025-12-31T20:28:35.663604] [INFO ] [sig ] [2360/3534] Completed OPAL in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:35.663648] [INFO ] [sig ] [2361/3534] Forecasting OPBK... [2025-12-31T20:28:35.663677] [INFO ] [sig ] Generating forecast for: OPBK [2025-12-31T20:28:35.663708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'. [2025-12-31T20:28:35.677819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPBK'. [2025-12-31T20:28:35.678154] [INFO ] [FORECASTER] Starting predict_future for OPBK [2025-12-31T20:28:35.679095] [DEBUG] [LOCAL ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt [2025-12-31T20:28:35.679157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:35.679198] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:35.679231] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:35.679337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:35.743880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:35.744755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:35.744842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:35.744876] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:35.866921] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:35.867080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:35.867125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:35.867156] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:35.870597] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=37.99%) [2025-12-31T20:28:35.870871] [INFO ] [FORECASTER] Completed predict_future for OPBK [2025-12-31T20:28:35.870997] [INFO ] [sig ] OPBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:36.014749] [INFO ] [LOCAL ] Saved forecast: OPBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OPBK.txt [2025-12-31T20:28:36.014883] [INFO ] [sig ] [2361/3534] Completed OPBK in 0.4s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:36.014922] [INFO ] [sig ] [2362/3534] Forecasting OPCH... [2025-12-31T20:28:36.014952] [INFO ] [sig ] Generating forecast for: OPCH [2025-12-31T20:28:36.014982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'. [2025-12-31T20:28:36.027307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPCH'. [2025-12-31T20:28:36.027637] [INFO ] [FORECASTER] Starting predict_future for OPCH [2025-12-31T20:28:36.028420] [DEBUG] [LOCAL ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt [2025-12-31T20:28:36.028473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:36.028507] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:36.028534] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:36.028610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:36.089013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:36.089894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:36.089976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:36.090009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:36.213986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:36.214140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:36.214180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:36.214210] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:36.217648] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=55.29%) [2025-12-31T20:28:36.217922] [INFO ] [FORECASTER] Completed predict_future for OPCH [2025-12-31T20:28:36.218046] [INFO ] [sig ] OPCH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:36.358854] [INFO ] [LOCAL ] Saved forecast: OPCH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OPCH.txt [2025-12-31T20:28:36.359025] [INFO ] [sig ] [2362/3534] Completed OPCH in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:36.359084] [INFO ] [sig ] [2363/3534] Forecasting OPEN... [2025-12-31T20:28:36.359121] [INFO ] [sig ] Generating forecast for: OPEN [2025-12-31T20:28:36.359153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'. [2025-12-31T20:28:36.371395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPEN'. [2025-12-31T20:28:36.371807] [INFO ] [FORECASTER] Starting predict_future for OPEN [2025-12-31T20:28:36.372658] [DEBUG] [LOCAL ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt [2025-12-31T20:28:36.372712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:36.372745] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:36.372773] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:36.372832] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:36.429495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:36.430393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:36.430487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:36.430519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:36.552147] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:36.552301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:36.552340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:36.552369] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:36.555719] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-12-31T20:28:36.555986] [INFO ] [FORECASTER] Completed predict_future for OPEN [2025-12-31T20:28:36.556109] [INFO ] [sig ] OPEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:36.697118] [INFO ] [LOCAL ] Saved forecast: OPEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OPEN.txt [2025-12-31T20:28:36.697271] [INFO ] [sig ] [2363/3534] Completed OPEN in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:36.697313] [INFO ] [sig ] [2364/3534] Forecasting OPFI... [2025-12-31T20:28:36.697342] [INFO ] [sig ] Generating forecast for: OPFI [2025-12-31T20:28:36.697372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-12-31T20:28:36.708474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPFI'. [2025-12-31T20:28:36.708789] [INFO ] [FORECASTER] Starting predict_future for OPFI [2025-12-31T20:28:36.709599] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-12-31T20:28:36.709652] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:36.709683] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:36.709709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:36.709765] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:36.766605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:36.767263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:36.767344] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:36.767377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:36.887118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:36.887266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:36.887305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:36.887334] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:36.890685] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=99.37%) [2025-12-31T20:28:36.890970] [INFO ] [FORECASTER] Completed predict_future for OPFI [2025-12-31T20:28:36.891091] [INFO ] [sig ] OPFI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:37.029432] [INFO ] [LOCAL ] Saved forecast: OPFI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OPFI.txt [2025-12-31T20:28:37.029593] [INFO ] [sig ] [2364/3534] Completed OPFI in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:37.029636] [INFO ] [sig ] [2365/3534] Forecasting OPK... [2025-12-31T20:28:37.029665] [INFO ] [sig ] Generating forecast for: OPK [2025-12-31T20:28:37.029696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'. [2025-12-31T20:28:37.040941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPK'. [2025-12-31T20:28:37.041238] [INFO ] [FORECASTER] Starting predict_future for OPK [2025-12-31T20:28:37.042038] [DEBUG] [LOCAL ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt [2025-12-31T20:28:37.042090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:37.042122] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:37.042150] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:37.042208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:37.098516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:37.099213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:37.099333] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:37.099369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:37.217698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:37.217853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:37.217895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:37.217924] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:37.221296] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=71.65%) [2025-12-31T20:28:37.221591] [INFO ] [FORECASTER] Completed predict_future for OPK [2025-12-31T20:28:37.221714] [INFO ] [sig ] OPK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:37.360149] [INFO ] [LOCAL ] Saved forecast: OPK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OPK.txt [2025-12-31T20:28:37.360305] [INFO ] [sig ] [2365/3534] Completed OPK in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:37.360346] [INFO ] [sig ] [2366/3534] Forecasting OPP... [2025-12-31T20:28:37.360375] [INFO ] [sig ] Generating forecast for: OPP [2025-12-31T20:28:37.360405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-12-31T20:28:37.371869] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPP'. [2025-12-31T20:28:37.372220] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-12-31T20:28:37.373036] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-12-31T20:28:37.373088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:37.373120] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:37.373147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:37.373205] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:37.430141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:37.430970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:37.431049] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:37.431081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:37.548744] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:37.548892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:37.548948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:37.548979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:37.552382] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=84.83%) [2025-12-31T20:28:37.552681] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-12-31T20:28:37.552807] [INFO ] [sig ] OPP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:37.692006] [INFO ] [LOCAL ] Saved forecast: OPP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OPP.txt [2025-12-31T20:28:37.692151] [INFO ] [sig ] [2366/3534] Completed OPP in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:37.692190] [INFO ] [sig ] [2367/3534] Forecasting OPRA... [2025-12-31T20:28:37.692220] [INFO ] [sig ] Generating forecast for: OPRA [2025-12-31T20:28:37.692251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'. [2025-12-31T20:28:37.703499] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRA'. [2025-12-31T20:28:37.703899] [INFO ] [FORECASTER] Starting predict_future for OPRA [2025-12-31T20:28:37.704695] [DEBUG] [LOCAL ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt [2025-12-31T20:28:37.704747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:37.704778] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:37.704805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:37.704862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:37.760977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:37.761855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:37.761938] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:37.761971] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:37.879269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:37.879427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:37.879466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:37.879494] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:37.882841] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=29.54%) [2025-12-31T20:28:37.883115] [INFO ] [FORECASTER] Completed predict_future for OPRA [2025-12-31T20:28:37.883236] [INFO ] [sig ] OPRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:38.025032] [INFO ] [LOCAL ] Saved forecast: OPRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OPRA.txt [2025-12-31T20:28:38.025175] [INFO ] [sig ] [2367/3534] Completed OPRA in 0.3s | 2.91 sym/s | Total: 13.5m | ETA: 6.7m [2025-12-31T20:28:38.025215] [INFO ] [sig ] [2368/3534] Forecasting OPRX... [2025-12-31T20:28:38.025244] [INFO ] [sig ] Generating forecast for: OPRX [2025-12-31T20:28:38.025275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'. [2025-12-31T20:28:38.036508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPRX'. [2025-12-31T20:28:38.036823] [INFO ] [FORECASTER] Starting predict_future for OPRX [2025-12-31T20:28:38.037598] [DEBUG] [LOCAL ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt [2025-12-31T20:28:38.037653] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:38.037685] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:38.037712] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:38.037769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:38.094294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:38.095054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:38.095137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:38.095168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:38.214027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:38.214181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:38.214221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:38.214250] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:38.217594] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: UP (p=54.35%) [2025-12-31T20:28:38.217864] [INFO ] [FORECASTER] Completed predict_future for OPRX [2025-12-31T20:28:38.217987] [INFO ] [sig ] OPRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:38.356941] [INFO ] [LOCAL ] Saved forecast: OPRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OPRX.txt [2025-12-31T20:28:38.357102] [INFO ] [sig ] [2368/3534] Completed OPRX in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m [2025-12-31T20:28:38.357142] [INFO ] [sig ] [2369/3534] Forecasting OPTX... [2025-12-31T20:28:38.357171] [INFO ] [sig ] Generating forecast for: OPTX [2025-12-31T20:28:38.357202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'. [2025-12-31T20:28:38.368592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPTX'. [2025-12-31T20:28:38.368897] [INFO ] [FORECASTER] Starting predict_future for OPTX [2025-12-31T20:28:38.369726] [DEBUG] [LOCAL ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt [2025-12-31T20:28:38.369779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:38.369812] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:38.369838] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:38.369895] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:38.426823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:38.427613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:38.427694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:38.427726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:38.543813] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:38.543970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:38.544009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:38.544037] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:38.547383] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=6.12%) [2025-12-31T20:28:38.547681] [INFO ] [FORECASTER] Completed predict_future for OPTX [2025-12-31T20:28:38.547807] [INFO ] [sig ] OPTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:38.689187] [INFO ] [LOCAL ] Saved forecast: OPTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OPTX.txt [2025-12-31T20:28:38.689340] [INFO ] [sig ] [2369/3534] Completed OPTX in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m [2025-12-31T20:28:38.689386] [INFO ] [sig ] [2370/3534] Forecasting OPXS... [2025-12-31T20:28:38.689418] [INFO ] [sig ] Generating forecast for: OPXS [2025-12-31T20:28:38.689452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'. [2025-12-31T20:28:38.700861] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OPXS'. [2025-12-31T20:28:38.701165] [INFO ] [FORECASTER] Starting predict_future for OPXS [2025-12-31T20:28:38.702025] [DEBUG] [LOCAL ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt [2025-12-31T20:28:38.702078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:38.702128] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:38.702159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:38.702218] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:38.760827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:38.761516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:38.761628] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:38.761665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:38.881998] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:38.882141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:38.882181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:38.882211] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:38.885604] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=4.48%) [2025-12-31T20:28:38.885879] [INFO ] [FORECASTER] Completed predict_future for OPXS [2025-12-31T20:28:38.885997] [INFO ] [sig ] OPXS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:39.027600] [INFO ] [LOCAL ] Saved forecast: OPXS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OPXS.txt [2025-12-31T20:28:39.027740] [INFO ] [sig ] [2370/3534] Completed OPXS in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m [2025-12-31T20:28:39.027779] [INFO ] [sig ] [2371/3534] Forecasting ORA... [2025-12-31T20:28:39.027808] [INFO ] [sig ] Generating forecast for: ORA [2025-12-31T20:28:39.027838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-12-31T20:28:39.038906] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORA'. [2025-12-31T20:28:39.039201] [INFO ] [FORECASTER] Starting predict_future for ORA [2025-12-31T20:28:39.040042] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-12-31T20:28:39.040095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:39.040128] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:39.040156] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:39.040214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:39.099044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:39.099826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:39.099910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:39.099943] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:39.222245] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:39.222391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:39.222430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:39.222459] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:39.225857] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=0.97%) [2025-12-31T20:28:39.226129] [INFO ] [FORECASTER] Completed predict_future for ORA [2025-12-31T20:28:39.226253] [INFO ] [sig ] ORA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:39.365199] [INFO ] [LOCAL ] Saved forecast: ORA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ORA.txt [2025-12-31T20:28:39.365328] [INFO ] [sig ] [2371/3534] Completed ORA in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m [2025-12-31T20:28:39.365367] [INFO ] [sig ] [2372/3534] Forecasting ORC... [2025-12-31T20:28:39.365396] [INFO ] [sig ] Generating forecast for: ORC [2025-12-31T20:28:39.365431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-12-31T20:28:39.376420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORC'. [2025-12-31T20:28:39.376736] [INFO ] [FORECASTER] Starting predict_future for ORC [2025-12-31T20:28:39.377489] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-12-31T20:28:39.377540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:39.377616] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:39.377646] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:39.377705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:39.438253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:39.439134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:39.439242] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:39.439303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:39.559118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:39.559297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:39.559371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:39.559404] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:39.562835] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-12-31T20:28:39.563113] [INFO ] [FORECASTER] Completed predict_future for ORC [2025-12-31T20:28:39.563251] [INFO ] [sig ] ORC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:39.702027] [INFO ] [LOCAL ] Saved forecast: ORC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ORC.txt [2025-12-31T20:28:39.702193] [INFO ] [sig ] [2372/3534] Completed ORC in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.7m [2025-12-31T20:28:39.702235] [INFO ] [sig ] [2373/3534] Forecasting ORGO... [2025-12-31T20:28:39.702265] [INFO ] [sig ] Generating forecast for: ORGO [2025-12-31T20:28:39.702296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'. [2025-12-31T20:28:39.713782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORGO'. [2025-12-31T20:28:39.714107] [INFO ] [FORECASTER] Starting predict_future for ORGO [2025-12-31T20:28:39.714935] [DEBUG] [LOCAL ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt [2025-12-31T20:28:39.714988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:39.715021] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:39.715048] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:39.715106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:39.771806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:39.772458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:39.772535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:39.772566] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:39.889759] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:39.889912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:39.889952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:39.889980] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:39.893314] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=21.10%) [2025-12-31T20:28:39.893600] [INFO ] [FORECASTER] Completed predict_future for ORGO [2025-12-31T20:28:39.893723] [INFO ] [sig ] ORGO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:40.032650] [INFO ] [LOCAL ] Saved forecast: ORGO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ORGO.txt [2025-12-31T20:28:40.032818] [INFO ] [sig ] [2373/3534] Completed ORGO in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:40.032868] [INFO ] [sig ] [2374/3534] Forecasting ORIC... [2025-12-31T20:28:40.032899] [INFO ] [sig ] Generating forecast for: ORIC [2025-12-31T20:28:40.032930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'. [2025-12-31T20:28:40.044409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORIC'. [2025-12-31T20:28:40.044799] [INFO ] [FORECASTER] Starting predict_future for ORIC [2025-12-31T20:28:40.045610] [DEBUG] [LOCAL ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt [2025-12-31T20:28:40.045664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:40.045701] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:40.045737] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:40.045802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:40.108254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:40.109471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:40.109588] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:40.109631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:40.231835] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:40.232017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:40.232064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:40.232093] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:40.235529] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=2.27%) [2025-12-31T20:28:40.235858] [INFO ] [FORECASTER] Completed predict_future for ORIC [2025-12-31T20:28:40.235990] [INFO ] [sig ] ORIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:40.378408] [INFO ] [LOCAL ] Saved forecast: ORIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ORIC.txt [2025-12-31T20:28:40.378561] [INFO ] [sig ] [2374/3534] Completed ORIC in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:40.378621] [INFO ] [sig ] [2375/3534] Forecasting ORKA... [2025-12-31T20:28:40.378651] [INFO ] [sig ] Generating forecast for: ORKA [2025-12-31T20:28:40.378694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'. [2025-12-31T20:28:40.391852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORKA'. [2025-12-31T20:28:40.392230] [INFO ] [FORECASTER] Starting predict_future for ORKA [2025-12-31T20:28:40.393306] [DEBUG] [LOCAL ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt [2025-12-31T20:28:40.393361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:40.393393] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:40.393419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:40.393486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:40.451594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:40.452447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:40.452530] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:40.452563] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:40.574611] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:40.574768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:40.574808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:40.574873] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:40.579466] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: UP (p=75.30%) [2025-12-31T20:28:40.579855] [INFO ] [FORECASTER] Completed predict_future for ORKA [2025-12-31T20:28:40.580032] [INFO ] [sig ] ORKA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:40.726924] [INFO ] [LOCAL ] Saved forecast: ORKA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ORKA.txt [2025-12-31T20:28:40.727079] [INFO ] [sig ] [2375/3534] Completed ORKA in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:40.727119] [INFO ] [sig ] [2376/3534] Forecasting ORLY... [2025-12-31T20:28:40.727151] [INFO ] [sig ] Generating forecast for: ORLY [2025-12-31T20:28:40.727182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'. [2025-12-31T20:28:40.739711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORLY'. [2025-12-31T20:28:40.740098] [INFO ] [FORECASTER] Starting predict_future for ORLY [2025-12-31T20:28:40.740972] [DEBUG] [LOCAL ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt [2025-12-31T20:28:40.741026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:40.741058] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:40.741086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:40.741145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:40.800077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:40.801000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:40.801086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:40.801118] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:40.928482] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:40.928695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:40.928756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:40.928788] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:40.933163] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: DOWN (p=35.62%) [2025-12-31T20:28:40.933508] [INFO ] [FORECASTER] Completed predict_future for ORLY [2025-12-31T20:28:40.933677] [INFO ] [sig ] ORLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:41.079537] [INFO ] [LOCAL ] Saved forecast: ORLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ORLY.txt [2025-12-31T20:28:41.079719] [INFO ] [sig ] [2376/3534] Completed ORLY in 0.4s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:41.079763] [INFO ] [sig ] [2377/3534] Forecasting ORMP... [2025-12-31T20:28:41.079794] [INFO ] [sig ] Generating forecast for: ORMP [2025-12-31T20:28:41.079826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'. [2025-12-31T20:28:41.091707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORMP'. [2025-12-31T20:28:41.092083] [INFO ] [FORECASTER] Starting predict_future for ORMP [2025-12-31T20:28:41.093036] [DEBUG] [LOCAL ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt [2025-12-31T20:28:41.093091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:41.093123] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:41.093171] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:41.093264] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:41.153341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:41.154402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:41.154533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:41.154597] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:41.277776] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:41.277927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:41.278001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:41.278034] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:41.281453] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: UP (p=68.29%) [2025-12-31T20:28:41.281768] [INFO ] [FORECASTER] Completed predict_future for ORMP [2025-12-31T20:28:41.281890] [INFO ] [sig ] ORMP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:41.421431] [INFO ] [LOCAL ] Saved forecast: ORMP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ORMP.txt [2025-12-31T20:28:41.421562] [INFO ] [sig ] [2377/3534] Completed ORMP in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:41.421629] [INFO ] [sig ] [2378/3534] Forecasting ORN... [2025-12-31T20:28:41.421664] [INFO ] [sig ] Generating forecast for: ORN [2025-12-31T20:28:41.421695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-12-31T20:28:41.432999] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORN'. [2025-12-31T20:28:41.433265] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-12-31T20:28:41.434045] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-12-31T20:28:41.434097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:41.434129] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:41.434155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:41.434212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:41.491897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:41.492529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:41.492625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:41.492659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:41.615429] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:41.615601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:41.615653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:41.615683] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:41.619098] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=24.95%) [2025-12-31T20:28:41.619403] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-12-31T20:28:41.619535] [INFO ] [sig ] ORN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:41.757422] [INFO ] [LOCAL ] Saved forecast: ORN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ORN.txt [2025-12-31T20:28:41.757542] [INFO ] [sig ] [2378/3534] Completed ORN in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:41.757603] [INFO ] [sig ] [2379/3534] Forecasting ORRF... [2025-12-31T20:28:41.757636] [INFO ] [sig ] Generating forecast for: ORRF [2025-12-31T20:28:41.757667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'. [2025-12-31T20:28:41.768697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ORRF'. [2025-12-31T20:28:41.768957] [INFO ] [FORECASTER] Starting predict_future for ORRF [2025-12-31T20:28:41.769751] [DEBUG] [LOCAL ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt [2025-12-31T20:28:41.769802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:41.769834] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:41.769860] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:41.769916] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:41.827134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:41.827955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:41.828042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:41.828075] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:41.952506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:41.952657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:41.952697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:41.952727] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:41.956037] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=16.33%) [2025-12-31T20:28:41.956310] [INFO ] [FORECASTER] Completed predict_future for ORRF [2025-12-31T20:28:41.956434] [INFO ] [sig ] ORRF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:42.097186] [INFO ] [LOCAL ] Saved forecast: ORRF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ORRF.txt [2025-12-31T20:28:42.097342] [INFO ] [sig ] [2379/3534] Completed ORRF in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:42.097384] [INFO ] [sig ] [2380/3534] Forecasting OS... [2025-12-31T20:28:42.097414] [INFO ] [sig ] Generating forecast for: OS [2025-12-31T20:28:42.097444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'. [2025-12-31T20:28:42.108846] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OS'. [2025-12-31T20:28:42.109095] [INFO ] [FORECASTER] Starting predict_future for OS [2025-12-31T20:28:42.109896] [DEBUG] [LOCAL ] No optimal features file found for OS: ./output/feature-sets/OS.txt [2025-12-31T20:28:42.109948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:42.109980] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:42.110007] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:42.110064] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:42.167020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:42.167886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:42.167969] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:42.168002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:42.289003] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:42.289159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:42.289200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:42.289229] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:42.292804] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=68.28%) [2025-12-31T20:28:42.293070] [INFO ] [FORECASTER] Completed predict_future for OS [2025-12-31T20:28:42.293192] [INFO ] [sig ] OS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:42.434325] [INFO ] [LOCAL ] Saved forecast: OS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OS.txt [2025-12-31T20:28:42.434457] [INFO ] [sig ] [2380/3534] Completed OS in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:42.434504] [INFO ] [sig ] [2381/3534] Forecasting OSBC... [2025-12-31T20:28:42.434541] [INFO ] [sig ] Generating forecast for: OSBC [2025-12-31T20:28:42.434596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'. [2025-12-31T20:28:42.446061] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSBC'. [2025-12-31T20:28:42.446306] [INFO ] [FORECASTER] Starting predict_future for OSBC [2025-12-31T20:28:42.447102] [DEBUG] [LOCAL ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt [2025-12-31T20:28:42.447154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:42.447185] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:42.447222] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:42.447282] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:42.504476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:42.505079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:42.505154] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:42.505186] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:42.616905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:42.616994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:42.617029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:42.617056] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:42.620110] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=9.31%) [2025-12-31T20:28:42.620365] [INFO ] [FORECASTER] Completed predict_future for OSBC [2025-12-31T20:28:42.620483] [INFO ] [sig ] OSBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:42.758553] [INFO ] [LOCAL ] Saved forecast: OSBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OSBC.txt [2025-12-31T20:28:42.758737] [INFO ] [sig ] [2381/3534] Completed OSBC in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:42.758778] [INFO ] [sig ] [2382/3534] Forecasting OSIS... [2025-12-31T20:28:42.758807] [INFO ] [sig ] Generating forecast for: OSIS [2025-12-31T20:28:42.758837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'. [2025-12-31T20:28:42.770368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSIS'. [2025-12-31T20:28:42.770760] [INFO ] [FORECASTER] Starting predict_future for OSIS [2025-12-31T20:28:42.771536] [DEBUG] [LOCAL ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt [2025-12-31T20:28:42.771607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:42.771640] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:42.771667] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:42.771724] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:42.828498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:42.829407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:42.829525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:42.829558] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:42.946561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:42.946736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:42.946775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:42.946805] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:42.950154] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: UP (p=86.92%) [2025-12-31T20:28:42.950467] [INFO ] [FORECASTER] Completed predict_future for OSIS [2025-12-31T20:28:42.950609] [INFO ] [sig ] OSIS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:43.090074] [INFO ] [LOCAL ] Saved forecast: OSIS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OSIS.txt [2025-12-31T20:28:43.090201] [INFO ] [sig ] [2382/3534] Completed OSIS in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:43.090239] [INFO ] [sig ] [2383/3534] Forecasting OSPN... [2025-12-31T20:28:43.090269] [INFO ] [sig ] Generating forecast for: OSPN [2025-12-31T20:28:43.090300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'. [2025-12-31T20:28:43.101759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSPN'. [2025-12-31T20:28:43.102043] [INFO ] [FORECASTER] Starting predict_future for OSPN [2025-12-31T20:28:43.102804] [DEBUG] [LOCAL ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt [2025-12-31T20:28:43.102856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:43.102887] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:43.102913] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:43.102970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:43.159903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:43.160498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:43.160591] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:43.160625] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:43.279656] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:43.279816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:43.279855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:43.279882] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:43.283213] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=81.17%) [2025-12-31T20:28:43.283476] [INFO ] [FORECASTER] Completed predict_future for OSPN [2025-12-31T20:28:43.283619] [INFO ] [sig ] OSPN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:43.422234] [INFO ] [LOCAL ] Saved forecast: OSPN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OSPN.txt [2025-12-31T20:28:43.422358] [INFO ] [sig ] [2383/3534] Completed OSPN in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:43.422398] [INFO ] [sig ] [2384/3534] Forecasting OSS... [2025-12-31T20:28:43.422427] [INFO ] [sig ] Generating forecast for: OSS [2025-12-31T20:28:43.422458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'. [2025-12-31T20:28:43.433521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OSS'. [2025-12-31T20:28:43.433808] [INFO ] [FORECASTER] Starting predict_future for OSS [2025-12-31T20:28:43.434548] [DEBUG] [LOCAL ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt [2025-12-31T20:28:43.434618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:43.434651] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:43.434678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:43.434735] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:43.491392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:43.492163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:43.492243] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:43.492275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:43.604177] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:43.604328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:43.604367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:43.604396] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:43.607743] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-12-31T20:28:43.608011] [INFO ] [FORECASTER] Completed predict_future for OSS [2025-12-31T20:28:43.608133] [INFO ] [sig ] OSS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:43.750650] [INFO ] [LOCAL ] Saved forecast: OSS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OSS.txt [2025-12-31T20:28:43.750804] [INFO ] [sig ] [2384/3534] Completed OSS in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:43.750845] [INFO ] [sig ] [2385/3534] Forecasting OTEX... [2025-12-31T20:28:43.750875] [INFO ] [sig ] Generating forecast for: OTEX [2025-12-31T20:28:43.750911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'. [2025-12-31T20:28:43.764697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTEX'. [2025-12-31T20:28:43.765093] [INFO ] [FORECASTER] Starting predict_future for OTEX [2025-12-31T20:28:43.765953] [DEBUG] [LOCAL ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt [2025-12-31T20:28:43.766006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:43.766039] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:43.766066] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:43.766123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:43.824321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:43.825231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:43.825322] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:43.825355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:43.950733] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:43.950914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:43.950955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:43.950984] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:43.954443] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=82.87%) [2025-12-31T20:28:43.954743] [INFO ] [FORECASTER] Completed predict_future for OTEX [2025-12-31T20:28:43.954870] [INFO ] [sig ] OTEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:44.094164] [INFO ] [LOCAL ] Saved forecast: OTEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OTEX.txt [2025-12-31T20:28:44.094318] [INFO ] [sig ] [2385/3534] Completed OTEX in 0.3s | 2.91 sym/s | Total: 13.6m | ETA: 6.6m [2025-12-31T20:28:44.094368] [INFO ] [sig ] [2386/3534] Forecasting OTIS... [2025-12-31T20:28:44.094400] [INFO ] [sig ] Generating forecast for: OTIS [2025-12-31T20:28:44.094430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-12-31T20:28:44.105304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTIS'. [2025-12-31T20:28:44.105601] [INFO ] [FORECASTER] Starting predict_future for OTIS [2025-12-31T20:28:44.106368] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-12-31T20:28:44.106419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:44.106452] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:44.106480] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:44.106544] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:44.166969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:44.167807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:44.167887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:44.167919] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:44.285959] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:44.286115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:44.286155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:44.286185] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:44.289709] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=9.75%) [2025-12-31T20:28:44.290011] [INFO ] [FORECASTER] Completed predict_future for OTIS [2025-12-31T20:28:44.290142] [INFO ] [sig ] OTIS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:44.435011] [INFO ] [LOCAL ] Saved forecast: OTIS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OTIS.txt [2025-12-31T20:28:44.435182] [INFO ] [sig ] [2386/3534] Completed OTIS in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.6m [2025-12-31T20:28:44.435224] [INFO ] [sig ] [2387/3534] Forecasting OTLY... [2025-12-31T20:28:44.435255] [INFO ] [sig ] Generating forecast for: OTLY [2025-12-31T20:28:44.435287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'. [2025-12-31T20:28:44.446962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OTLY'. [2025-12-31T20:28:44.447378] [INFO ] [FORECASTER] Starting predict_future for OTLY [2025-12-31T20:28:44.448277] [DEBUG] [LOCAL ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt [2025-12-31T20:28:44.448331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:44.448363] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:44.448391] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:44.448451] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:44.505070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:44.505951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:44.506055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:44.506088] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:44.632602] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:44.632847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:44.632896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:44.632928] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:44.637164] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=17.43%) [2025-12-31T20:28:44.637563] [INFO ] [FORECASTER] Completed predict_future for OTLY [2025-12-31T20:28:44.637744] [INFO ] [sig ] OTLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:44.776387] [INFO ] [LOCAL ] Saved forecast: OTLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OTLY.txt [2025-12-31T20:28:44.776528] [INFO ] [sig ] [2387/3534] Completed OTLY in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.6m [2025-12-31T20:28:44.776592] [INFO ] [sig ] [2388/3534] Forecasting OVID... [2025-12-31T20:28:44.776624] [INFO ] [sig ] Generating forecast for: OVID [2025-12-31T20:28:44.776656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'. [2025-12-31T20:28:44.788619] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVID'. [2025-12-31T20:28:44.788909] [INFO ] [FORECASTER] Starting predict_future for OVID [2025-12-31T20:28:44.789749] [DEBUG] [LOCAL ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt [2025-12-31T20:28:44.789801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:44.789835] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:44.789862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:44.789919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:44.845421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:44.846066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:44.846143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:44.846174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:44.962660] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:44.962801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:44.962840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:44.962886] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:44.966253] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=3.99%) [2025-12-31T20:28:44.966525] [INFO ] [FORECASTER] Completed predict_future for OVID [2025-12-31T20:28:44.966670] [INFO ] [sig ] OVID: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:45.105057] [INFO ] [LOCAL ] Saved forecast: OVID 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OVID.txt [2025-12-31T20:28:45.105179] [INFO ] [sig ] [2388/3534] Completed OVID in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.6m [2025-12-31T20:28:45.105219] [INFO ] [sig ] [2389/3534] Forecasting OVLY... [2025-12-31T20:28:45.105247] [INFO ] [sig ] Generating forecast for: OVLY [2025-12-31T20:28:45.105277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'. [2025-12-31T20:28:45.117456] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OVLY'. [2025-12-31T20:28:45.117777] [INFO ] [FORECASTER] Starting predict_future for OVLY [2025-12-31T20:28:45.118544] [DEBUG] [LOCAL ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt [2025-12-31T20:28:45.118613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:45.118672] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:45.118700] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:45.118757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:45.174714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:45.175317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:45.175393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:45.175425] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:45.271640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:45.271784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:45.271825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:45.271853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:45.275187] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=46.70%) [2025-12-31T20:28:45.275461] [INFO ] [FORECASTER] Completed predict_future for OVLY [2025-12-31T20:28:45.275609] [INFO ] [sig ] OVLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:45.417507] [INFO ] [LOCAL ] Saved forecast: OVLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OVLY.txt [2025-12-31T20:28:45.417647] [INFO ] [sig ] [2389/3534] Completed OVLY in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.6m [2025-12-31T20:28:45.417690] [INFO ] [sig ] [2390/3534] Forecasting OWL... [2025-12-31T20:28:45.417720] [INFO ] [sig ] Generating forecast for: OWL [2025-12-31T20:28:45.417750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-12-31T20:28:45.429415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OWL'. [2025-12-31T20:28:45.429727] [INFO ] [FORECASTER] Starting predict_future for OWL [2025-12-31T20:28:45.430521] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-12-31T20:28:45.430590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:45.430624] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:45.430651] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:45.430707] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:45.487327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:45.488017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:45.488094] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:45.488139] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:45.608635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:45.608769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:45.608808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:45.608836] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:45.612226] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=15.14%) [2025-12-31T20:28:45.612499] [INFO ] [FORECASTER] Completed predict_future for OWL [2025-12-31T20:28:45.612645] [INFO ] [sig ] OWL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:45.752038] [INFO ] [LOCAL ] Saved forecast: OWL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OWL.txt [2025-12-31T20:28:45.752157] [INFO ] [sig ] [2390/3534] Completed OWL in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:45.752195] [INFO ] [sig ] [2391/3534] Forecasting OXLC... [2025-12-31T20:28:45.752225] [INFO ] [sig ] Generating forecast for: OXLC [2025-12-31T20:28:45.752254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'. [2025-12-31T20:28:45.763563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXLC'. [2025-12-31T20:28:45.763862] [INFO ] [FORECASTER] Starting predict_future for OXLC [2025-12-31T20:28:45.764656] [DEBUG] [LOCAL ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt [2025-12-31T20:28:45.764708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:45.764740] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:45.764766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:45.764823] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:45.821496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:45.822166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:45.822244] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:45.822275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:45.942712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:45.942861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:45.942901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:45.942928] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:45.946320] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=55.11%) [2025-12-31T20:28:45.946610] [INFO ] [FORECASTER] Completed predict_future for OXLC [2025-12-31T20:28:45.946733] [INFO ] [sig ] OXLC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:46.089301] [INFO ] [LOCAL ] Saved forecast: OXLC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OXLC.txt [2025-12-31T20:28:46.089459] [INFO ] [sig ] [2391/3534] Completed OXLC in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:46.089505] [INFO ] [sig ] [2392/3534] Forecasting OXM... [2025-12-31T20:28:46.089537] [INFO ] [sig ] Generating forecast for: OXM [2025-12-31T20:28:46.089587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'. [2025-12-31T20:28:46.101372] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXM'. [2025-12-31T20:28:46.101690] [INFO ] [FORECASTER] Starting predict_future for OXM [2025-12-31T20:28:46.102707] [DEBUG] [LOCAL ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt [2025-12-31T20:28:46.102767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:46.102799] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:46.102825] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:46.102895] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:46.163987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:46.164773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:46.164858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:46.164890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:46.285701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:46.285853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:46.285894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:46.285956] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:46.289348] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=84.62%) [2025-12-31T20:28:46.289668] [INFO ] [FORECASTER] Completed predict_future for OXM [2025-12-31T20:28:46.289804] [INFO ] [sig ] OXM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:46.428182] [INFO ] [LOCAL ] Saved forecast: OXM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OXM.txt [2025-12-31T20:28:46.428296] [INFO ] [sig ] [2392/3534] Completed OXM in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:46.428334] [INFO ] [sig ] [2393/3534] Forecasting OXSQ... [2025-12-31T20:28:46.428363] [INFO ] [sig ] Generating forecast for: OXSQ [2025-12-31T20:28:46.428392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'. [2025-12-31T20:28:46.439920] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'. [2025-12-31T20:28:46.440204] [INFO ] [FORECASTER] Starting predict_future for OXSQ [2025-12-31T20:28:46.440978] [DEBUG] [LOCAL ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt [2025-12-31T20:28:46.441030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:46.441061] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:46.441088] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:46.441145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:46.497565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:46.498217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:46.498294] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:46.498325] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:46.618175] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:46.618299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:46.618338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:46.618365] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:46.621685] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=79.80%) [2025-12-31T20:28:46.621951] [INFO ] [FORECASTER] Completed predict_future for OXSQ [2025-12-31T20:28:46.622078] [INFO ] [sig ] OXSQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:46.759888] [INFO ] [LOCAL ] Saved forecast: OXSQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/OXSQ.txt [2025-12-31T20:28:46.760004] [INFO ] [sig ] [2393/3534] Completed OXSQ in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:46.760043] [INFO ] [sig ] [2394/3534] Forecasting OZEM... [2025-12-31T20:28:46.760072] [INFO ] [sig ] Generating forecast for: OZEM [2025-12-31T20:28:46.760102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'. [2025-12-31T20:28:46.770640] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZEM'. [2025-12-31T20:28:46.770911] [INFO ] [FORECASTER] Starting predict_future for OZEM [2025-12-31T20:28:46.771690] [DEBUG] [LOCAL ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt [2025-12-31T20:28:46.771751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:46.771783] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:46.771810] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:46.771867] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:46.831748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:46.832436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:46.832513] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:46.832545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:46.940546] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:46.940700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:46.940739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:46.940767] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:46.944063] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: DOWN (p=40.35%) [2025-12-31T20:28:46.944333] [INFO ] [FORECASTER] Completed predict_future for OZEM [2025-12-31T20:28:46.944453] [INFO ] [sig ] OZEM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:47.083144] [INFO ] [LOCAL ] Saved forecast: OZEM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OZEM.txt [2025-12-31T20:28:47.083274] [INFO ] [sig ] [2394/3534] Completed OZEM in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:47.083313] [INFO ] [sig ] [2395/3534] Forecasting OZK... [2025-12-31T20:28:47.083342] [INFO ] [sig ] Generating forecast for: OZK [2025-12-31T20:28:47.083373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'. [2025-12-31T20:28:47.094821] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZK'. [2025-12-31T20:28:47.095101] [INFO ] [FORECASTER] Starting predict_future for OZK [2025-12-31T20:28:47.095883] [DEBUG] [LOCAL ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt [2025-12-31T20:28:47.095935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:47.095967] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:47.095993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:47.096051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:47.152522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:47.153143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:47.153222] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:47.153253] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:47.273952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:47.274088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:47.274125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:47.274152] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:47.277428] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=21.34%) [2025-12-31T20:28:47.277711] [INFO ] [FORECASTER] Completed predict_future for OZK [2025-12-31T20:28:47.277834] [INFO ] [sig ] OZK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:47.415938] [INFO ] [LOCAL ] Saved forecast: OZK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OZK.txt [2025-12-31T20:28:47.416052] [INFO ] [sig ] [2395/3534] Completed OZK in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:47.416090] [INFO ] [sig ] [2396/3534] Forecasting OZKAP... [2025-12-31T20:28:47.416119] [INFO ] [sig ] Generating forecast for: OZKAP [2025-12-31T20:28:47.416148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'. [2025-12-31T20:28:47.427265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'. [2025-12-31T20:28:47.427560] [INFO ] [FORECASTER] Starting predict_future for OZKAP [2025-12-31T20:28:47.428335] [DEBUG] [LOCAL ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt [2025-12-31T20:28:47.428387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:47.428418] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:47.428445] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:47.428503] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:47.485830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:47.486465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:47.486544] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:47.486593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:47.605294] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:47.605463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:47.605505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:47.605533] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:47.609079] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: DOWN (p=1.11%) [2025-12-31T20:28:47.609379] [INFO ] [FORECASTER] Completed predict_future for OZKAP [2025-12-31T20:28:47.609509] [INFO ] [sig ] OZKAP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:47.748167] [INFO ] [LOCAL ] Saved forecast: OZKAP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/OZKAP.txt [2025-12-31T20:28:47.748290] [INFO ] [sig ] [2396/3534] Completed OZKAP in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:47.748330] [INFO ] [sig ] [2397/3534] Forecasting PAA... [2025-12-31T20:28:47.748359] [INFO ] [sig ] Generating forecast for: PAA [2025-12-31T20:28:47.748390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'. [2025-12-31T20:28:47.760315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAA'. [2025-12-31T20:28:47.760614] [INFO ] [FORECASTER] Starting predict_future for PAA [2025-12-31T20:28:47.761356] [DEBUG] [LOCAL ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt [2025-12-31T20:28:47.761408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:47.761439] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:47.761466] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:47.761523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:47.818143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:47.818776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:47.818853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:47.818885] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:47.935281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:47.935426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:47.935463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:47.935491] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:47.938823] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-12-31T20:28:47.939115] [INFO ] [FORECASTER] Completed predict_future for PAA [2025-12-31T20:28:47.939241] [INFO ] [sig ] PAA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:48.079746] [INFO ] [LOCAL ] Saved forecast: PAA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PAA.txt [2025-12-31T20:28:48.079903] [INFO ] [sig ] [2397/3534] Completed PAA in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:48.079947] [INFO ] [sig ] [2398/3534] Forecasting PAAS... [2025-12-31T20:28:48.079979] [INFO ] [sig ] Generating forecast for: PAAS [2025-12-31T20:28:48.080011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-12-31T20:28:48.091049] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAAS'. [2025-12-31T20:28:48.091345] [INFO ] [FORECASTER] Starting predict_future for PAAS [2025-12-31T20:28:48.092157] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-12-31T20:28:48.092209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:48.092242] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:48.092270] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:48.092328] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:48.150639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:48.151269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:48.151346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:48.151380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:48.278130] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:48.278315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:48.278357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:48.278387] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:48.281941] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=61.48%) [2025-12-31T20:28:48.282250] [INFO ] [FORECASTER] Completed predict_future for PAAS [2025-12-31T20:28:48.282382] [INFO ] [sig ] PAAS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:48.422950] [INFO ] [LOCAL ] Saved forecast: PAAS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAAS.txt [2025-12-31T20:28:48.423091] [INFO ] [sig ] [2398/3534] Completed PAAS in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:48.423140] [INFO ] [sig ] [2399/3534] Forecasting PAC... [2025-12-31T20:28:48.423173] [INFO ] [sig ] Generating forecast for: PAC [2025-12-31T20:28:48.423204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-12-31T20:28:48.434476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAC'. [2025-12-31T20:28:48.434769] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-12-31T20:28:48.435543] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-12-31T20:28:48.435614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:48.435648] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:48.435677] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:48.435736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:48.492686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:48.493344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:48.493457] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:48.493491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:48.612708] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:48.612848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:48.612889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:48.612920] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:48.616364] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=55.96%) [2025-12-31T20:28:48.616676] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-12-31T20:28:48.616803] [INFO ] [sig ] PAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:48.757002] [INFO ] [LOCAL ] Saved forecast: PAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAC.txt [2025-12-31T20:28:48.757119] [INFO ] [sig ] [2399/3534] Completed PAC in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:48.757157] [INFO ] [sig ] [2400/3534] Forecasting PACB... [2025-12-31T20:28:48.757187] [INFO ] [sig ] Generating forecast for: PACB [2025-12-31T20:28:48.757217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'. [2025-12-31T20:28:48.768529] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACB'. [2025-12-31T20:28:48.768848] [INFO ] [FORECASTER] Starting predict_future for PACB [2025-12-31T20:28:48.769630] [DEBUG] [LOCAL ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt [2025-12-31T20:28:48.769682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:48.769713] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:48.769739] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:48.769796] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:48.826882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:48.827483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:48.827560] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:48.827610] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:48.949397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:48.949591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:48.949633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:48.949666] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:48.953117] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=0.91%) [2025-12-31T20:28:48.953383] [INFO ] [FORECASTER] Completed predict_future for PACB [2025-12-31T20:28:48.953504] [INFO ] [sig ] PACB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:49.095412] [INFO ] [LOCAL ] Saved forecast: PACB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PACB.txt [2025-12-31T20:28:49.095538] [INFO ] [sig ] [2400/3534] Completed PACB in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:49.095593] [INFO ] [sig ] [2401/3534] Forecasting PACK... [2025-12-31T20:28:49.095626] [INFO ] [sig ] Generating forecast for: PACK [2025-12-31T20:28:49.095656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-12-31T20:28:49.107073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PACK'. [2025-12-31T20:28:49.107356] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-12-31T20:28:49.108130] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-12-31T20:28:49.108182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:49.108214] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:49.108241] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:49.108298] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:49.165713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:49.166335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:49.166416] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:49.166449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:49.286417] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:49.286587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:49.286634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:49.286665] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:49.290020] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=93.86%) [2025-12-31T20:28:49.290284] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-12-31T20:28:49.290404] [INFO ] [sig ] PACK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:49.431117] [INFO ] [LOCAL ] Saved forecast: PACK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PACK.txt [2025-12-31T20:28:49.431230] [INFO ] [sig ] [2401/3534] Completed PACK in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:49.431269] [INFO ] [sig ] [2402/3534] Forecasting PAGP... [2025-12-31T20:28:49.431298] [INFO ] [sig ] Generating forecast for: PAGP [2025-12-31T20:28:49.431327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'. [2025-12-31T20:28:49.442800] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGP'. [2025-12-31T20:28:49.443072] [INFO ] [FORECASTER] Starting predict_future for PAGP [2025-12-31T20:28:49.443841] [DEBUG] [LOCAL ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt [2025-12-31T20:28:49.443892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:49.443924] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:49.443951] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:49.444012] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:49.501305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:49.502105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:49.502186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:49.502218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:49.621635] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:49.621767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:49.621804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:49.621833] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:49.625118] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=88.87%) [2025-12-31T20:28:49.625388] [INFO ] [FORECASTER] Completed predict_future for PAGP [2025-12-31T20:28:49.625506] [INFO ] [sig ] PAGP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:49.767302] [INFO ] [LOCAL ] Saved forecast: PAGP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAGP.txt [2025-12-31T20:28:49.767500] [INFO ] [sig ] [2402/3534] Completed PAGP in 0.3s | 2.91 sym/s | Total: 13.7m | ETA: 6.5m [2025-12-31T20:28:49.767542] [INFO ] [sig ] [2403/3534] Forecasting PAGS... [2025-12-31T20:28:49.767591] [INFO ] [sig ] Generating forecast for: PAGS [2025-12-31T20:28:49.767627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-12-31T20:28:49.779328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAGS'. [2025-12-31T20:28:49.779714] [INFO ] [FORECASTER] Starting predict_future for PAGS [2025-12-31T20:28:49.780491] [DEBUG] [LOCAL ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt [2025-12-31T20:28:49.780542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:49.780592] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:49.780628] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:49.780700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:49.837682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:49.838539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:49.838650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:49.838692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:49.961088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:49.961254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:49.961302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:49.961336] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:49.964838] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=93.70%) [2025-12-31T20:28:49.965117] [INFO ] [FORECASTER] Completed predict_future for PAGS [2025-12-31T20:28:49.965245] [INFO ] [sig ] PAGS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:50.110015] [INFO ] [LOCAL ] Saved forecast: PAGS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAGS.txt [2025-12-31T20:28:50.110194] [INFO ] [sig ] [2403/3534] Completed PAGS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m [2025-12-31T20:28:50.110235] [INFO ] [sig ] [2404/3534] Forecasting PAHC... [2025-12-31T20:28:50.110266] [INFO ] [sig ] Generating forecast for: PAHC [2025-12-31T20:28:50.110297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'. [2025-12-31T20:28:50.122262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAHC'. [2025-12-31T20:28:50.122679] [INFO ] [FORECASTER] Starting predict_future for PAHC [2025-12-31T20:28:50.123519] [DEBUG] [LOCAL ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt [2025-12-31T20:28:50.123597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:50.123633] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:50.123663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:50.123733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:50.181671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:50.182561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:50.182669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:50.182710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:50.301198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:50.301342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:50.301381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:50.301410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:50.304745] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=78.78%) [2025-12-31T20:28:50.305016] [INFO ] [FORECASTER] Completed predict_future for PAHC [2025-12-31T20:28:50.305136] [INFO ] [sig ] PAHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:50.444191] [INFO ] [LOCAL ] Saved forecast: PAHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAHC.txt [2025-12-31T20:28:50.444310] [INFO ] [sig ] [2404/3534] Completed PAHC in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m [2025-12-31T20:28:50.444349] [INFO ] [sig ] [2405/3534] Forecasting PAL... [2025-12-31T20:28:50.444379] [INFO ] [sig ] Generating forecast for: PAL [2025-12-31T20:28:50.444409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'. [2025-12-31T20:28:50.455957] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAL'. [2025-12-31T20:28:50.456230] [INFO ] [FORECASTER] Starting predict_future for PAL [2025-12-31T20:28:50.456997] [DEBUG] [LOCAL ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt [2025-12-31T20:28:50.457057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:50.457091] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:50.457118] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:50.457179] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:50.514125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:50.514745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:50.514822] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:50.514854] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:50.632369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:50.632504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:50.632541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:50.632587] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:50.635849] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=53.74%) [2025-12-31T20:28:50.636120] [INFO ] [FORECASTER] Completed predict_future for PAL [2025-12-31T20:28:50.636242] [INFO ] [sig ] PAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:50.776139] [INFO ] [LOCAL ] Saved forecast: PAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAL.txt [2025-12-31T20:28:50.776288] [INFO ] [sig ] [2405/3534] Completed PAL in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m [2025-12-31T20:28:50.776327] [INFO ] [sig ] [2406/3534] Forecasting PAM... [2025-12-31T20:28:50.776356] [INFO ] [sig ] Generating forecast for: PAM [2025-12-31T20:28:50.776387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-12-31T20:28:50.788912] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAM'. [2025-12-31T20:28:50.789294] [INFO ] [FORECASTER] Starting predict_future for PAM [2025-12-31T20:28:50.790360] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-12-31T20:28:50.790415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:50.790475] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:50.790505] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:50.790565] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:50.855748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:50.856820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:50.856906] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:50.856938] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:50.977258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:50.977426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:50.977468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:50.977499] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:50.981092] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=1.65%) [2025-12-31T20:28:50.981460] [INFO ] [FORECASTER] Completed predict_future for PAM [2025-12-31T20:28:50.981634] [INFO ] [sig ] PAM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:51.161189] [INFO ] [LOCAL ] Saved forecast: PAM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PAM.txt [2025-12-31T20:28:51.161418] [INFO ] [sig ] [2406/3534] Completed PAM in 0.4s | 2.91 sym/s | Total: 13.8m | ETA: 6.5m [2025-12-31T20:28:51.161481] [INFO ] [sig ] [2407/3534] Forecasting PANL... [2025-12-31T20:28:51.161528] [INFO ] [sig ] Generating forecast for: PANL [2025-12-31T20:28:51.161598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'. [2025-12-31T20:28:51.177995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PANL'. [2025-12-31T20:28:51.178467] [INFO ] [FORECASTER] Starting predict_future for PANL [2025-12-31T20:28:51.179609] [DEBUG] [LOCAL ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt [2025-12-31T20:28:51.179676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:51.179719] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:51.179755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:51.179839] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:51.262141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:51.263353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:51.263479] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:51.263534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:51.410182] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:51.410371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:51.410427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:51.410461] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:51.414212] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=82.18%) [2025-12-31T20:28:51.414669] [INFO ] [FORECASTER] Completed predict_future for PANL [2025-12-31T20:28:51.414845] [INFO ] [sig ] PANL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:51.613798] [INFO ] [LOCAL ] Saved forecast: PANL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PANL.txt [2025-12-31T20:28:51.614027] [INFO ] [sig ] [2407/3534] Completed PANL in 0.5s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:51.614096] [INFO ] [sig ] [2408/3534] Forecasting PASG... [2025-12-31T20:28:51.614147] [INFO ] [sig ] Generating forecast for: PASG [2025-12-31T20:28:51.614197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'. [2025-12-31T20:28:51.630540] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PASG'. [2025-12-31T20:28:51.631074] [INFO ] [FORECASTER] Starting predict_future for PASG [2025-12-31T20:28:51.632258] [DEBUG] [LOCAL ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt [2025-12-31T20:28:51.632329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:51.632382] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:51.632429] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:51.632520] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:51.713761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:51.714916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:51.715034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:51.715074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:51.869065] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:51.869317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:51.869386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:51.869422] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:51.873452] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: UP (p=93.58%) [2025-12-31T20:28:51.873805] [INFO ] [FORECASTER] Completed predict_future for PASG [2025-12-31T20:28:51.873956] [INFO ] [sig ] PASG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:52.027734] [INFO ] [LOCAL ] Saved forecast: PASG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PASG.txt [2025-12-31T20:28:52.027909] [INFO ] [sig ] [2408/3534] Completed PASG in 0.4s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:52.027962] [INFO ] [sig ] [2409/3534] Forecasting PATH... [2025-12-31T20:28:52.027994] [INFO ] [sig ] Generating forecast for: PATH [2025-12-31T20:28:52.028030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-12-31T20:28:52.040937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATH'. [2025-12-31T20:28:52.041359] [INFO ] [FORECASTER] Starting predict_future for PATH [2025-12-31T20:28:52.042211] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-12-31T20:28:52.042267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:52.042301] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:52.042330] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:52.042388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:52.100901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:52.101857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:52.101947] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:52.101980] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:52.226230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:52.226394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:52.226435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:52.226499] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:52.230061] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=7.97%) [2025-12-31T20:28:52.230383] [INFO ] [FORECASTER] Completed predict_future for PATH [2025-12-31T20:28:52.230527] [INFO ] [sig ] PATH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:52.374144] [INFO ] [LOCAL ] Saved forecast: PATH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PATH.txt [2025-12-31T20:28:52.374285] [INFO ] [sig ] [2409/3534] Completed PATH in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:52.374325] [INFO ] [sig ] [2410/3534] Forecasting PATK... [2025-12-31T20:28:52.374355] [INFO ] [sig ] Generating forecast for: PATK [2025-12-31T20:28:52.374387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'. [2025-12-31T20:28:52.385966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PATK'. [2025-12-31T20:28:52.386271] [INFO ] [FORECASTER] Starting predict_future for PATK [2025-12-31T20:28:52.387075] [DEBUG] [LOCAL ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt [2025-12-31T20:28:52.387127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:52.387160] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:52.387187] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:52.387245] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:52.443770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:52.444452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:52.444531] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:52.444563] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:52.557397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:52.557546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:52.557602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:52.557633] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:52.560979] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=17.76%) [2025-12-31T20:28:52.561256] [INFO ] [FORECASTER] Completed predict_future for PATK [2025-12-31T20:28:52.561395] [INFO ] [sig ] PATK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:52.699360] [INFO ] [LOCAL ] Saved forecast: PATK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PATK.txt [2025-12-31T20:28:52.699484] [INFO ] [sig ] [2410/3534] Completed PATK in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:52.699523] [INFO ] [sig ] [2411/3534] Forecasting PAX... [2025-12-31T20:28:52.699552] [INFO ] [sig ] Generating forecast for: PAX [2025-12-31T20:28:52.699599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'. [2025-12-31T20:28:52.710985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAX'. [2025-12-31T20:28:52.711233] [INFO ] [FORECASTER] Starting predict_future for PAX [2025-12-31T20:28:52.712000] [DEBUG] [LOCAL ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt [2025-12-31T20:28:52.712052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:52.712083] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:52.712110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:52.712168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:52.767642] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:52.768220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:52.768297] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:52.768329] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:52.885333] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:52.885430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:52.885465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:52.885494] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:52.888588] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=99.33%) [2025-12-31T20:28:52.888855] [INFO ] [FORECASTER] Completed predict_future for PAX [2025-12-31T20:28:52.888972] [INFO ] [sig ] PAX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:53.026962] [INFO ] [LOCAL ] Saved forecast: PAX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAX.txt [2025-12-31T20:28:53.027070] [INFO ] [sig ] [2411/3534] Completed PAX in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:53.027109] [INFO ] [sig ] [2412/3534] Forecasting PAXS... [2025-12-31T20:28:53.027140] [INFO ] [sig ] Generating forecast for: PAXS [2025-12-31T20:28:53.027171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-12-31T20:28:53.038730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAXS'. [2025-12-31T20:28:53.038979] [INFO ] [FORECASTER] Starting predict_future for PAXS [2025-12-31T20:28:53.039829] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-12-31T20:28:53.039882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:53.039912] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:53.039938] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:53.039994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:53.095757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:53.096336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:53.096412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:53.096443] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:53.212709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:53.212819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:53.212871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:53.212900] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:53.216051] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-12-31T20:28:53.216315] [INFO ] [FORECASTER] Completed predict_future for PAXS [2025-12-31T20:28:53.216433] [INFO ] [sig ] PAXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:53.355078] [INFO ] [LOCAL ] Saved forecast: PAXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAXS.txt [2025-12-31T20:28:53.355187] [INFO ] [sig ] [2412/3534] Completed PAXS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:53.355225] [INFO ] [sig ] [2413/3534] Forecasting PAY... [2025-12-31T20:28:53.355254] [INFO ] [sig ] Generating forecast for: PAY [2025-12-31T20:28:53.355284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-12-31T20:28:53.366429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAY'. [2025-12-31T20:28:53.366701] [INFO ] [FORECASTER] Starting predict_future for PAY [2025-12-31T20:28:53.367444] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-12-31T20:28:53.367496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:53.367528] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:53.367555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:53.367633] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:53.423824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:53.424399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:53.424475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:53.424507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:53.539045] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:53.539163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:53.539201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:53.539230] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:53.542461] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=35.99%) [2025-12-31T20:28:53.542747] [INFO ] [FORECASTER] Completed predict_future for PAY [2025-12-31T20:28:53.542871] [INFO ] [sig ] PAY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:53.686679] [INFO ] [LOCAL ] Saved forecast: PAY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PAY.txt [2025-12-31T20:28:53.686818] [INFO ] [sig ] [2413/3534] Completed PAY in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:53.686864] [INFO ] [sig ] [2414/3534] Forecasting PAYC... [2025-12-31T20:28:53.686895] [INFO ] [sig ] Generating forecast for: PAYC [2025-12-31T20:28:53.686925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-12-31T20:28:53.698460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYC'. [2025-12-31T20:28:53.698738] [INFO ] [FORECASTER] Starting predict_future for PAYC [2025-12-31T20:28:53.699507] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-12-31T20:28:53.699560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:53.699613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:53.699641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:53.699698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:53.755657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:53.756235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:53.756323] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:53.756355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:53.873733] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:53.873891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:53.873932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:53.873962] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:53.877308] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=28.21%) [2025-12-31T20:28:53.877593] [INFO ] [FORECASTER] Completed predict_future for PAYC [2025-12-31T20:28:53.877716] [INFO ] [sig ] PAYC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:54.016292] [INFO ] [LOCAL ] Saved forecast: PAYC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PAYC.txt [2025-12-31T20:28:54.016412] [INFO ] [sig ] [2414/3534] Completed PAYC in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:54.016452] [INFO ] [sig ] [2415/3534] Forecasting PAYO... [2025-12-31T20:28:54.016483] [INFO ] [sig ] Generating forecast for: PAYO [2025-12-31T20:28:54.016514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'. [2025-12-31T20:28:54.027428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYO'. [2025-12-31T20:28:54.027698] [INFO ] [FORECASTER] Starting predict_future for PAYO [2025-12-31T20:28:54.028429] [DEBUG] [LOCAL ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt [2025-12-31T20:28:54.028481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:54.028513] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:54.028540] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:54.028621] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:54.084954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:54.085599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:54.085676] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:54.085710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:54.208195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:54.208325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:54.208364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:54.208393] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:54.211658] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=54.87%) [2025-12-31T20:28:54.211924] [INFO ] [FORECASTER] Completed predict_future for PAYO [2025-12-31T20:28:54.212046] [INFO ] [sig ] PAYO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:54.351239] [INFO ] [LOCAL ] Saved forecast: PAYO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAYO.txt [2025-12-31T20:28:54.351382] [INFO ] [sig ] [2415/3534] Completed PAYO in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:54.351424] [INFO ] [sig ] [2416/3534] Forecasting PAYS... [2025-12-31T20:28:54.351456] [INFO ] [sig ] Generating forecast for: PAYS [2025-12-31T20:28:54.351488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'. [2025-12-31T20:28:54.363152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYS'. [2025-12-31T20:28:54.363410] [INFO ] [FORECASTER] Starting predict_future for PAYS [2025-12-31T20:28:54.364229] [DEBUG] [LOCAL ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt [2025-12-31T20:28:54.364282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:54.364327] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:54.364357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:54.364415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:54.423859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:54.424609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:54.424713] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:54.424746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:54.541506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:54.541681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:54.541724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:54.541756] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:54.545242] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=37.74%) [2025-12-31T20:28:54.545515] [INFO ] [FORECASTER] Completed predict_future for PAYS [2025-12-31T20:28:54.545656] [INFO ] [sig ] PAYS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:54.688518] [INFO ] [LOCAL ] Saved forecast: PAYS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PAYS.txt [2025-12-31T20:28:54.688665] [INFO ] [sig ] [2416/3534] Completed PAYS in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:54.688706] [INFO ] [sig ] [2417/3534] Forecasting PAYX... [2025-12-31T20:28:54.688737] [INFO ] [sig ] Generating forecast for: PAYX [2025-12-31T20:28:54.688771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'. [2025-12-31T20:28:54.706177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PAYX'. [2025-12-31T20:28:54.706464] [INFO ] [FORECASTER] Starting predict_future for PAYX [2025-12-31T20:28:54.707243] [DEBUG] [LOCAL ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt [2025-12-31T20:28:54.707295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:54.707327] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:54.707354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:54.707412] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:54.763449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:54.764061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:54.764137] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:54.764169] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:54.880779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:54.880910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:54.881131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:54.881159] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:54.884617] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=50.20%) [2025-12-31T20:28:54.884881] [INFO ] [FORECASTER] Completed predict_future for PAYX [2025-12-31T20:28:54.885002] [INFO ] [sig ] PAYX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:55.023461] [INFO ] [LOCAL ] Saved forecast: PAYX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PAYX.txt [2025-12-31T20:28:55.023602] [INFO ] [sig ] [2417/3534] Completed PAYX in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:55.023644] [INFO ] [sig ] [2418/3534] Forecasting PB... [2025-12-31T20:28:55.023674] [INFO ] [sig ] Generating forecast for: PB [2025-12-31T20:28:55.023704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-12-31T20:28:55.034607] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PB'. [2025-12-31T20:28:55.034903] [INFO ] [FORECASTER] Starting predict_future for PB [2025-12-31T20:28:55.035679] [DEBUG] [LOCAL ] No optimal features file found for PB: ./output/feature-sets/PB.txt [2025-12-31T20:28:55.035731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:55.035764] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:55.035790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:55.035848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:55.091835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:55.092418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:55.092494] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:55.092526] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:55.213938] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:55.214097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:55.214136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:55.214164] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:55.217536] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=13.42%) [2025-12-31T20:28:55.217828] [INFO ] [FORECASTER] Completed predict_future for PB [2025-12-31T20:28:55.217950] [INFO ] [sig ] PB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:55.356084] [INFO ] [LOCAL ] Saved forecast: PB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PB.txt [2025-12-31T20:28:55.356213] [INFO ] [sig ] [2418/3534] Completed PB in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:55.356251] [INFO ] [sig ] [2419/3534] Forecasting PBA... [2025-12-31T20:28:55.356281] [INFO ] [sig ] Generating forecast for: PBA [2025-12-31T20:28:55.356310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-12-31T20:28:55.367375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBA'. [2025-12-31T20:28:55.367700] [INFO ] [FORECASTER] Starting predict_future for PBA [2025-12-31T20:28:55.368473] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-12-31T20:28:55.368526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:55.368560] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:55.368612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:55.368672] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:55.426316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:55.426950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:55.427027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:55.427060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:55.547301] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:55.547463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:55.547504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:55.547533] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:55.550984] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=93.58%) [2025-12-31T20:28:55.551282] [INFO ] [FORECASTER] Completed predict_future for PBA [2025-12-31T20:28:55.551413] [INFO ] [sig ] PBA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:55.699840] [INFO ] [LOCAL ] Saved forecast: PBA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PBA.txt [2025-12-31T20:28:55.700080] [INFO ] [sig ] [2419/3534] Completed PBA in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:55.700135] [INFO ] [sig ] [2420/3534] Forecasting PBF... [2025-12-31T20:28:55.700182] [INFO ] [sig ] Generating forecast for: PBF [2025-12-31T20:28:55.700227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-12-31T20:28:55.712444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBF'. [2025-12-31T20:28:55.712812] [INFO ] [FORECASTER] Starting predict_future for PBF [2025-12-31T20:28:55.713648] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-12-31T20:28:55.713702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:55.713737] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:55.713766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:55.713826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:55.772280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:55.773046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:55.773130] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:55.773164] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:55.900923] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:55.901103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:55.901146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:55.901177] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:55.904676] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=98.91%) [2025-12-31T20:28:55.904956] [INFO ] [FORECASTER] Completed predict_future for PBF [2025-12-31T20:28:55.905078] [INFO ] [sig ] PBF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:56.044686] [INFO ] [LOCAL ] Saved forecast: PBF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PBF.txt [2025-12-31T20:28:56.044823] [INFO ] [sig ] [2420/3534] Completed PBF in 0.3s | 2.91 sym/s | Total: 13.8m | ETA: 6.4m [2025-12-31T20:28:56.044863] [INFO ] [sig ] [2421/3534] Forecasting PBFS... [2025-12-31T20:28:56.044893] [INFO ] [sig ] Generating forecast for: PBFS [2025-12-31T20:28:56.044926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'. [2025-12-31T20:28:56.056272] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBFS'. [2025-12-31T20:28:56.056606] [INFO ] [FORECASTER] Starting predict_future for PBFS [2025-12-31T20:28:56.057505] [DEBUG] [LOCAL ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt [2025-12-31T20:28:56.057558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:56.057610] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:56.057638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:56.057696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:56.114748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:56.115610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:56.115694] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:56.115728] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:56.216954] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:56.217116] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:28:56.217157] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:56.217187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:56.220658] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=13.44%) [2025-12-31T20:28:56.220960] [INFO ] [FORECASTER] Completed predict_future for PBFS [2025-12-31T20:28:56.221092] [INFO ] [sig ] PBFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:56.362982] [INFO ] [LOCAL ] Saved forecast: PBFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PBFS.txt [2025-12-31T20:28:56.363161] [INFO ] [sig ] [2421/3534] Completed PBFS in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m [2025-12-31T20:28:56.363202] [INFO ] [sig ] [2422/3534] Forecasting PBH... [2025-12-31T20:28:56.363233] [INFO ] [sig ] Generating forecast for: PBH [2025-12-31T20:28:56.363263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-12-31T20:28:56.376737] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBH'. [2025-12-31T20:28:56.377380] [INFO ] [FORECASTER] Starting predict_future for PBH [2025-12-31T20:28:56.378394] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-12-31T20:28:56.378449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:56.378485] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:56.378512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:56.378588] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:56.436776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:56.437969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:56.438069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:56.438105] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:56.557137] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:56.557293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:56.557334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:56.557363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:56.560943] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=73.08%) [2025-12-31T20:28:56.561225] [INFO ] [FORECASTER] Completed predict_future for PBH [2025-12-31T20:28:56.561356] [INFO ] [sig ] PBH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:56.699416] [INFO ] [LOCAL ] Saved forecast: PBH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PBH.txt [2025-12-31T20:28:56.699539] [INFO ] [sig ] [2422/3534] Completed PBH in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m [2025-12-31T20:28:56.699594] [INFO ] [sig ] [2423/3534] Forecasting PBI... [2025-12-31T20:28:56.699627] [INFO ] [sig ] Generating forecast for: PBI [2025-12-31T20:28:56.699656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-12-31T20:28:56.711326] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBI'. [2025-12-31T20:28:56.711629] [INFO ] [FORECASTER] Starting predict_future for PBI [2025-12-31T20:28:56.712441] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-12-31T20:28:56.712491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:56.712549] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:56.712593] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:56.712653] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:56.769268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:56.770253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:56.770339] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:56.770371] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:56.893238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:56.893399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:56.893438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:56.893486] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:56.896904] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=73.12%) [2025-12-31T20:28:56.897176] [INFO ] [FORECASTER] Completed predict_future for PBI [2025-12-31T20:28:56.897298] [INFO ] [sig ] PBI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:57.035704] [INFO ] [LOCAL ] Saved forecast: PBI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PBI.txt [2025-12-31T20:28:57.035837] [INFO ] [sig ] [2423/3534] Completed PBI in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m [2025-12-31T20:28:57.035875] [INFO ] [sig ] [2424/3534] Forecasting PBYI... [2025-12-31T20:28:57.035904] [INFO ] [sig ] Generating forecast for: PBYI [2025-12-31T20:28:57.035934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'. [2025-12-31T20:28:57.047173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PBYI'. [2025-12-31T20:28:57.047492] [INFO ] [FORECASTER] Starting predict_future for PBYI [2025-12-31T20:28:57.048272] [DEBUG] [LOCAL ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt [2025-12-31T20:28:57.048324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:57.048355] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:57.048380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:57.048436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:57.106770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:57.107764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:57.107855] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:57.107890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:57.233583] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:57.233778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:57.233821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:57.233851] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:57.237417] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=63.72%) [2025-12-31T20:28:57.237725] [INFO ] [FORECASTER] Completed predict_future for PBYI [2025-12-31T20:28:57.237860] [INFO ] [sig ] PBYI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:57.381437] [INFO ] [LOCAL ] Saved forecast: PBYI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PBYI.txt [2025-12-31T20:28:57.381607] [INFO ] [sig ] [2424/3534] Completed PBYI in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.4m [2025-12-31T20:28:57.381650] [INFO ] [sig ] [2425/3534] Forecasting PCB... [2025-12-31T20:28:57.381681] [INFO ] [sig ] Generating forecast for: PCB [2025-12-31T20:28:57.381711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'. [2025-12-31T20:28:57.393253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCB'. [2025-12-31T20:28:57.393587] [INFO ] [FORECASTER] Starting predict_future for PCB [2025-12-31T20:28:57.394398] [DEBUG] [LOCAL ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt [2025-12-31T20:28:57.394451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:57.394484] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:57.394511] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:57.394587] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:57.451872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:57.452594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:57.452676] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:57.452707] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:57.568291] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:57.568452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:57.568491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:57.568519] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:57.571864] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=81.58%) [2025-12-31T20:28:57.572132] [INFO ] [FORECASTER] Completed predict_future for PCB [2025-12-31T20:28:57.572253] [INFO ] [sig ] PCB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:57.711264] [INFO ] [LOCAL ] Saved forecast: PCB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PCB.txt [2025-12-31T20:28:57.711436] [INFO ] [sig ] [2425/3534] Completed PCB in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:28:57.711481] [INFO ] [sig ] [2426/3534] Forecasting PCF... [2025-12-31T20:28:57.711512] [INFO ] [sig ] Generating forecast for: PCF [2025-12-31T20:28:57.711553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-12-31T20:28:57.722976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCF'. [2025-12-31T20:28:57.723262] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-12-31T20:28:57.724041] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-12-31T20:28:57.724092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:57.724123] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:57.724148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:57.724205] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:57.782188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:57.782864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:57.782943] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:57.782976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:57.901593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:57.901753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:57.901792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:57.901854] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:57.905242] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=83.76%) [2025-12-31T20:28:57.905513] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-12-31T20:28:57.905654] [INFO ] [sig ] PCF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:58.050358] [INFO ] [LOCAL ] Saved forecast: PCF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PCF.txt [2025-12-31T20:28:58.050514] [INFO ] [sig ] [2426/3534] Completed PCF in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:28:58.050555] [INFO ] [sig ] [2427/3534] Forecasting PCG... [2025-12-31T20:28:58.050606] [INFO ] [sig ] Generating forecast for: PCG [2025-12-31T20:28:58.050638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'. [2025-12-31T20:28:58.064692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCG'. [2025-12-31T20:28:58.065033] [INFO ] [FORECASTER] Starting predict_future for PCG [2025-12-31T20:28:58.065837] [DEBUG] [LOCAL ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt [2025-12-31T20:28:58.065896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:58.065940] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:58.065976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:58.066068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:58.125873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:58.126720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:58.126803] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:58.126839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:58.257041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:58.257196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:58.257236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:58.257264] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:58.261230] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=42.68%) [2025-12-31T20:28:58.261514] [INFO ] [FORECASTER] Completed predict_future for PCG [2025-12-31T20:28:58.261664] [INFO ] [sig ] PCG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:28:58.403726] [INFO ] [LOCAL ] Saved forecast: PCG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PCG.txt [2025-12-31T20:28:58.403861] [INFO ] [sig ] [2427/3534] Completed PCG in 0.4s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:28:58.403900] [INFO ] [sig ] [2428/3534] Forecasting PCH... [2025-12-31T20:28:58.403930] [INFO ] [sig ] Generating forecast for: PCH [2025-12-31T20:28:58.403960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'. [2025-12-31T20:28:58.415230] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCH'. [2025-12-31T20:28:58.415544] [INFO ] [FORECASTER] Starting predict_future for PCH [2025-12-31T20:28:58.416455] [DEBUG] [LOCAL ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt [2025-12-31T20:28:58.416510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:58.416543] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:58.416570] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:58.416651] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:58.476673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:58.477369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:58.477467] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:58.477513] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:58.598772] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:58.598948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:58.598997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:58.599029] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:58.602511] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-12-31T20:28:58.602807] [INFO ] [FORECASTER] Completed predict_future for PCH [2025-12-31T20:28:58.602936] [INFO ] [sig ] PCH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:58.748633] [INFO ] [LOCAL ] Saved forecast: PCH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PCH.txt [2025-12-31T20:28:58.748814] [INFO ] [sig ] [2428/3534] Completed PCH in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:28:58.748857] [INFO ] [sig ] [2429/3534] Forecasting PCM... [2025-12-31T20:28:58.748885] [INFO ] [sig ] Generating forecast for: PCM [2025-12-31T20:28:58.748917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-12-31T20:28:58.760033] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCM'. [2025-12-31T20:28:58.760313] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-12-31T20:28:58.761094] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-12-31T20:28:58.761156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:58.761189] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:58.761217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:58.761274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:58.821469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:58.822325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:58.822412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:58.822447] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:58.943846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:58.944027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:58.944069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:58.944100] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:58.947554] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-12-31T20:28:58.947846] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-12-31T20:28:58.947970] [INFO ] [sig ] PCM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:59.091397] [INFO ] [LOCAL ] Saved forecast: PCM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PCM.txt [2025-12-31T20:28:59.091541] [INFO ] [sig ] [2429/3534] Completed PCM in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:28:59.091598] [INFO ] [sig ] [2430/3534] Forecasting PCN... [2025-12-31T20:28:59.091630] [INFO ] [sig ] Generating forecast for: PCN [2025-12-31T20:28:59.091661] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-12-31T20:28:59.103385] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCN'. [2025-12-31T20:28:59.103718] [INFO ] [FORECASTER] Starting predict_future for PCN [2025-12-31T20:28:59.104498] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-12-31T20:28:59.104551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:59.104606] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:59.104636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:59.104696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:59.163244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:59.164036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:59.164119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:59.164153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:59.285837] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:59.285985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:59.286025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:59.286059] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:59.289481] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=83.56%) [2025-12-31T20:28:59.289776] [INFO ] [FORECASTER] Completed predict_future for PCN [2025-12-31T20:28:59.289907] [INFO ] [sig ] PCN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:59.433931] [INFO ] [LOCAL ] Saved forecast: PCN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PCN.txt [2025-12-31T20:28:59.434078] [INFO ] [sig ] [2430/3534] Completed PCN in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:28:59.434118] [INFO ] [sig ] [2431/3534] Forecasting PCQ... [2025-12-31T20:28:59.434148] [INFO ] [sig ] Generating forecast for: PCQ [2025-12-31T20:28:59.434178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-12-31T20:28:59.445246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCQ'. [2025-12-31T20:28:59.445534] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-12-31T20:28:59.446308] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-12-31T20:28:59.446360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:59.446392] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:59.446419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:59.446476] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:59.503635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:59.504422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:59.504502] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:59.504534] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:59.621979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:59.622137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:59.622176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:59.622206] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:59.625635] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=64.46%) [2025-12-31T20:28:59.625910] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-12-31T20:28:59.626036] [INFO ] [sig ] PCQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:28:59.775731] [INFO ] [LOCAL ] Saved forecast: PCQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PCQ.txt [2025-12-31T20:28:59.775888] [INFO ] [sig ] [2431/3534] Completed PCQ in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:28:59.775937] [INFO ] [sig ] [2432/3534] Forecasting PCRX... [2025-12-31T20:28:59.775972] [INFO ] [sig ] Generating forecast for: PCRX [2025-12-31T20:28:59.776011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'. [2025-12-31T20:28:59.787512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCRX'. [2025-12-31T20:28:59.787901] [INFO ] [FORECASTER] Starting predict_future for PCRX [2025-12-31T20:28:59.788716] [DEBUG] [LOCAL ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt [2025-12-31T20:28:59.788768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:28:59.788800] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:28:59.788826] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:28:59.788882] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:28:59.849448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:28:59.850340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:28:59.850425] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:28:59.850459] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:28:59.974505] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:28:59.974686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:28:59.974728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:28:59.974758] [INFO ] [FORECASTER] Training complete [2025-12-31T20:28:59.978218] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: DOWN (p=36.78%) [2025-12-31T20:28:59.978498] [INFO ] [FORECASTER] Completed predict_future for PCRX [2025-12-31T20:28:59.978651] [INFO ] [sig ] PCRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:00.148390] [INFO ] [LOCAL ] Saved forecast: PCRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PCRX.txt [2025-12-31T20:29:00.148552] [INFO ] [sig ] [2432/3534] Completed PCRX in 0.4s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:29:00.148620] [INFO ] [sig ] [2433/3534] Forecasting PCTY... [2025-12-31T20:29:00.148651] [INFO ] [sig ] Generating forecast for: PCTY [2025-12-31T20:29:00.148683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'. [2025-12-31T20:29:00.160448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCTY'. [2025-12-31T20:29:00.160804] [INFO ] [FORECASTER] Starting predict_future for PCTY [2025-12-31T20:29:00.161667] [DEBUG] [LOCAL ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt [2025-12-31T20:29:00.161722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:00.161755] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:00.161785] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:00.161844] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:00.218409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:00.219049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:00.219152] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:00.219186] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:00.335959] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:00.336105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:00.336143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:00.336173] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:00.339512] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=30.38%) [2025-12-31T20:29:00.339809] [INFO ] [FORECASTER] Completed predict_future for PCTY [2025-12-31T20:29:00.339930] [INFO ] [sig ] PCTY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:00.478656] [INFO ] [LOCAL ] Saved forecast: PCTY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PCTY.txt [2025-12-31T20:29:00.478782] [INFO ] [sig ] [2433/3534] Completed PCTY in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:29:00.478822] [INFO ] [sig ] [2434/3534] Forecasting PCVX... [2025-12-31T20:29:00.478854] [INFO ] [sig ] Generating forecast for: PCVX [2025-12-31T20:29:00.478884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'. [2025-12-31T20:29:00.490201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCVX'. [2025-12-31T20:29:00.490487] [INFO ] [FORECASTER] Starting predict_future for PCVX [2025-12-31T20:29:00.491262] [DEBUG] [LOCAL ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt [2025-12-31T20:29:00.491315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:00.491346] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:00.491373] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:00.491430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:00.548394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:00.549092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:00.549173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:00.549206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:00.673262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:00.673412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:00.673451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:00.673479] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:00.676836] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=76.23%) [2025-12-31T20:29:00.677147] [INFO ] [FORECASTER] Completed predict_future for PCVX [2025-12-31T20:29:00.677268] [INFO ] [sig ] PCVX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:00.817114] [INFO ] [LOCAL ] Saved forecast: PCVX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PCVX.txt [2025-12-31T20:29:00.817261] [INFO ] [sig ] [2434/3534] Completed PCVX in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:29:00.817301] [INFO ] [sig ] [2435/3534] Forecasting PCYO... [2025-12-31T20:29:00.817332] [INFO ] [sig ] Generating forecast for: PCYO [2025-12-31T20:29:00.817362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'. [2025-12-31T20:29:00.829133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PCYO'. [2025-12-31T20:29:00.829438] [INFO ] [FORECASTER] Starting predict_future for PCYO [2025-12-31T20:29:00.830241] [DEBUG] [LOCAL ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt [2025-12-31T20:29:00.830295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:00.830327] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:00.830354] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:00.830410] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:00.886560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:00.887209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:00.887292] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:00.887324] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:01.008622] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:01.008777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:01.008817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:01.008846] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:01.012204] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=8.91%) [2025-12-31T20:29:01.012470] [INFO ] [FORECASTER] Completed predict_future for PCYO [2025-12-31T20:29:01.012610] [INFO ] [sig ] PCYO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:01.153160] [INFO ] [LOCAL ] Saved forecast: PCYO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PCYO.txt [2025-12-31T20:29:01.153318] [INFO ] [sig ] [2435/3534] Completed PCYO in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:29:01.153357] [INFO ] [sig ] [2436/3534] Forecasting PD... [2025-12-31T20:29:01.153387] [INFO ] [sig ] Generating forecast for: PD [2025-12-31T20:29:01.153419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-12-31T20:29:01.165074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PD'. [2025-12-31T20:29:01.165448] [INFO ] [FORECASTER] Starting predict_future for PD [2025-12-31T20:29:01.166278] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-12-31T20:29:01.166332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:01.166367] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:01.166395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:01.166454] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:01.223304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:01.224181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:01.224266] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:01.224297] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:01.351470] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:01.351649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:01.351710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:01.351765] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:01.355316] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=97.76%) [2025-12-31T20:29:01.355618] [INFO ] [FORECASTER] Completed predict_future for PD [2025-12-31T20:29:01.355750] [INFO ] [sig ] PD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:01.505364] [INFO ] [LOCAL ] Saved forecast: PD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PD.txt [2025-12-31T20:29:01.505560] [INFO ] [sig ] [2436/3534] Completed PD in 0.4s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:29:01.505626] [INFO ] [sig ] [2437/3534] Forecasting PDBC... [2025-12-31T20:29:01.505659] [INFO ] [sig ] Generating forecast for: PDBC [2025-12-31T20:29:01.505692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'. [2025-12-31T20:29:01.518332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDBC'. [2025-12-31T20:29:01.518684] [INFO ] [FORECASTER] Starting predict_future for PDBC [2025-12-31T20:29:01.519505] [DEBUG] [LOCAL ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt [2025-12-31T20:29:01.519559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:01.519613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:01.519641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:01.519700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:01.576954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:01.577664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:01.577746] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:01.577780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:01.696101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:01.696259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:01.696299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:01.696329] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:01.699863] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=54.48%) [2025-12-31T20:29:01.700174] [INFO ] [FORECASTER] Completed predict_future for PDBC [2025-12-31T20:29:01.700300] [INFO ] [sig ] PDBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:01.844798] [INFO ] [LOCAL ] Saved forecast: PDBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDBC.txt [2025-12-31T20:29:01.844966] [INFO ] [sig ] [2437/3534] Completed PDBC in 0.3s | 2.91 sym/s | Total: 13.9m | ETA: 6.3m [2025-12-31T20:29:01.845008] [INFO ] [sig ] [2438/3534] Forecasting PDD... [2025-12-31T20:29:01.845039] [INFO ] [sig ] Generating forecast for: PDD [2025-12-31T20:29:01.845071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'. [2025-12-31T20:29:01.857617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDD'. [2025-12-31T20:29:01.857915] [INFO ] [FORECASTER] Starting predict_future for PDD [2025-12-31T20:29:01.858705] [DEBUG] [LOCAL ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt [2025-12-31T20:29:01.858757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:01.858789] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:01.858816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:01.858872] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:01.916462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:01.917132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:01.917211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:01.917244] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:02.040317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:02.040477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:02.040516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:02.040546] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:02.044032] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=97.74%) [2025-12-31T20:29:02.044324] [INFO ] [FORECASTER] Completed predict_future for PDD [2025-12-31T20:29:02.044451] [INFO ] [sig ] PDD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:02.183083] [INFO ] [LOCAL ] Saved forecast: PDD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDD.txt [2025-12-31T20:29:02.183228] [INFO ] [sig ] [2438/3534] Completed PDD in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m [2025-12-31T20:29:02.183268] [INFO ] [sig ] [2439/3534] Forecasting PDEX... [2025-12-31T20:29:02.183298] [INFO ] [sig ] Generating forecast for: PDEX [2025-12-31T20:29:02.183328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'. [2025-12-31T20:29:02.194015] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDEX'. [2025-12-31T20:29:02.194266] [INFO ] [FORECASTER] Starting predict_future for PDEX [2025-12-31T20:29:02.195038] [DEBUG] [LOCAL ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt [2025-12-31T20:29:02.195091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:02.195123] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:02.195149] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:02.195206] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:02.250972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:02.251549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:02.251644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:02.251677] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:02.370039] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:02.370148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:02.370185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:02.370213] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:02.373355] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=94.13%) [2025-12-31T20:29:02.373633] [INFO ] [FORECASTER] Completed predict_future for PDEX [2025-12-31T20:29:02.373750] [INFO ] [sig ] PDEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:02.511384] [INFO ] [LOCAL ] Saved forecast: PDEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDEX.txt [2025-12-31T20:29:02.511516] [INFO ] [sig ] [2439/3534] Completed PDEX in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m [2025-12-31T20:29:02.511554] [INFO ] [sig ] [2440/3534] Forecasting PDFS... [2025-12-31T20:29:02.511607] [INFO ] [sig ] Generating forecast for: PDFS [2025-12-31T20:29:02.511639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'. [2025-12-31T20:29:02.523060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDFS'. [2025-12-31T20:29:02.523317] [INFO ] [FORECASTER] Starting predict_future for PDFS [2025-12-31T20:29:02.524098] [DEBUG] [LOCAL ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt [2025-12-31T20:29:02.524149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:02.524215] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:02.524245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:02.524302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:02.580764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:02.581396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:02.581474] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:02.581506] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:02.700854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:02.701005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:02.701043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:02.701072] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:02.704472] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=52.72%) [2025-12-31T20:29:02.704760] [INFO ] [FORECASTER] Completed predict_future for PDFS [2025-12-31T20:29:02.704884] [INFO ] [sig ] PDFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:02.843292] [INFO ] [LOCAL ] Saved forecast: PDFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDFS.txt [2025-12-31T20:29:02.843400] [INFO ] [sig ] [2440/3534] Completed PDFS in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m [2025-12-31T20:29:02.843438] [INFO ] [sig ] [2441/3534] Forecasting PDI... [2025-12-31T20:29:02.843468] [INFO ] [sig ] Generating forecast for: PDI [2025-12-31T20:29:02.843498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-12-31T20:29:02.858126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDI'. [2025-12-31T20:29:02.858779] [INFO ] [FORECASTER] Starting predict_future for PDI [2025-12-31T20:29:02.859844] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-12-31T20:29:02.859900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:02.859934] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:02.859961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:02.860021] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:02.919962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:02.921274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:02.921387] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:02.921421] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:03.043403] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:03.043639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:03.043697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:03.043738] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:03.047553] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=10.73%) [2025-12-31T20:29:03.047878] [INFO ] [FORECASTER] Completed predict_future for PDI [2025-12-31T20:29:03.048024] [INFO ] [sig ] PDI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:03.189683] [INFO ] [LOCAL ] Saved forecast: PDI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PDI.txt [2025-12-31T20:29:03.189871] [INFO ] [sig ] [2441/3534] Completed PDI in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.3m [2025-12-31T20:29:03.189914] [INFO ] [sig ] [2442/3534] Forecasting PDLB... [2025-12-31T20:29:03.189945] [INFO ] [sig ] Generating forecast for: PDLB [2025-12-31T20:29:03.189976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'. [2025-12-31T20:29:03.202502] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDLB'. [2025-12-31T20:29:03.202868] [INFO ] [FORECASTER] Starting predict_future for PDLB [2025-12-31T20:29:03.203747] [DEBUG] [LOCAL ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt [2025-12-31T20:29:03.203802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:03.203836] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:03.203862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:03.203921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:03.262529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:03.263189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:03.263270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:03.263303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:03.382082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:03.382228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:03.382268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:03.382295] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:03.385649] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=7.01%) [2025-12-31T20:29:03.385917] [INFO ] [FORECASTER] Completed predict_future for PDLB [2025-12-31T20:29:03.386040] [INFO ] [sig ] PDLB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:03.523948] [INFO ] [LOCAL ] Saved forecast: PDLB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PDLB.txt [2025-12-31T20:29:03.524060] [INFO ] [sig ] [2442/3534] Completed PDLB in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:03.524097] [INFO ] [sig ] [2443/3534] Forecasting PDM... [2025-12-31T20:29:03.524127] [INFO ] [sig ] Generating forecast for: PDM [2025-12-31T20:29:03.524158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-12-31T20:29:03.535451] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDM'. [2025-12-31T20:29:03.535796] [INFO ] [FORECASTER] Starting predict_future for PDM [2025-12-31T20:29:03.536647] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-12-31T20:29:03.536701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:03.536733] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:03.536761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:03.536818] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:03.598157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:03.598866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:03.598954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:03.598988] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:03.716912] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:03.717030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:03.717066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:03.717121] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:03.721372] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=94.98%) [2025-12-31T20:29:03.721694] [INFO ] [FORECASTER] Completed predict_future for PDM [2025-12-31T20:29:03.721822] [INFO ] [sig ] PDM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:03.859511] [INFO ] [LOCAL ] Saved forecast: PDM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDM.txt [2025-12-31T20:29:03.859661] [INFO ] [sig ] [2443/3534] Completed PDM in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:03.859705] [INFO ] [sig ] [2444/3534] Forecasting PDO... [2025-12-31T20:29:03.859743] [INFO ] [sig ] Generating forecast for: PDO [2025-12-31T20:29:03.859788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-12-31T20:29:03.872010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDO'. [2025-12-31T20:29:03.872299] [INFO ] [FORECASTER] Starting predict_future for PDO [2025-12-31T20:29:03.873163] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-12-31T20:29:03.873217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:03.873251] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:03.873279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:03.873338] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:03.929397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:03.930025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:03.930107] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:03.930138] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:04.044642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:04.044799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:04.044839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:04.044868] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:04.048386] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=59.97%) [2025-12-31T20:29:04.048693] [INFO ] [FORECASTER] Completed predict_future for PDO [2025-12-31T20:29:04.048825] [INFO ] [sig ] PDO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:04.186713] [INFO ] [LOCAL ] Saved forecast: PDO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDO.txt [2025-12-31T20:29:04.186825] [INFO ] [sig ] [2444/3534] Completed PDO in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:04.186863] [INFO ] [sig ] [2445/3534] Forecasting PDP... [2025-12-31T20:29:04.186892] [INFO ] [sig ] Generating forecast for: PDP [2025-12-31T20:29:04.186922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'. [2025-12-31T20:29:04.198363] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDP'. [2025-12-31T20:29:04.198667] [INFO ] [FORECASTER] Starting predict_future for PDP [2025-12-31T20:29:04.199498] [DEBUG] [LOCAL ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt [2025-12-31T20:29:04.199552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:04.199609] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:04.199641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:04.199701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:04.256605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:04.257205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:04.257281] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:04.257313] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:04.368331] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:04.368477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:04.368517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:04.368546] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:04.372027] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=78.08%) [2025-12-31T20:29:04.372308] [INFO ] [FORECASTER] Completed predict_future for PDP [2025-12-31T20:29:04.372434] [INFO ] [sig ] PDP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:04.511245] [INFO ] [LOCAL ] Saved forecast: PDP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDP.txt [2025-12-31T20:29:04.511361] [INFO ] [sig ] [2445/3534] Completed PDP in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:04.511399] [INFO ] [sig ] [2446/3534] Forecasting PDS... [2025-12-31T20:29:04.511429] [INFO ] [sig ] Generating forecast for: PDS [2025-12-31T20:29:04.511460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-12-31T20:29:04.525352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDS'. [2025-12-31T20:29:04.525913] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-12-31T20:29:04.526891] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-12-31T20:29:04.526947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:04.526983] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:04.527011] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:04.527071] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:04.586147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:04.587269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:04.587371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:04.587406] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:04.709013] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:04.709283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:04.709336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:04.709367] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:04.713412] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=89.32%) [2025-12-31T20:29:04.713761] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-12-31T20:29:04.713903] [INFO ] [sig ] PDS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:04.874545] [INFO ] [LOCAL ] Saved forecast: PDS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDS.txt [2025-12-31T20:29:04.874781] [INFO ] [sig ] [2446/3534] Completed PDS in 0.4s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:04.874829] [INFO ] [sig ] [2447/3534] Forecasting PDX... [2025-12-31T20:29:04.874865] [INFO ] [sig ] Generating forecast for: PDX [2025-12-31T20:29:04.874906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-12-31T20:29:04.888215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDX'. [2025-12-31T20:29:04.888678] [INFO ] [FORECASTER] Starting predict_future for PDX [2025-12-31T20:29:04.889589] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-12-31T20:29:04.889643] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:04.889683] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:04.889710] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:04.889769] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:04.946368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:04.947476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:04.947590] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:04.947627] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:05.069134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:05.069318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:05.069359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:05.069405] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:05.072880] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=77.53%) [2025-12-31T20:29:05.073155] [INFO ] [FORECASTER] Completed predict_future for PDX [2025-12-31T20:29:05.073278] [INFO ] [sig ] PDX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:05.213771] [INFO ] [LOCAL ] Saved forecast: PDX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDX.txt [2025-12-31T20:29:05.213909] [INFO ] [sig ] [2447/3534] Completed PDX in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:05.213952] [INFO ] [sig ] [2448/3534] Forecasting PDYN... [2025-12-31T20:29:05.213983] [INFO ] [sig ] Generating forecast for: PDYN [2025-12-31T20:29:05.214013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'. [2025-12-31T20:29:05.226383] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PDYN'. [2025-12-31T20:29:05.226834] [INFO ] [FORECASTER] Starting predict_future for PDYN [2025-12-31T20:29:05.227710] [DEBUG] [LOCAL ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt [2025-12-31T20:29:05.227767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:05.227801] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:05.227828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:05.227885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:05.285882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:05.286846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:05.286940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:05.286975] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:05.408038] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:05.408210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:05.408253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:05.408283] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:05.411869] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=51.50%) [2025-12-31T20:29:05.412169] [INFO ] [FORECASTER] Completed predict_future for PDYN [2025-12-31T20:29:05.412303] [INFO ] [sig ] PDYN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:05.552138] [INFO ] [LOCAL ] Saved forecast: PDYN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PDYN.txt [2025-12-31T20:29:05.552289] [INFO ] [sig ] [2448/3534] Completed PDYN in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:05.552331] [INFO ] [sig ] [2449/3534] Forecasting PEB... [2025-12-31T20:29:05.552363] [INFO ] [sig ] Generating forecast for: PEB [2025-12-31T20:29:05.552395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-12-31T20:29:05.564851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEB'. [2025-12-31T20:29:05.565294] [INFO ] [FORECASTER] Starting predict_future for PEB [2025-12-31T20:29:05.566177] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-12-31T20:29:05.566234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:05.566265] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:05.566291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:05.566349] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:05.624538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:05.625494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:05.625600] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:05.625638] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:05.747040] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:05.747202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:05.747243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:05.747272] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:05.750767] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=42.62%) [2025-12-31T20:29:05.751049] [INFO ] [FORECASTER] Completed predict_future for PEB [2025-12-31T20:29:05.751175] [INFO ] [sig ] PEB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:05.890208] [INFO ] [LOCAL ] Saved forecast: PEB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PEB.txt [2025-12-31T20:29:05.890348] [INFO ] [sig ] [2449/3534] Completed PEB in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:05.890387] [INFO ] [sig ] [2450/3534] Forecasting PEBK... [2025-12-31T20:29:05.890416] [INFO ] [sig ] Generating forecast for: PEBK [2025-12-31T20:29:05.890446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'. [2025-12-31T20:29:05.901340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBK'. [2025-12-31T20:29:05.901737] [INFO ] [FORECASTER] Starting predict_future for PEBK [2025-12-31T20:29:05.902599] [DEBUG] [LOCAL ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt [2025-12-31T20:29:05.902654] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:05.902689] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:05.902717] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:05.902776] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:05.959746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:05.960492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:05.960624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:05.960661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:06.060500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:06.060683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:06.060728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:06.060757] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:06.064163] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=50.58%) [2025-12-31T20:29:06.064451] [INFO ] [FORECASTER] Completed predict_future for PEBK [2025-12-31T20:29:06.064601] [INFO ] [sig ] PEBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:06.205097] [INFO ] [LOCAL ] Saved forecast: PEBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PEBK.txt [2025-12-31T20:29:06.205239] [INFO ] [sig ] [2450/3534] Completed PEBK in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:06.205280] [INFO ] [sig ] [2451/3534] Forecasting PEBO... [2025-12-31T20:29:06.205310] [INFO ] [sig ] Generating forecast for: PEBO [2025-12-31T20:29:06.205341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'. [2025-12-31T20:29:06.217395] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEBO'. [2025-12-31T20:29:06.217732] [INFO ] [FORECASTER] Starting predict_future for PEBO [2025-12-31T20:29:06.218504] [DEBUG] [LOCAL ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt [2025-12-31T20:29:06.218556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:06.218607] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:06.218635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:06.218722] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:06.276669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:06.277556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:06.277666] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:06.277699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:06.399828] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:06.400005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:06.400044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:06.400072] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:06.403483] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=61.35%) [2025-12-31T20:29:06.403811] [INFO ] [FORECASTER] Completed predict_future for PEBO [2025-12-31T20:29:06.403946] [INFO ] [sig ] PEBO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:06.544410] [INFO ] [LOCAL ] Saved forecast: PEBO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PEBO.txt [2025-12-31T20:29:06.544561] [INFO ] [sig ] [2451/3534] Completed PEBO in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:06.544620] [INFO ] [sig ] [2452/3534] Forecasting PECO... [2025-12-31T20:29:06.544652] [INFO ] [sig ] Generating forecast for: PECO [2025-12-31T20:29:06.544683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'. [2025-12-31T20:29:06.556961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PECO'. [2025-12-31T20:29:06.557350] [INFO ] [FORECASTER] Starting predict_future for PECO [2025-12-31T20:29:06.558202] [DEBUG] [LOCAL ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt [2025-12-31T20:29:06.558256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:06.558289] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:06.558316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:06.558374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:06.616720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:06.617680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:06.617765] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:06.617802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:06.739088] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:06.739265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:06.739308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:06.739338] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:06.742829] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=59.86%) [2025-12-31T20:29:06.743118] [INFO ] [FORECASTER] Completed predict_future for PECO [2025-12-31T20:29:06.743245] [INFO ] [sig ] PECO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:06.883843] [INFO ] [LOCAL ] Saved forecast: PECO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PECO.txt [2025-12-31T20:29:06.884000] [INFO ] [sig ] [2452/3534] Completed PECO in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:06.884042] [INFO ] [sig ] [2453/3534] Forecasting PEG... [2025-12-31T20:29:06.884072] [INFO ] [sig ] Generating forecast for: PEG [2025-12-31T20:29:06.884102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'. [2025-12-31T20:29:06.896532] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEG'. [2025-12-31T20:29:06.896906] [INFO ] [FORECASTER] Starting predict_future for PEG [2025-12-31T20:29:06.897738] [DEBUG] [LOCAL ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt [2025-12-31T20:29:06.897804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:06.897840] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:06.897868] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:06.897926] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:06.956608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:06.957492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:06.957598] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:06.957635] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:07.080916] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:07.081078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:07.081128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:07.081166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:07.084570] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-12-31T20:29:07.084872] [INFO ] [FORECASTER] Completed predict_future for PEG [2025-12-31T20:29:07.084997] [INFO ] [sig ] PEG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:07.230596] [INFO ] [LOCAL ] Saved forecast: PEG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PEG.txt [2025-12-31T20:29:07.230806] [INFO ] [sig ] [2453/3534] Completed PEG in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:07.230863] [INFO ] [sig ] [2454/3534] Forecasting PEGA... [2025-12-31T20:29:07.230908] [INFO ] [sig ] Generating forecast for: PEGA [2025-12-31T20:29:07.230952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'. [2025-12-31T20:29:07.246905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEGA'. [2025-12-31T20:29:07.247347] [INFO ] [FORECASTER] Starting predict_future for PEGA [2025-12-31T20:29:07.248615] [DEBUG] [LOCAL ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt [2025-12-31T20:29:07.248685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:07.248740] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:07.248790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:07.248887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:07.319345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:07.320242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:07.320327] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:07.320361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:07.442827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:07.442984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:07.443024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:07.443053] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:07.446396] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-12-31T20:29:07.446690] [INFO ] [FORECASTER] Completed predict_future for PEGA [2025-12-31T20:29:07.446813] [INFO ] [sig ] PEGA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:07.586261] [INFO ] [LOCAL ] Saved forecast: PEGA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PEGA.txt [2025-12-31T20:29:07.586413] [INFO ] [sig ] [2454/3534] Completed PEGA in 0.4s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:07.586453] [INFO ] [sig ] [2455/3534] Forecasting PEN... [2025-12-31T20:29:07.586484] [INFO ] [sig ] Generating forecast for: PEN [2025-12-31T20:29:07.586515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-12-31T20:29:07.597914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEN'. [2025-12-31T20:29:07.598232] [INFO ] [FORECASTER] Starting predict_future for PEN [2025-12-31T20:29:07.599016] [DEBUG] [LOCAL ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt [2025-12-31T20:29:07.599068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:07.599099] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:07.599127] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:07.599184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:07.657324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:07.658174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:07.658259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:07.658293] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:07.776750] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:07.776913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:07.776954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:07.776983] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:07.780395] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=6.61%) [2025-12-31T20:29:07.780696] [INFO ] [FORECASTER] Completed predict_future for PEN [2025-12-31T20:29:07.780823] [INFO ] [sig ] PEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:07.925988] [INFO ] [LOCAL ] Saved forecast: PEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PEN.txt [2025-12-31T20:29:07.926127] [INFO ] [sig ] [2455/3534] Completed PEN in 0.3s | 2.91 sym/s | Total: 14.0m | ETA: 6.2m [2025-12-31T20:29:07.926166] [INFO ] [sig ] [2456/3534] Forecasting PENN... [2025-12-31T20:29:07.926198] [INFO ] [sig ] Generating forecast for: PENN [2025-12-31T20:29:07.926229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'. [2025-12-31T20:29:07.938029] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PENN'. [2025-12-31T20:29:07.938331] [INFO ] [FORECASTER] Starting predict_future for PENN [2025-12-31T20:29:07.939103] [DEBUG] [LOCAL ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt [2025-12-31T20:29:07.939155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:07.939188] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:07.939216] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:07.939299] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:07.997724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:07.998478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:07.998561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:07.998614] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:08.116350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:08.116505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:08.116545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:08.116598] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:08.119967] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=3.25%) [2025-12-31T20:29:08.120260] [INFO ] [FORECASTER] Completed predict_future for PENN [2025-12-31T20:29:08.120392] [INFO ] [sig ] PENN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:08.260735] [INFO ] [LOCAL ] Saved forecast: PENN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PENN.txt [2025-12-31T20:29:08.260871] [INFO ] [sig ] [2456/3534] Completed PENN in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m [2025-12-31T20:29:08.260911] [INFO ] [sig ] [2457/3534] Forecasting PEO... [2025-12-31T20:29:08.260941] [INFO ] [sig ] Generating forecast for: PEO [2025-12-31T20:29:08.260971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-12-31T20:29:08.273727] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEO'. [2025-12-31T20:29:08.274023] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-12-31T20:29:08.274816] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-12-31T20:29:08.274868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:08.274923] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:08.274952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:08.275009] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:08.333499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:08.334453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:08.334542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:08.334594] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:08.452718] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:08.452857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:08.452896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:08.452924] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:08.456195] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=62.99%) [2025-12-31T20:29:08.456470] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-12-31T20:29:08.456610] [INFO ] [sig ] PEO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:08.594588] [INFO ] [LOCAL ] Saved forecast: PEO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PEO.txt [2025-12-31T20:29:08.594729] [INFO ] [sig ] [2457/3534] Completed PEO in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m [2025-12-31T20:29:08.594770] [INFO ] [sig ] [2458/3534] Forecasting PEP... [2025-12-31T20:29:08.594800] [INFO ] [sig ] Generating forecast for: PEP [2025-12-31T20:29:08.594831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'. [2025-12-31T20:29:08.606612] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEP'. [2025-12-31T20:29:08.606866] [INFO ] [FORECASTER] Starting predict_future for PEP [2025-12-31T20:29:08.607645] [DEBUG] [LOCAL ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt [2025-12-31T20:29:08.607697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:08.607728] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:08.607755] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:08.607811] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:08.663678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:08.664259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:08.664337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:08.664369] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:08.780930] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:08.781092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:08.781137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:08.781166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:08.784591] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: UP (p=54.62%) [2025-12-31T20:29:08.784910] [INFO ] [FORECASTER] Completed predict_future for PEP [2025-12-31T20:29:08.785045] [INFO ] [sig ] PEP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:08.923241] [INFO ] [LOCAL ] Saved forecast: PEP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PEP.txt [2025-12-31T20:29:08.923376] [INFO ] [sig ] [2458/3534] Completed PEP in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m [2025-12-31T20:29:08.923416] [INFO ] [sig ] [2459/3534] Forecasting PEPG... [2025-12-31T20:29:08.923446] [INFO ] [sig ] Generating forecast for: PEPG [2025-12-31T20:29:08.923476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'. [2025-12-31T20:29:08.935046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEPG'. [2025-12-31T20:29:08.935307] [INFO ] [FORECASTER] Starting predict_future for PEPG [2025-12-31T20:29:08.936064] [DEBUG] [LOCAL ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt [2025-12-31T20:29:08.936121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:08.936153] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:08.936180] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:08.936236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:08.993789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:08.994634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:08.994716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:08.994748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:09.109883] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:09.110039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:09.110080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:09.110110] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:09.113518] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=69.08%) [2025-12-31T20:29:09.113818] [INFO ] [FORECASTER] Completed predict_future for PEPG [2025-12-31T20:29:09.113943] [INFO ] [sig ] PEPG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:09.257240] [INFO ] [LOCAL ] Saved forecast: PEPG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PEPG.txt [2025-12-31T20:29:09.257381] [INFO ] [sig ] [2459/3534] Completed PEPG in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.2m [2025-12-31T20:29:09.257420] [INFO ] [sig ] [2460/3534] Forecasting PERF... [2025-12-31T20:29:09.257451] [INFO ] [sig ] Generating forecast for: PERF [2025-12-31T20:29:09.257482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-12-31T20:29:09.270313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERF'. [2025-12-31T20:29:09.270786] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-12-31T20:29:09.271768] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-12-31T20:29:09.271821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:09.271855] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:09.271882] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:09.271941] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:09.330372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:09.331119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:09.331202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:09.331234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:09.444457] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:09.444622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:09.444679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:09.444736] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:09.448114] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=97.98%) [2025-12-31T20:29:09.448389] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-12-31T20:29:09.448509] [INFO ] [sig ] PERF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:09.591691] [INFO ] [LOCAL ] Saved forecast: PERF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PERF.txt [2025-12-31T20:29:09.591819] [INFO ] [sig ] [2460/3534] Completed PERF in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:09.591858] [INFO ] [sig ] [2461/3534] Forecasting PERI... [2025-12-31T20:29:09.591889] [INFO ] [sig ] Generating forecast for: PERI [2025-12-31T20:29:09.591920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'. [2025-12-31T20:29:09.602947] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PERI'. [2025-12-31T20:29:09.603198] [INFO ] [FORECASTER] Starting predict_future for PERI [2025-12-31T20:29:09.603963] [DEBUG] [LOCAL ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt [2025-12-31T20:29:09.604015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:09.604047] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:09.604074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:09.604131] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:09.662655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:09.663282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:09.663362] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:09.663396] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:09.781208] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:09.781362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:09.781402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:09.781433] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:09.784868] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=19.00%) [2025-12-31T20:29:09.785143] [INFO ] [FORECASTER] Completed predict_future for PERI [2025-12-31T20:29:09.785272] [INFO ] [sig ] PERI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:09.928532] [INFO ] [LOCAL ] Saved forecast: PERI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PERI.txt [2025-12-31T20:29:09.928672] [INFO ] [sig ] [2461/3534] Completed PERI in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:09.928711] [INFO ] [sig ] [2462/3534] Forecasting PESI... [2025-12-31T20:29:09.928741] [INFO ] [sig ] Generating forecast for: PESI [2025-12-31T20:29:09.928772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'. [2025-12-31T20:29:09.940122] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PESI'. [2025-12-31T20:29:09.940390] [INFO ] [FORECASTER] Starting predict_future for PESI [2025-12-31T20:29:09.941159] [DEBUG] [LOCAL ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt [2025-12-31T20:29:09.941215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:09.941246] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:09.941273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:09.941331] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:10.000210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:10.000946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:10.001027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:10.001060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:10.129805] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:10.129953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:10.130002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:10.130041] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:10.133568] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-12-31T20:29:10.133875] [INFO ] [FORECASTER] Completed predict_future for PESI [2025-12-31T20:29:10.134001] [INFO ] [sig ] PESI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:10.272337] [INFO ] [LOCAL ] Saved forecast: PESI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PESI.txt [2025-12-31T20:29:10.272449] [INFO ] [sig ] [2462/3534] Completed PESI in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:10.272487] [INFO ] [sig ] [2463/3534] Forecasting PETS... [2025-12-31T20:29:10.272515] [INFO ] [sig ] Generating forecast for: PETS [2025-12-31T20:29:10.272546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'. [2025-12-31T20:29:10.284663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PETS'. [2025-12-31T20:29:10.284944] [INFO ] [FORECASTER] Starting predict_future for PETS [2025-12-31T20:29:10.285818] [DEBUG] [LOCAL ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt [2025-12-31T20:29:10.285875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:10.285910] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:10.285941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:10.286011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:10.342841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:10.343422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:10.343498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:10.343530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:10.464022] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:10.464133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:10.464168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:10.464197] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:10.467361] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=10.78%) [2025-12-31T20:29:10.467641] [INFO ] [FORECASTER] Completed predict_future for PETS [2025-12-31T20:29:10.467762] [INFO ] [sig ] PETS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:10.605745] [INFO ] [LOCAL ] Saved forecast: PETS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PETS.txt [2025-12-31T20:29:10.605854] [INFO ] [sig ] [2463/3534] Completed PETS in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:10.605892] [INFO ] [sig ] [2464/3534] Forecasting PEY... [2025-12-31T20:29:10.605922] [INFO ] [sig ] Generating forecast for: PEY [2025-12-31T20:29:10.605952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'. [2025-12-31T20:29:10.617331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PEY'. [2025-12-31T20:29:10.617628] [INFO ] [FORECASTER] Starting predict_future for PEY [2025-12-31T20:29:10.618379] [DEBUG] [LOCAL ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt [2025-12-31T20:29:10.618431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:10.618472] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:10.618501] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:10.618558] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:10.678292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:10.678984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:10.679059] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:10.679091] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:10.793925] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:10.794036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:10.794072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:10.794100] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:10.797729] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=2.03%) [2025-12-31T20:29:10.797997] [INFO ] [FORECASTER] Completed predict_future for PEY [2025-12-31T20:29:10.798116] [INFO ] [sig ] PEY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:10.936537] [INFO ] [LOCAL ] Saved forecast: PEY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PEY.txt [2025-12-31T20:29:10.936676] [INFO ] [sig ] [2464/3534] Completed PEY in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:10.936715] [INFO ] [sig ] [2465/3534] Forecasting PFBC... [2025-12-31T20:29:10.936745] [INFO ] [sig ] Generating forecast for: PFBC [2025-12-31T20:29:10.936775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'. [2025-12-31T20:29:10.949038] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFBC'. [2025-12-31T20:29:10.949319] [INFO ] [FORECASTER] Starting predict_future for PFBC [2025-12-31T20:29:10.950164] [DEBUG] [LOCAL ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt [2025-12-31T20:29:10.950218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:10.950251] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:10.950278] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:10.950337] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:11.007718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:11.008368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:11.008446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:11.008478] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:11.120265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:11.120391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:11.120431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:11.120459] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:11.123738] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=53.69%) [2025-12-31T20:29:11.124004] [INFO ] [FORECASTER] Completed predict_future for PFBC [2025-12-31T20:29:11.124124] [INFO ] [sig ] PFBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:11.262393] [INFO ] [LOCAL ] Saved forecast: PFBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PFBC.txt [2025-12-31T20:29:11.262507] [INFO ] [sig ] [2465/3534] Completed PFBC in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:11.262552] [INFO ] [sig ] [2466/3534] Forecasting PFD... [2025-12-31T20:29:11.262598] [INFO ] [sig ] Generating forecast for: PFD [2025-12-31T20:29:11.262631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-12-31T20:29:11.274955] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFD'. [2025-12-31T20:29:11.275301] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-12-31T20:29:11.276111] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-12-31T20:29:11.276167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:11.276201] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:11.276227] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:11.276284] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:11.334923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:11.335712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:11.335795] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:11.335828] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:11.446494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:11.446679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:11.446721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:11.446750] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:11.450234] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=42.55%) [2025-12-31T20:29:11.450514] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-12-31T20:29:11.450661] [INFO ] [sig ] PFD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:11.594856] [INFO ] [LOCAL ] Saved forecast: PFD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PFD.txt [2025-12-31T20:29:11.594996] [INFO ] [sig ] [2466/3534] Completed PFD in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:11.595036] [INFO ] [sig ] [2467/3534] Forecasting PFF... [2025-12-31T20:29:11.595065] [INFO ] [sig ] Generating forecast for: PFF [2025-12-31T20:29:11.595096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'. [2025-12-31T20:29:11.606442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFF'. [2025-12-31T20:29:11.606760] [INFO ] [FORECASTER] Starting predict_future for PFF [2025-12-31T20:29:11.607525] [DEBUG] [LOCAL ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt [2025-12-31T20:29:11.607597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:11.607631] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:11.607658] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:11.607716] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:11.664009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:11.664908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:11.665030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:11.665063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:11.794257] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:11.794446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:11.794505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:11.794547] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:11.799300] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: UP (p=50.75%) [2025-12-31T20:29:11.799670] [INFO ] [FORECASTER] Completed predict_future for PFF [2025-12-31T20:29:11.799813] [INFO ] [sig ] PFF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:11.951522] [INFO ] [LOCAL ] Saved forecast: PFF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PFF.txt [2025-12-31T20:29:11.951700] [INFO ] [sig ] [2467/3534] Completed PFF in 0.4s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:11.951749] [INFO ] [sig ] [2468/3534] Forecasting PFG... [2025-12-31T20:29:11.951780] [INFO ] [sig ] Generating forecast for: PFG [2025-12-31T20:29:11.951812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'. [2025-12-31T20:29:11.962950] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFG'. [2025-12-31T20:29:11.963307] [INFO ] [FORECASTER] Starting predict_future for PFG [2025-12-31T20:29:11.964117] [DEBUG] [LOCAL ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt [2025-12-31T20:29:11.964171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:11.964207] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:11.964237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:11.964295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:12.023330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:12.024196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:12.024282] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:12.024315] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:12.144209] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:12.144366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:12.144407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:12.144437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:12.147866] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=21.46%) [2025-12-31T20:29:12.148148] [INFO ] [FORECASTER] Completed predict_future for PFG [2025-12-31T20:29:12.148274] [INFO ] [sig ] PFG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:12.292303] [INFO ] [LOCAL ] Saved forecast: PFG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PFG.txt [2025-12-31T20:29:12.292446] [INFO ] [sig ] [2468/3534] Completed PFG in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:12.292487] [INFO ] [sig ] [2469/3534] Forecasting PFGC... [2025-12-31T20:29:12.292517] [INFO ] [sig ] Generating forecast for: PFGC [2025-12-31T20:29:12.292547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-12-31T20:29:12.303741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFGC'. [2025-12-31T20:29:12.304032] [INFO ] [FORECASTER] Starting predict_future for PFGC [2025-12-31T20:29:12.304839] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-12-31T20:29:12.304893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:12.304927] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:12.304955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:12.305014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:12.363895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:12.364548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:12.364647] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:12.364681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:12.486323] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:12.486472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:12.486512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:12.486542] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:12.489995] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=65.14%) [2025-12-31T20:29:12.490273] [INFO ] [FORECASTER] Completed predict_future for PFGC [2025-12-31T20:29:12.490419] [INFO ] [sig ] PFGC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:12.635904] [INFO ] [LOCAL ] Saved forecast: PFGC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PFGC.txt [2025-12-31T20:29:12.636047] [INFO ] [sig ] [2469/3534] Completed PFGC in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:12.636087] [INFO ] [sig ] [2470/3534] Forecasting PFH... [2025-12-31T20:29:12.636118] [INFO ] [sig ] Generating forecast for: PFH [2025-12-31T20:29:12.636150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-12-31T20:29:12.647751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFH'. [2025-12-31T20:29:12.648039] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-12-31T20:29:12.648837] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-12-31T20:29:12.648890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:12.648924] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:12.648952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:12.649011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:12.707121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:12.707883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:12.707962] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:12.707995] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:12.828195] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:12.828348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:12.828389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:12.828420] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:12.831911] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=73.50%) [2025-12-31T20:29:12.832190] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-12-31T20:29:12.832313] [INFO ] [sig ] PFH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:12.981037] [INFO ] [LOCAL ] Saved forecast: PFH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PFH.txt [2025-12-31T20:29:12.981235] [INFO ] [sig ] [2470/3534] Completed PFH in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:12.981278] [INFO ] [sig ] [2471/3534] Forecasting PFIS... [2025-12-31T20:29:12.981332] [INFO ] [sig ] Generating forecast for: PFIS [2025-12-31T20:29:12.981382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'. [2025-12-31T20:29:12.994406] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFIS'. [2025-12-31T20:29:12.994824] [INFO ] [FORECASTER] Starting predict_future for PFIS [2025-12-31T20:29:12.995734] [DEBUG] [LOCAL ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt [2025-12-31T20:29:12.995787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:12.995821] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:12.995850] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:12.995909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:13.056567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:13.057490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:13.057596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:13.057634] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:13.172477] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:13.172661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:13.172704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:13.172753] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:13.176237] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-12-31T20:29:13.176514] [INFO ] [FORECASTER] Completed predict_future for PFIS [2025-12-31T20:29:13.176660] [INFO ] [sig ] PFIS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:13.316593] [INFO ] [LOCAL ] Saved forecast: PFIS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PFIS.txt [2025-12-31T20:29:13.316741] [INFO ] [sig ] [2471/3534] Completed PFIS in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:13.316789] [INFO ] [sig ] [2472/3534] Forecasting PFL... [2025-12-31T20:29:13.316827] [INFO ] [sig ] Generating forecast for: PFL [2025-12-31T20:29:13.316869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-12-31T20:29:13.328892] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFL'. [2025-12-31T20:29:13.329190] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-12-31T20:29:13.330019] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-12-31T20:29:13.330070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:13.330110] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:13.330139] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:13.330207] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:13.387854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:13.388511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:13.388608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:13.388645] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:13.504707] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:13.504863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:13.504902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:13.504930] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:13.508225] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=58.09%) [2025-12-31T20:29:13.508494] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-12-31T20:29:13.508638] [INFO ] [sig ] PFL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:13.650195] [INFO ] [LOCAL ] Saved forecast: PFL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PFL.txt [2025-12-31T20:29:13.650356] [INFO ] [sig ] [2472/3534] Completed PFL in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:13.650397] [INFO ] [sig ] [2473/3534] Forecasting PFM... [2025-12-31T20:29:13.650430] [INFO ] [sig ] Generating forecast for: PFM [2025-12-31T20:29:13.650462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'. [2025-12-31T20:29:13.662368] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFM'. [2025-12-31T20:29:13.662669] [INFO ] [FORECASTER] Starting predict_future for PFM [2025-12-31T20:29:13.663437] [DEBUG] [LOCAL ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt [2025-12-31T20:29:13.663490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:13.663525] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:13.663553] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:13.663637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:13.722752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:13.723565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:13.723665] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:13.723719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:13.844490] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:13.844662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:13.844702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:13.844732] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:13.848050] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=61.86%) [2025-12-31T20:29:13.848350] [INFO ] [FORECASTER] Completed predict_future for PFM [2025-12-31T20:29:13.848478] [INFO ] [sig ] PFM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:13.987080] [INFO ] [LOCAL ] Saved forecast: PFM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PFM.txt [2025-12-31T20:29:13.987235] [INFO ] [sig ] [2473/3534] Completed PFM in 0.3s | 2.91 sym/s | Total: 14.1m | ETA: 6.1m [2025-12-31T20:29:13.987275] [INFO ] [sig ] [2474/3534] Forecasting PFN... [2025-12-31T20:29:13.987304] [INFO ] [sig ] Generating forecast for: PFN [2025-12-31T20:29:13.987337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-12-31T20:29:13.999190] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFN'. [2025-12-31T20:29:13.999728] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-12-31T20:29:14.000556] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-12-31T20:29:14.000630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:14.000689] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:14.000719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:14.000781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:14.059466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:14.060333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:14.060418] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:14.060452] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:14.180170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:14.180332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:14.180373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:14.180403] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:14.183853] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: DOWN (p=12.52%) [2025-12-31T20:29:14.184155] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-12-31T20:29:14.184336] [INFO ] [sig ] PFN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:14.329055] [INFO ] [LOCAL ] Saved forecast: PFN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PFN.txt [2025-12-31T20:29:14.329198] [INFO ] [sig ] [2474/3534] Completed PFN in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m [2025-12-31T20:29:14.329240] [INFO ] [sig ] [2475/3534] Forecasting PFO... [2025-12-31T20:29:14.329293] [INFO ] [sig ] Generating forecast for: PFO [2025-12-31T20:29:14.329326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-12-31T20:29:14.341263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFO'. [2025-12-31T20:29:14.341599] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-12-31T20:29:14.342488] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-12-31T20:29:14.342541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:14.342594] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:14.342637] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:14.342697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:14.400516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:14.401278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:14.401361] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:14.401395] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:14.515171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:14.515341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:14.515385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:14.515414] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:14.519013] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=8.34%) [2025-12-31T20:29:14.519334] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-12-31T20:29:14.519466] [INFO ] [sig ] PFO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:14.659852] [INFO ] [LOCAL ] Saved forecast: PFO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PFO.txt [2025-12-31T20:29:14.659999] [INFO ] [sig ] [2475/3534] Completed PFO in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m [2025-12-31T20:29:14.660039] [INFO ] [sig ] [2476/3534] Forecasting PFS... [2025-12-31T20:29:14.660070] [INFO ] [sig ] Generating forecast for: PFS [2025-12-31T20:29:14.660104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-12-31T20:29:14.672400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFS'. [2025-12-31T20:29:14.672730] [INFO ] [FORECASTER] Starting predict_future for PFS [2025-12-31T20:29:14.673514] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-12-31T20:29:14.673569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:14.673624] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:14.673653] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:14.673712] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:14.732436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:14.733226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:14.733309] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:14.733343] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:14.852802] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:14.852960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:14.852999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:14.853028] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:14.856498] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=19.27%) [2025-12-31T20:29:14.856859] [INFO ] [FORECASTER] Completed predict_future for PFS [2025-12-31T20:29:14.856994] [INFO ] [sig ] PFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:15.002082] [INFO ] [LOCAL ] Saved forecast: PFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PFS.txt [2025-12-31T20:29:15.002245] [INFO ] [sig ] [2476/3534] Completed PFS in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.1m [2025-12-31T20:29:15.002285] [INFO ] [sig ] [2477/3534] Forecasting PFSI... [2025-12-31T20:29:15.002316] [INFO ] [sig ] Generating forecast for: PFSI [2025-12-31T20:29:15.002347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-12-31T20:29:15.015194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PFSI'. [2025-12-31T20:29:15.015565] [INFO ] [FORECASTER] Starting predict_future for PFSI [2025-12-31T20:29:15.016425] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-12-31T20:29:15.016480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:15.016514] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:15.016542] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:15.016624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:15.073561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:15.074458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:15.074542] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:15.074592] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:15.190922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:15.191082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:15.191121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:15.191180] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:15.194590] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=50.33%) [2025-12-31T20:29:15.194870] [INFO ] [FORECASTER] Completed predict_future for PFSI [2025-12-31T20:29:15.194994] [INFO ] [sig ] PFSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:15.333919] [INFO ] [LOCAL ] Saved forecast: PFSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PFSI.txt [2025-12-31T20:29:15.334082] [INFO ] [sig ] [2477/3534] Completed PFSI in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:15.334122] [INFO ] [sig ] [2478/3534] Forecasting PGC... [2025-12-31T20:29:15.334152] [INFO ] [sig ] Generating forecast for: PGC [2025-12-31T20:29:15.334185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'. [2025-12-31T20:29:15.345413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGC'. [2025-12-31T20:29:15.345779] [INFO ] [FORECASTER] Starting predict_future for PGC [2025-12-31T20:29:15.346623] [DEBUG] [LOCAL ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt [2025-12-31T20:29:15.346678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:15.346711] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:15.346738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:15.346797] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:15.404163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:15.405068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:15.405152] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:15.405185] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:15.527981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:15.528143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:15.528185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:15.528216] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:15.531630] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=30.82%) [2025-12-31T20:29:15.531908] [INFO ] [FORECASTER] Completed predict_future for PGC [2025-12-31T20:29:15.532032] [INFO ] [sig ] PGC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:15.672042] [INFO ] [LOCAL ] Saved forecast: PGC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PGC.txt [2025-12-31T20:29:15.672202] [INFO ] [sig ] [2478/3534] Completed PGC in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:15.672243] [INFO ] [sig ] [2479/3534] Forecasting PGEN... [2025-12-31T20:29:15.672276] [INFO ] [sig ] Generating forecast for: PGEN [2025-12-31T20:29:15.672315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'. [2025-12-31T20:29:15.683448] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGEN'. [2025-12-31T20:29:15.683789] [INFO ] [FORECASTER] Starting predict_future for PGEN [2025-12-31T20:29:15.684540] [DEBUG] [LOCAL ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt [2025-12-31T20:29:15.684610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:15.684643] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:15.684669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:15.684726] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:15.741973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:15.742849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:15.742932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:15.742965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:15.862028] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:15.862182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:15.862221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:15.862251] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:15.865594] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=57.80%) [2025-12-31T20:29:15.865866] [INFO ] [FORECASTER] Completed predict_future for PGEN [2025-12-31T20:29:15.865991] [INFO ] [sig ] PGEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:16.005873] [INFO ] [LOCAL ] Saved forecast: PGEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PGEN.txt [2025-12-31T20:29:16.006032] [INFO ] [sig ] [2479/3534] Completed PGEN in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:16.006073] [INFO ] [sig ] [2480/3534] Forecasting PGJ... [2025-12-31T20:29:16.006103] [INFO ] [sig ] Generating forecast for: PGJ [2025-12-31T20:29:16.006135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'. [2025-12-31T20:29:16.017523] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGJ'. [2025-12-31T20:29:16.017872] [INFO ] [FORECASTER] Starting predict_future for PGJ [2025-12-31T20:29:16.018674] [DEBUG] [LOCAL ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt [2025-12-31T20:29:16.018728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:16.018761] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:16.018789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:16.018852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:16.075827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:16.076684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:16.076766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:16.076798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:16.199314] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:16.199499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:16.199540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:16.199584] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:16.202944] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=96.69%) [2025-12-31T20:29:16.203212] [INFO ] [FORECASTER] Completed predict_future for PGJ [2025-12-31T20:29:16.203332] [INFO ] [sig ] PGJ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:16.343799] [INFO ] [LOCAL ] Saved forecast: PGJ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PGJ.txt [2025-12-31T20:29:16.343979] [INFO ] [sig ] [2480/3534] Completed PGJ in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:16.344020] [INFO ] [sig ] [2481/3534] Forecasting PGNY... [2025-12-31T20:29:16.344050] [INFO ] [sig ] Generating forecast for: PGNY [2025-12-31T20:29:16.344080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'. [2025-12-31T20:29:16.355597] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGNY'. [2025-12-31T20:29:16.355911] [INFO ] [FORECASTER] Starting predict_future for PGNY [2025-12-31T20:29:16.356681] [DEBUG] [LOCAL ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt [2025-12-31T20:29:16.356732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:16.356764] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:16.356791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:16.356848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:16.414363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:16.415326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:16.415412] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:16.415448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:16.538753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:16.538918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:16.538966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:16.539004] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:16.543157] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=12.70%) [2025-12-31T20:29:16.543494] [INFO ] [FORECASTER] Completed predict_future for PGNY [2025-12-31T20:29:16.543649] [INFO ] [sig ] PGNY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:16.691103] [INFO ] [LOCAL ] Saved forecast: PGNY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PGNY.txt [2025-12-31T20:29:16.691280] [INFO ] [sig ] [2481/3534] Completed PGNY in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:16.691328] [INFO ] [sig ] [2482/3534] Forecasting PGP... [2025-12-31T20:29:16.691361] [INFO ] [sig ] Generating forecast for: PGP [2025-12-31T20:29:16.691393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-12-31T20:29:16.702987] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGP'. [2025-12-31T20:29:16.703313] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-12-31T20:29:16.704122] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-12-31T20:29:16.704176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:16.704210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:16.704251] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:16.704343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:16.766382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:16.767382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:16.767472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:16.767507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:16.892307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:16.892515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:16.892587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:16.892625] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:16.896341] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=74.96%) [2025-12-31T20:29:16.896679] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-12-31T20:29:16.896808] [INFO ] [sig ] PGP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:17.047170] [INFO ] [LOCAL ] Saved forecast: PGP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PGP.txt [2025-12-31T20:29:17.047329] [INFO ] [sig ] [2482/3534] Completed PGP in 0.4s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:17.047370] [INFO ] [sig ] [2483/3534] Forecasting PGY... [2025-12-31T20:29:17.047403] [INFO ] [sig ] Generating forecast for: PGY [2025-12-31T20:29:17.047435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'. [2025-12-31T20:29:17.059695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGY'. [2025-12-31T20:29:17.060084] [INFO ] [FORECASTER] Starting predict_future for PGY [2025-12-31T20:29:17.060893] [DEBUG] [LOCAL ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt [2025-12-31T20:29:17.060947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:17.060981] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:17.061009] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:17.061068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:17.119940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:17.120795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:17.120879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:17.120914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:17.246362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:17.246512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:17.246553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:17.246602] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:17.250059] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=8.97%) [2025-12-31T20:29:17.250330] [INFO ] [FORECASTER] Completed predict_future for PGY [2025-12-31T20:29:17.250455] [INFO ] [sig ] PGY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:17.397950] [INFO ] [LOCAL ] Saved forecast: PGY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PGY.txt [2025-12-31T20:29:17.398134] [INFO ] [sig ] [2483/3534] Completed PGY in 0.4s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:17.398179] [INFO ] [sig ] [2484/3534] Forecasting PGZ... [2025-12-31T20:29:17.398210] [INFO ] [sig ] Generating forecast for: PGZ [2025-12-31T20:29:17.398243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-12-31T20:29:17.410423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PGZ'. [2025-12-31T20:29:17.410777] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-12-31T20:29:17.411601] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-12-31T20:29:17.411655] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:17.411689] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:17.411716] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:17.411776] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:17.468767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:17.469606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:17.469719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:17.469754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:17.591438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:17.591659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:17.591715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:17.591747] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:17.595531] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=81.46%) [2025-12-31T20:29:17.595841] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-12-31T20:29:17.595983] [INFO ] [sig ] PGZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:17.736095] [INFO ] [LOCAL ] Saved forecast: PGZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PGZ.txt [2025-12-31T20:29:17.736242] [INFO ] [sig ] [2484/3534] Completed PGZ in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:17.736283] [INFO ] [sig ] [2485/3534] Forecasting PH... [2025-12-31T20:29:17.736314] [INFO ] [sig ] Generating forecast for: PH [2025-12-31T20:29:17.736347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-12-31T20:29:17.748259] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PH'. [2025-12-31T20:29:17.748547] [INFO ] [FORECASTER] Starting predict_future for PH [2025-12-31T20:29:17.749408] [DEBUG] [LOCAL ] No optimal features file found for PH: ./output/feature-sets/PH.txt [2025-12-31T20:29:17.749464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:17.749501] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:17.749528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:17.749609] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:17.807908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:17.808550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:17.808655] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:17.808689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:17.930913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:17.931070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:17.931112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:17.931142] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:17.934619] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=94.25%) [2025-12-31T20:29:17.934898] [INFO ] [FORECASTER] Completed predict_future for PH [2025-12-31T20:29:17.935036] [INFO ] [sig ] PH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:18.075498] [INFO ] [LOCAL ] Saved forecast: PH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PH.txt [2025-12-31T20:29:18.075693] [INFO ] [sig ] [2485/3534] Completed PH in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:18.075739] [INFO ] [sig ] [2486/3534] Forecasting PHG... [2025-12-31T20:29:18.075774] [INFO ] [sig ] Generating forecast for: PHG [2025-12-31T20:29:18.075808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-12-31T20:29:18.087732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHG'. [2025-12-31T20:29:18.088118] [INFO ] [FORECASTER] Starting predict_future for PHG [2025-12-31T20:29:18.088955] [DEBUG] [LOCAL ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt [2025-12-31T20:29:18.089008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:18.089066] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:18.089093] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:18.089151] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:18.147908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:18.148826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:18.148914] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:18.148948] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:18.275519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:18.275753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:18.275805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:18.275836] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:18.279863] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=31.74%) [2025-12-31T20:29:18.280225] [INFO ] [FORECASTER] Completed predict_future for PHG [2025-12-31T20:29:18.280387] [INFO ] [sig ] PHG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:18.424086] [INFO ] [LOCAL ] Saved forecast: PHG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PHG.txt [2025-12-31T20:29:18.424245] [INFO ] [sig ] [2486/3534] Completed PHG in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:18.424287] [INFO ] [sig ] [2487/3534] Forecasting PHI... [2025-12-31T20:29:18.424318] [INFO ] [sig ] Generating forecast for: PHI [2025-12-31T20:29:18.424356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-12-31T20:29:18.437173] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHI'. [2025-12-31T20:29:18.437593] [INFO ] [FORECASTER] Starting predict_future for PHI [2025-12-31T20:29:18.438425] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-12-31T20:29:18.438478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:18.438512] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:18.438539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:18.438619] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:18.512507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:18.513520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:18.513622] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:18.513659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:18.628789] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:18.628952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:18.628994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:18.629025] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:18.632564] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=66.13%) [2025-12-31T20:29:18.632884] [INFO ] [FORECASTER] Completed predict_future for PHI [2025-12-31T20:29:18.633013] [INFO ] [sig ] PHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:18.776388] [INFO ] [LOCAL ] Saved forecast: PHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PHI.txt [2025-12-31T20:29:18.776548] [INFO ] [sig ] [2487/3534] Completed PHI in 0.4s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:18.776620] [INFO ] [sig ] [2488/3534] Forecasting PHIN... [2025-12-31T20:29:18.776664] [INFO ] [sig ] Generating forecast for: PHIN [2025-12-31T20:29:18.776706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-12-31T20:29:18.788138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIN'. [2025-12-31T20:29:18.788459] [INFO ] [FORECASTER] Starting predict_future for PHIN [2025-12-31T20:29:18.789364] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-12-31T20:29:18.789419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:18.789463] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:18.789491] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:18.789553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:18.846250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:18.846974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:18.847054] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:18.847087] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:18.967215] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:18.967372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:18.967410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:18.967438] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:18.970820] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=8.13%) [2025-12-31T20:29:18.971094] [INFO ] [FORECASTER] Completed predict_future for PHIN [2025-12-31T20:29:18.971220] [INFO ] [sig ] PHIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:19.173771] [INFO ] [LOCAL ] Saved forecast: PHIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PHIN.txt [2025-12-31T20:29:19.173941] [INFO ] [sig ] [2488/3534] Completed PHIN in 0.4s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:19.173983] [INFO ] [sig ] [2489/3534] Forecasting PHIO... [2025-12-31T20:29:19.174012] [INFO ] [sig ] Generating forecast for: PHIO [2025-12-31T20:29:19.174044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'. [2025-12-31T20:29:19.185248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHIO'. [2025-12-31T20:29:19.185610] [INFO ] [FORECASTER] Starting predict_future for PHIO [2025-12-31T20:29:19.186441] [DEBUG] [LOCAL ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt [2025-12-31T20:29:19.186497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:19.186532] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:19.186560] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:19.186640] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:19.253871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:19.254970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:19.255075] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:19.255120] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:19.379649] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:19.379810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:19.379850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:19.379879] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:19.383309] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=24.73%) [2025-12-31T20:29:19.383634] [INFO ] [FORECASTER] Completed predict_future for PHIO [2025-12-31T20:29:19.383768] [INFO ] [sig ] PHIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:19.526046] [INFO ] [LOCAL ] Saved forecast: PHIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PHIO.txt [2025-12-31T20:29:19.526201] [INFO ] [sig ] [2489/3534] Completed PHIO in 0.4s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:19.526241] [INFO ] [sig ] [2490/3534] Forecasting PHK... [2025-12-31T20:29:19.526271] [INFO ] [sig ] Generating forecast for: PHK [2025-12-31T20:29:19.526302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-12-31T20:29:19.537320] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHK'. [2025-12-31T20:29:19.537631] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-12-31T20:29:19.538383] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-12-31T20:29:19.538435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:19.538467] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:19.538494] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:19.538552] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:19.594601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:19.595244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:19.595321] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:19.595355] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:19.712900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:19.713051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:19.713090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:19.713120] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:19.716451] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=83.72%) [2025-12-31T20:29:19.716735] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-12-31T20:29:19.716855] [INFO ] [sig ] PHK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:19.863344] [INFO ] [LOCAL ] Saved forecast: PHK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PHK.txt [2025-12-31T20:29:19.863496] [INFO ] [sig ] [2490/3534] Completed PHK in 0.3s | 2.91 sym/s | Total: 14.2m | ETA: 6.0m [2025-12-31T20:29:19.863535] [INFO ] [sig ] [2491/3534] Forecasting PHM... [2025-12-31T20:29:19.863563] [INFO ] [sig ] Generating forecast for: PHM [2025-12-31T20:29:19.863616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'. [2025-12-31T20:29:19.874815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHM'. [2025-12-31T20:29:19.875095] [INFO ] [FORECASTER] Starting predict_future for PHM [2025-12-31T20:29:19.875896] [DEBUG] [LOCAL ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt [2025-12-31T20:29:19.875949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:19.876007] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:19.876036] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:19.876097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:19.934218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:19.934850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:19.934926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:19.934959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:20.052415] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:20.052587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:20.052631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:20.052661] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:20.056130] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=7.29%) [2025-12-31T20:29:20.056420] [INFO ] [FORECASTER] Completed predict_future for PHM [2025-12-31T20:29:20.056550] [INFO ] [sig ] PHM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:20.204785] [INFO ] [LOCAL ] Saved forecast: PHM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PHM.txt [2025-12-31T20:29:20.204941] [INFO ] [sig ] [2491/3534] Completed PHM in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m [2025-12-31T20:29:20.204990] [INFO ] [sig ] [2492/3534] Forecasting PHO... [2025-12-31T20:29:20.205021] [INFO ] [sig ] Generating forecast for: PHO [2025-12-31T20:29:20.205052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'. [2025-12-31T20:29:20.216182] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHO'. [2025-12-31T20:29:20.216524] [INFO ] [FORECASTER] Starting predict_future for PHO [2025-12-31T20:29:20.217297] [DEBUG] [LOCAL ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt [2025-12-31T20:29:20.217349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:20.217380] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:20.217407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:20.217464] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:20.273884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:20.274758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:20.274839] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:20.274871] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:20.392358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:20.392516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:20.392557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:20.392606] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:20.395942] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=26.88%) [2025-12-31T20:29:20.396216] [INFO ] [FORECASTER] Completed predict_future for PHO [2025-12-31T20:29:20.396338] [INFO ] [sig ] PHO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:20.544535] [INFO ] [LOCAL ] Saved forecast: PHO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PHO.txt [2025-12-31T20:29:20.544728] [INFO ] [sig ] [2492/3534] Completed PHO in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m [2025-12-31T20:29:20.544776] [INFO ] [sig ] [2493/3534] Forecasting PHUN... [2025-12-31T20:29:20.544807] [INFO ] [sig ] Generating forecast for: PHUN [2025-12-31T20:29:20.544838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'. [2025-12-31T20:29:20.556350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHUN'. [2025-12-31T20:29:20.556714] [INFO ] [FORECASTER] Starting predict_future for PHUN [2025-12-31T20:29:20.557463] [DEBUG] [LOCAL ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt [2025-12-31T20:29:20.557515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:20.557547] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:20.557591] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:20.557652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:20.615159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:20.616074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:20.616159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:20.616193] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:20.734631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:20.734793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:20.734834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:20.734863] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:20.738320] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=11.53%) [2025-12-31T20:29:20.738613] [INFO ] [FORECASTER] Completed predict_future for PHUN [2025-12-31T20:29:20.738758] [INFO ] [sig ] PHUN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:20.881250] [INFO ] [LOCAL ] Saved forecast: PHUN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PHUN.txt [2025-12-31T20:29:20.881401] [INFO ] [sig ] [2493/3534] Completed PHUN in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 6.0m [2025-12-31T20:29:20.881443] [INFO ] [sig ] [2494/3534] Forecasting PHVS... [2025-12-31T20:29:20.881474] [INFO ] [sig ] Generating forecast for: PHVS [2025-12-31T20:29:20.881506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'. [2025-12-31T20:29:20.892355] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PHVS'. [2025-12-31T20:29:20.892669] [INFO ] [FORECASTER] Starting predict_future for PHVS [2025-12-31T20:29:20.893453] [DEBUG] [LOCAL ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt [2025-12-31T20:29:20.893506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:20.893539] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:20.893567] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:20.893659] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:20.949938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:20.950559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:20.950838] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:20.950871] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:21.069561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:21.069726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:21.069765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:21.069841] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:21.074172] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=4.24%) [2025-12-31T20:29:21.074454] [INFO ] [FORECASTER] Completed predict_future for PHVS [2025-12-31T20:29:21.074610] [INFO ] [sig ] PHVS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:21.214743] [INFO ] [LOCAL ] Saved forecast: PHVS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PHVS.txt [2025-12-31T20:29:21.214867] [INFO ] [sig ] [2494/3534] Completed PHVS in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:21.214906] [INFO ] [sig ] [2495/3534] Forecasting PI... [2025-12-31T20:29:21.214936] [INFO ] [sig ] Generating forecast for: PI [2025-12-31T20:29:21.214967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'. [2025-12-31T20:29:21.226132] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PI'. [2025-12-31T20:29:21.226413] [INFO ] [FORECASTER] Starting predict_future for PI [2025-12-31T20:29:21.227181] [DEBUG] [LOCAL ] No optimal features file found for PI: ./output/feature-sets/PI.txt [2025-12-31T20:29:21.227234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:21.227267] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:21.227294] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:21.227351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:21.284629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:21.285281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:21.285359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:21.285397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:21.411897] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:21.412044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:21.412083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:21.412129] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:21.415862] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=29.02%) [2025-12-31T20:29:21.416129] [INFO ] [FORECASTER] Completed predict_future for PI [2025-12-31T20:29:21.416251] [INFO ] [sig ] PI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:21.555994] [INFO ] [LOCAL ] Saved forecast: PI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PI.txt [2025-12-31T20:29:21.556125] [INFO ] [sig ] [2495/3534] Completed PI in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:21.556165] [INFO ] [sig ] [2496/3534] Forecasting PID... [2025-12-31T20:29:21.556194] [INFO ] [sig ] Generating forecast for: PID [2025-12-31T20:29:21.556225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'. [2025-12-31T20:29:21.567487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PID'. [2025-12-31T20:29:21.567804] [INFO ] [FORECASTER] Starting predict_future for PID [2025-12-31T20:29:21.568667] [DEBUG] [LOCAL ] No optimal features file found for PID: ./output/feature-sets/PID.txt [2025-12-31T20:29:21.568721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:21.568754] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:21.568782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:21.568842] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:21.626508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:21.627231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:21.627308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:21.627340] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:21.746381] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:21.746509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:21.746547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:21.746593] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:21.749901] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=44.21%) [2025-12-31T20:29:21.750173] [INFO ] [FORECASTER] Completed predict_future for PID [2025-12-31T20:29:21.750292] [INFO ] [sig ] PID: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:21.891276] [INFO ] [LOCAL ] Saved forecast: PID 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PID.txt [2025-12-31T20:29:21.891398] [INFO ] [sig ] [2496/3534] Completed PID in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:21.891440] [INFO ] [sig ] [2497/3534] Forecasting PIE... [2025-12-31T20:29:21.891469] [INFO ] [sig ] Generating forecast for: PIE [2025-12-31T20:29:21.891501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'. [2025-12-31T20:29:21.902434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIE'. [2025-12-31T20:29:21.902763] [INFO ] [FORECASTER] Starting predict_future for PIE [2025-12-31T20:29:21.903657] [DEBUG] [LOCAL ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt [2025-12-31T20:29:21.903711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:21.903748] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:21.903782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:21.903853] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:21.961217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:21.961873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:21.961950] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:21.961994] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:22.078844] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:22.078989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:22.079028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:22.079056] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:22.082466] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=88.75%) [2025-12-31T20:29:22.082756] [INFO ] [FORECASTER] Completed predict_future for PIE [2025-12-31T20:29:22.082877] [INFO ] [sig ] PIE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:22.224922] [INFO ] [LOCAL ] Saved forecast: PIE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PIE.txt [2025-12-31T20:29:22.225040] [INFO ] [sig ] [2497/3534] Completed PIE in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:22.225079] [INFO ] [sig ] [2498/3534] Forecasting PII... [2025-12-31T20:29:22.225108] [INFO ] [sig ] Generating forecast for: PII [2025-12-31T20:29:22.225137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-12-31T20:29:22.239233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PII'. [2025-12-31T20:29:22.239780] [INFO ] [FORECASTER] Starting predict_future for PII [2025-12-31T20:29:22.240778] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-12-31T20:29:22.240835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:22.240870] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:22.240898] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:22.240959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:22.300293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:22.301631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:22.301749] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:22.301795] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:22.424853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:22.425075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:22.425122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:22.425152] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:22.429273] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=91.47%) [2025-12-31T20:29:22.429743] [INFO ] [FORECASTER] Completed predict_future for PII [2025-12-31T20:29:22.429925] [INFO ] [sig ] PII: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:22.575382] [INFO ] [LOCAL ] Saved forecast: PII 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PII.txt [2025-12-31T20:29:22.575607] [INFO ] [sig ] [2498/3534] Completed PII in 0.4s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:22.575655] [INFO ] [sig ] [2499/3534] Forecasting PIM... [2025-12-31T20:29:22.575687] [INFO ] [sig ] Generating forecast for: PIM [2025-12-31T20:29:22.575720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-12-31T20:29:22.588450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PIM'. [2025-12-31T20:29:22.588898] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-12-31T20:29:22.589810] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-12-31T20:29:22.589866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:22.589900] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:22.589943] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:22.590006] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:22.649188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:22.650365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:22.650467] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:22.650502] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:22.766793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:22.767041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:22.767087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:22.767117] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:22.771110] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=5.42%) [2025-12-31T20:29:22.771505] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-12-31T20:29:22.771653] [INFO ] [sig ] PIM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:22.912516] [INFO ] [LOCAL ] Saved forecast: PIM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PIM.txt [2025-12-31T20:29:22.912750] [INFO ] [sig ] [2499/3534] Completed PIM in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:22.912795] [INFO ] [sig ] [2500/3534] Forecasting PINE... [2025-12-31T20:29:22.912825] [INFO ] [sig ] Generating forecast for: PINE [2025-12-31T20:29:22.912857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-12-31T20:29:22.926288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINE'. [2025-12-31T20:29:22.926783] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-12-31T20:29:22.927676] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-12-31T20:29:22.927728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:22.927783] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:22.927813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:22.927873] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:22.985476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:22.986662] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:22.986761] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:22.986794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:23.109492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:23.109743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:23.109789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:23.109817] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:23.113689] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=1.13%) [2025-12-31T20:29:23.113996] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-12-31T20:29:23.114129] [INFO ] [sig ] PINE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:23.257349] [INFO ] [LOCAL ] Saved forecast: PINE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PINE.txt [2025-12-31T20:29:23.257557] [INFO ] [sig ] [2500/3534] Completed PINE in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:23.257626] [INFO ] [sig ] [2501/3534] Forecasting PINS... [2025-12-31T20:29:23.257657] [INFO ] [sig ] Generating forecast for: PINS [2025-12-31T20:29:23.257687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-12-31T20:29:23.269859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PINS'. [2025-12-31T20:29:23.270218] [INFO ] [FORECASTER] Starting predict_future for PINS [2025-12-31T20:29:23.271072] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-12-31T20:29:23.271124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:23.271156] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:23.271183] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:23.271241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:23.328301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:23.329284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:23.329409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:23.329448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:23.456632] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:23.456819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:23.456861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:23.456889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:23.461450] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=25.73%) [2025-12-31T20:29:23.461954] [INFO ] [FORECASTER] Completed predict_future for PINS [2025-12-31T20:29:23.462156] [INFO ] [sig ] PINS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:23.602769] [INFO ] [LOCAL ] Saved forecast: PINS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PINS.txt [2025-12-31T20:29:23.602946] [INFO ] [sig ] [2501/3534] Completed PINS in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:23.602989] [INFO ] [sig ] [2502/3534] Forecasting PK... [2025-12-31T20:29:23.603021] [INFO ] [sig ] Generating forecast for: PK [2025-12-31T20:29:23.603053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-12-31T20:29:23.615051] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PK'. [2025-12-31T20:29:23.615388] [INFO ] [FORECASTER] Starting predict_future for PK [2025-12-31T20:29:23.616225] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-12-31T20:29:23.616278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:23.616311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:23.616339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:23.616398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:23.674509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:23.675518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:23.675626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:23.675663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:23.796592] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:23.796760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:23.796798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:23.796826] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:23.800270] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=20.66%) [2025-12-31T20:29:23.800609] [INFO ] [FORECASTER] Completed predict_future for PK [2025-12-31T20:29:23.800770] [INFO ] [sig ] PK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:23.942257] [INFO ] [LOCAL ] Saved forecast: PK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PK.txt [2025-12-31T20:29:23.942412] [INFO ] [sig ] [2502/3534] Completed PK in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:23.942460] [INFO ] [sig ] [2503/3534] Forecasting PKBK... [2025-12-31T20:29:23.942499] [INFO ] [sig ] Generating forecast for: PKBK [2025-12-31T20:29:23.942544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'. [2025-12-31T20:29:23.955342] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKBK'. [2025-12-31T20:29:23.955774] [INFO ] [FORECASTER] Starting predict_future for PKBK [2025-12-31T20:29:23.956660] [DEBUG] [LOCAL ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt [2025-12-31T20:29:23.956723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:23.956783] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:23.956827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:23.956898] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:24.018644] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:24.019681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:24.019778] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:24.019811] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:24.143188] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:24.143357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:24.143399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:24.143434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:24.147012] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=94.84%) [2025-12-31T20:29:24.147344] [INFO ] [FORECASTER] Completed predict_future for PKBK [2025-12-31T20:29:24.147488] [INFO ] [sig ] PKBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:24.289994] [INFO ] [LOCAL ] Saved forecast: PKBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PKBK.txt [2025-12-31T20:29:24.290136] [INFO ] [sig ] [2503/3534] Completed PKBK in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:24.290176] [INFO ] [sig ] [2504/3534] Forecasting PKE... [2025-12-31T20:29:24.290207] [INFO ] [sig ] Generating forecast for: PKE [2025-12-31T20:29:24.290240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-12-31T20:29:24.302734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKE'. [2025-12-31T20:29:24.303081] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-12-31T20:29:24.304040] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-12-31T20:29:24.304103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:24.304149] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:24.304189] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:24.304270] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:24.362792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:24.363537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:24.363638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:24.363673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:24.486075] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:24.486229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:24.486271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:24.486302] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:24.489836] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=90.42%) [2025-12-31T20:29:24.490115] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-12-31T20:29:24.490240] [INFO ] [sig ] PKE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:24.633336] [INFO ] [LOCAL ] Saved forecast: PKE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PKE.txt [2025-12-31T20:29:24.633526] [INFO ] [sig ] [2504/3534] Completed PKE in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:24.633597] [INFO ] [sig ] [2505/3534] Forecasting PKG... [2025-12-31T20:29:24.633631] [INFO ] [sig ] Generating forecast for: PKG [2025-12-31T20:29:24.633662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-12-31T20:29:24.645553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKG'. [2025-12-31T20:29:24.645882] [INFO ] [FORECASTER] Starting predict_future for PKG [2025-12-31T20:29:24.646672] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-12-31T20:29:24.646724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:24.646755] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:24.646782] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:24.646843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:24.704881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:24.705570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:24.705681] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:24.705713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:24.826968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:24.827124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:24.827164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:24.827192] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:24.830561] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=28.37%) [2025-12-31T20:29:24.830866] [INFO ] [FORECASTER] Completed predict_future for PKG [2025-12-31T20:29:24.830988] [INFO ] [sig ] PKG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:24.971341] [INFO ] [LOCAL ] Saved forecast: PKG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PKG.txt [2025-12-31T20:29:24.971488] [INFO ] [sig ] [2505/3534] Completed PKG in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:24.971535] [INFO ] [sig ] [2506/3534] Forecasting PKOH... [2025-12-31T20:29:24.971592] [INFO ] [sig ] Generating forecast for: PKOH [2025-12-31T20:29:24.971633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'. [2025-12-31T20:29:24.983257] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKOH'. [2025-12-31T20:29:24.983608] [INFO ] [FORECASTER] Starting predict_future for PKOH [2025-12-31T20:29:24.984362] [DEBUG] [LOCAL ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt [2025-12-31T20:29:24.984414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:24.984445] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:24.984472] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:24.984530] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:25.042326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:25.043102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:25.043183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:25.043217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:25.164336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:25.164496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:25.164536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:25.164564] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:25.168651] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=1.78%) [2025-12-31T20:29:25.168942] [INFO ] [FORECASTER] Completed predict_future for PKOH [2025-12-31T20:29:25.169067] [INFO ] [sig ] PKOH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:25.310864] [INFO ] [LOCAL ] Saved forecast: PKOH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PKOH.txt [2025-12-31T20:29:25.311012] [INFO ] [sig ] [2506/3534] Completed PKOH in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:25.311054] [INFO ] [sig ] [2507/3534] Forecasting PKX... [2025-12-31T20:29:25.311083] [INFO ] [sig ] Generating forecast for: PKX [2025-12-31T20:29:25.311113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-12-31T20:29:25.323780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PKX'. [2025-12-31T20:29:25.324167] [INFO ] [FORECASTER] Starting predict_future for PKX [2025-12-31T20:29:25.325123] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-12-31T20:29:25.325178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:25.325211] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:25.325240] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:25.325303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:25.387047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:25.387908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:25.387989] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:25.388022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:25.510657] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:25.510818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:25.510857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:25.510886] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:25.514292] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=17.66%) [2025-12-31T20:29:25.514587] [INFO ] [FORECASTER] Completed predict_future for PKX [2025-12-31T20:29:25.514712] [INFO ] [sig ] PKX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:25.655968] [INFO ] [LOCAL ] Saved forecast: PKX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PKX.txt [2025-12-31T20:29:25.656129] [INFO ] [sig ] [2507/3534] Completed PKX in 0.3s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:25.656172] [INFO ] [sig ] [2508/3534] Forecasting PL... [2025-12-31T20:29:25.656205] [INFO ] [sig ] Generating forecast for: PL [2025-12-31T20:29:25.656239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-12-31T20:29:25.669118] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PL'. [2025-12-31T20:29:25.669543] [INFO ] [FORECASTER] Starting predict_future for PL [2025-12-31T20:29:25.670377] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-12-31T20:29:25.670429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:25.670493] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:25.670528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:25.670618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:25.729903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:25.730887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:25.730978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:25.731011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:25.853738] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:25.853923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:25.853967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:25.853996] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:25.857623] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=8.62%) [2025-12-31T20:29:25.857955] [INFO ] [FORECASTER] Completed predict_future for PL [2025-12-31T20:29:25.858097] [INFO ] [sig ] PL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:26.029652] [INFO ] [LOCAL ] Saved forecast: PL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PL.txt [2025-12-31T20:29:26.029825] [INFO ] [sig ] [2508/3534] Completed PL in 0.4s | 2.91 sym/s | Total: 14.3m | ETA: 5.9m [2025-12-31T20:29:26.029868] [INFO ] [sig ] [2509/3534] Forecasting PLAB... [2025-12-31T20:29:26.029899] [INFO ] [sig ] Generating forecast for: PLAB [2025-12-31T20:29:26.029928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'. [2025-12-31T20:29:26.042023] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAB'. [2025-12-31T20:29:26.042347] [INFO ] [FORECASTER] Starting predict_future for PLAB [2025-12-31T20:29:26.043137] [DEBUG] [LOCAL ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt [2025-12-31T20:29:26.043189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:26.043221] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:26.043247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:26.043304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:26.101171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:26.102069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:26.102152] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:26.102185] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:26.230779] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:26.230941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:26.230981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:26.231009] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:26.234436] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=4.41%) [2025-12-31T20:29:26.234760] [INFO ] [FORECASTER] Completed predict_future for PLAB [2025-12-31T20:29:26.234895] [INFO ] [sig ] PLAB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:26.380132] [INFO ] [LOCAL ] Saved forecast: PLAB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PLAB.txt [2025-12-31T20:29:26.380297] [INFO ] [sig ] [2509/3534] Completed PLAB in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m [2025-12-31T20:29:26.380340] [INFO ] [sig ] [2510/3534] Forecasting PLAY... [2025-12-31T20:29:26.380369] [INFO ] [sig ] Generating forecast for: PLAY [2025-12-31T20:29:26.380400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'. [2025-12-31T20:29:26.392469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLAY'. [2025-12-31T20:29:26.393019] [INFO ] [FORECASTER] Starting predict_future for PLAY [2025-12-31T20:29:26.393808] [DEBUG] [LOCAL ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt [2025-12-31T20:29:26.393860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:26.393892] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:26.393918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:26.393974] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:26.452673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:26.453537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:26.453644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:26.453699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:26.589842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:26.590014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:26.590056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:26.590084] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:26.593842] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: DOWN (p=29.95%) [2025-12-31T20:29:26.594203] [INFO ] [FORECASTER] Completed predict_future for PLAY [2025-12-31T20:29:26.594348] [INFO ] [sig ] PLAY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:26.741495] [INFO ] [LOCAL ] Saved forecast: PLAY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PLAY.txt [2025-12-31T20:29:26.741677] [INFO ] [sig ] [2510/3534] Completed PLAY in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m [2025-12-31T20:29:26.741732] [INFO ] [sig ] [2511/3534] Forecasting PLBC... [2025-12-31T20:29:26.741767] [INFO ] [sig ] Generating forecast for: PLBC [2025-12-31T20:29:26.741799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'. [2025-12-31T20:29:26.752398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBC'. [2025-12-31T20:29:26.752724] [INFO ] [FORECASTER] Starting predict_future for PLBC [2025-12-31T20:29:26.753475] [DEBUG] [LOCAL ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt [2025-12-31T20:29:26.753527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:26.753562] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:26.753611] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:26.753669] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:26.810405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:26.811282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:26.811369] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:26.811401] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:26.917873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:26.918036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:26.918076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:26.918139] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:26.921730] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=40.16%) [2025-12-31T20:29:26.922042] [INFO ] [FORECASTER] Completed predict_future for PLBC [2025-12-31T20:29:26.922179] [INFO ] [sig ] PLBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:27.066221] [INFO ] [LOCAL ] Saved forecast: PLBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PLBC.txt [2025-12-31T20:29:27.066381] [INFO ] [sig ] [2511/3534] Completed PLBC in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.9m [2025-12-31T20:29:27.066424] [INFO ] [sig ] [2512/3534] Forecasting PLBY... [2025-12-31T20:29:27.066454] [INFO ] [sig ] Generating forecast for: PLBY [2025-12-31T20:29:27.066484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'. [2025-12-31T20:29:27.079050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLBY'. [2025-12-31T20:29:27.079470] [INFO ] [FORECASTER] Starting predict_future for PLBY [2025-12-31T20:29:27.080280] [DEBUG] [LOCAL ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt [2025-12-31T20:29:27.080348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:27.080381] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:27.080408] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:27.080465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:27.141711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:27.142652] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:27.142954] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:27.143000] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:27.268034] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:27.268209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:27.268250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:27.268280] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:27.271944] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=3.37%) [2025-12-31T20:29:27.272256] [INFO ] [FORECASTER] Completed predict_future for PLBY [2025-12-31T20:29:27.272391] [INFO ] [sig ] PLBY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:27.416761] [INFO ] [LOCAL ] Saved forecast: PLBY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PLBY.txt [2025-12-31T20:29:27.416937] [INFO ] [sig ] [2512/3534] Completed PLBY in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:27.416981] [INFO ] [sig ] [2513/3534] Forecasting PLCE... [2025-12-31T20:29:27.417014] [INFO ] [sig ] Generating forecast for: PLCE [2025-12-31T20:29:27.417046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'. [2025-12-31T20:29:27.429558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLCE'. [2025-12-31T20:29:27.430006] [INFO ] [FORECASTER] Starting predict_future for PLCE [2025-12-31T20:29:27.430886] [DEBUG] [LOCAL ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt [2025-12-31T20:29:27.430939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:27.430971] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:27.430997] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:27.431055] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:27.491254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:27.492355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:27.492464] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:27.492507] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:27.616247] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:27.616405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:27.616447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:27.616478] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:27.619992] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=96.84%) [2025-12-31T20:29:27.620277] [INFO ] [FORECASTER] Completed predict_future for PLCE [2025-12-31T20:29:27.620403] [INFO ] [sig ] PLCE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:27.762564] [INFO ] [LOCAL ] Saved forecast: PLCE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PLCE.txt [2025-12-31T20:29:27.762742] [INFO ] [sig ] [2513/3534] Completed PLCE in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:27.762784] [INFO ] [sig ] [2514/3534] Forecasting PLD... [2025-12-31T20:29:27.762813] [INFO ] [sig ] Generating forecast for: PLD [2025-12-31T20:29:27.762843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-12-31T20:29:27.775140] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLD'. [2025-12-31T20:29:27.775520] [INFO ] [FORECASTER] Starting predict_future for PLD [2025-12-31T20:29:27.776333] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-12-31T20:29:27.776387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:27.776420] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:27.776448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:27.776508] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:27.835968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:27.836899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:27.836986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:27.837022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:27.966446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:27.966635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:27.966680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:27.966711] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:27.970170] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=26.36%) [2025-12-31T20:29:27.970457] [INFO ] [FORECASTER] Completed predict_future for PLD [2025-12-31T20:29:27.970648] [INFO ] [sig ] PLD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:28.116282] [INFO ] [LOCAL ] Saved forecast: PLD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PLD.txt [2025-12-31T20:29:28.116433] [INFO ] [sig ] [2514/3534] Completed PLD in 0.4s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:28.116474] [INFO ] [sig ] [2515/3534] Forecasting PLPC... [2025-12-31T20:29:28.116502] [INFO ] [sig ] Generating forecast for: PLPC [2025-12-31T20:29:28.116531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'. [2025-12-31T20:29:28.128176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLPC'. [2025-12-31T20:29:28.128460] [INFO ] [FORECASTER] Starting predict_future for PLPC [2025-12-31T20:29:28.129240] [DEBUG] [LOCAL ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt [2025-12-31T20:29:28.129328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:28.129361] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:28.129388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:28.129447] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:28.188676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:28.189442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:28.189523] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:28.189556] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:28.303182] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:28.303343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:28.303386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:28.303418] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:28.307051] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=59.71%) [2025-12-31T20:29:28.307322] [INFO ] [FORECASTER] Completed predict_future for PLPC [2025-12-31T20:29:28.307443] [INFO ] [sig ] PLPC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:28.448848] [INFO ] [LOCAL ] Saved forecast: PLPC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PLPC.txt [2025-12-31T20:29:28.448985] [INFO ] [sig ] [2515/3534] Completed PLPC in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:28.449034] [INFO ] [sig ] [2516/3534] Forecasting PLRX... [2025-12-31T20:29:28.449064] [INFO ] [sig ] Generating forecast for: PLRX [2025-12-31T20:29:28.449094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'. [2025-12-31T20:29:28.462207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLRX'. [2025-12-31T20:29:28.462509] [INFO ] [FORECASTER] Starting predict_future for PLRX [2025-12-31T20:29:28.463330] [DEBUG] [LOCAL ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt [2025-12-31T20:29:28.463383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:28.463414] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:28.463441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:28.463498] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:28.520750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:28.521342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:28.521420] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:28.521451] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:28.642382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:28.642546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:28.642605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:28.642636] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:28.646011] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=94.22%) [2025-12-31T20:29:28.646278] [INFO ] [FORECASTER] Completed predict_future for PLRX [2025-12-31T20:29:28.646398] [INFO ] [sig ] PLRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:28.786777] [INFO ] [LOCAL ] Saved forecast: PLRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PLRX.txt [2025-12-31T20:29:28.786931] [INFO ] [sig ] [2516/3534] Completed PLRX in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:28.786971] [INFO ] [sig ] [2517/3534] Forecasting PLSE... [2025-12-31T20:29:28.787002] [INFO ] [sig ] Generating forecast for: PLSE [2025-12-31T20:29:28.787033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'. [2025-12-31T20:29:28.798939] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLSE'. [2025-12-31T20:29:28.799287] [INFO ] [FORECASTER] Starting predict_future for PLSE [2025-12-31T20:29:28.800071] [DEBUG] [LOCAL ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt [2025-12-31T20:29:28.800123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:28.800155] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:28.800181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:28.800238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:28.857245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:28.858108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:28.858194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:28.858226] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:28.976460] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:28.976633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:28.976674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:28.976703] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:28.980071] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=63.39%) [2025-12-31T20:29:28.980340] [INFO ] [FORECASTER] Completed predict_future for PLSE [2025-12-31T20:29:28.980478] [INFO ] [sig ] PLSE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:29.119348] [INFO ] [LOCAL ] Saved forecast: PLSE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PLSE.txt [2025-12-31T20:29:29.119515] [INFO ] [sig ] [2517/3534] Completed PLSE in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:29.119557] [INFO ] [sig ] [2518/3534] Forecasting PLTK... [2025-12-31T20:29:29.119608] [INFO ] [sig ] Generating forecast for: PLTK [2025-12-31T20:29:29.119644] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'. [2025-12-31T20:29:29.130620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLTK'. [2025-12-31T20:29:29.130897] [INFO ] [FORECASTER] Starting predict_future for PLTK [2025-12-31T20:29:29.131695] [DEBUG] [LOCAL ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt [2025-12-31T20:29:29.131759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:29.131795] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:29.131823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:29.131880] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:29.191623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:29.192381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:29.192498] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:29.192533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:29.310076] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:29.310240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:29.310282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:29.310314] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:29.313849] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=30.16%) [2025-12-31T20:29:29.314133] [INFO ] [FORECASTER] Completed predict_future for PLTK [2025-12-31T20:29:29.314257] [INFO ] [sig ] PLTK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:29.454983] [INFO ] [LOCAL ] Saved forecast: PLTK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PLTK.txt [2025-12-31T20:29:29.455127] [INFO ] [sig ] [2518/3534] Completed PLTK in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:29.455165] [INFO ] [sig ] [2519/3534] Forecasting PLUG... [2025-12-31T20:29:29.455196] [INFO ] [sig ] Generating forecast for: PLUG [2025-12-31T20:29:29.455227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'. [2025-12-31T20:29:29.466941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUG'. [2025-12-31T20:29:29.467217] [INFO ] [FORECASTER] Starting predict_future for PLUG [2025-12-31T20:29:29.467987] [DEBUG] [LOCAL ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt [2025-12-31T20:29:29.468039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:29.468071] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:29.468097] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:29.468154] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:29.524692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:29.525301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:29.525379] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:29.525411] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:29.650513] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:29.650687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:29.650748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:29.650780] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:29.654140] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=99.02%) [2025-12-31T20:29:29.654405] [INFO ] [FORECASTER] Completed predict_future for PLUG [2025-12-31T20:29:29.654525] [INFO ] [sig ] PLUG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:29.795353] [INFO ] [LOCAL ] Saved forecast: PLUG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PLUG.txt [2025-12-31T20:29:29.795493] [INFO ] [sig ] [2519/3534] Completed PLUG in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:29.795534] [INFO ] [sig ] [2520/3534] Forecasting PLUS... [2025-12-31T20:29:29.795563] [INFO ] [sig ] Generating forecast for: PLUS [2025-12-31T20:29:29.795612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'. [2025-12-31T20:29:29.807058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLUS'. [2025-12-31T20:29:29.807346] [INFO ] [FORECASTER] Starting predict_future for PLUS [2025-12-31T20:29:29.808112] [DEBUG] [LOCAL ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt [2025-12-31T20:29:29.808164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:29.808196] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:29.808223] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:29.808280] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:29.864522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:29.865179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:29.865258] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:29.865290] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:29.986929] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:29.987089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:29.987128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:29.987157] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:29.990663] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=48.72%) [2025-12-31T20:29:29.990942] [INFO ] [FORECASTER] Completed predict_future for PLUS [2025-12-31T20:29:29.991067] [INFO ] [sig ] PLUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:30.132497] [INFO ] [LOCAL ] Saved forecast: PLUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PLUS.txt [2025-12-31T20:29:30.132707] [INFO ] [sig ] [2520/3534] Completed PLUS in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:30.132761] [INFO ] [sig ] [2521/3534] Forecasting PLXS... [2025-12-31T20:29:30.132794] [INFO ] [sig ] Generating forecast for: PLXS [2025-12-31T20:29:30.132826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'. [2025-12-31T20:29:30.144390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLXS'. [2025-12-31T20:29:30.144729] [INFO ] [FORECASTER] Starting predict_future for PLXS [2025-12-31T20:29:30.145495] [DEBUG] [LOCAL ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt [2025-12-31T20:29:30.145548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:30.145602] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:30.145635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:30.145694] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:30.202348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:30.202989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:30.203066] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:30.203098] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:30.325893] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:30.326050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:30.326089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:30.326119] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:30.329603] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=98.46%) [2025-12-31T20:29:30.329872] [INFO ] [FORECASTER] Completed predict_future for PLXS [2025-12-31T20:29:30.329993] [INFO ] [sig ] PLXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:30.472199] [INFO ] [LOCAL ] Saved forecast: PLXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PLXS.txt [2025-12-31T20:29:30.472347] [INFO ] [sig ] [2521/3534] Completed PLXS in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:30.472387] [INFO ] [sig ] [2522/3534] Forecasting PLYM... [2025-12-31T20:29:30.472416] [INFO ] [sig ] Generating forecast for: PLYM [2025-12-31T20:29:30.472447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-12-31T20:29:30.483673] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PLYM'. [2025-12-31T20:29:30.483938] [INFO ] [FORECASTER] Starting predict_future for PLYM [2025-12-31T20:29:30.484715] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-12-31T20:29:30.484766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:30.484798] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:30.484825] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:30.484883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:30.542183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:30.542828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:30.542902] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:30.542934] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:30.667310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:30.667472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:30.667519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:30.667548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:30.671070] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=84.42%) [2025-12-31T20:29:30.671349] [INFO ] [FORECASTER] Completed predict_future for PLYM [2025-12-31T20:29:30.671469] [INFO ] [sig ] PLYM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:30.814517] [INFO ] [LOCAL ] Saved forecast: PLYM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PLYM.txt [2025-12-31T20:29:30.814721] [INFO ] [sig ] [2522/3534] Completed PLYM in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:30.814768] [INFO ] [sig ] [2523/3534] Forecasting PM... [2025-12-31T20:29:30.814800] [INFO ] [sig ] Generating forecast for: PM [2025-12-31T20:29:30.814831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'. [2025-12-31T20:29:30.827013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PM'. [2025-12-31T20:29:30.827375] [INFO ] [FORECASTER] Starting predict_future for PM [2025-12-31T20:29:30.828272] [DEBUG] [LOCAL ] No optimal features file found for PM: ./output/feature-sets/PM.txt [2025-12-31T20:29:30.828327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:30.828384] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:30.828418] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:30.828479] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:30.889819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:30.890710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:30.890794] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:30.890829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:31.013819] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:31.013963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:31.014003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:31.014031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:31.017323] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=7.49%) [2025-12-31T20:29:31.017604] [INFO ] [FORECASTER] Completed predict_future for PM [2025-12-31T20:29:31.017727] [INFO ] [sig ] PM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:31.157597] [INFO ] [LOCAL ] Saved forecast: PM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PM.txt [2025-12-31T20:29:31.157721] [INFO ] [sig ] [2523/3534] Completed PM in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:31.157761] [INFO ] [sig ] [2524/3534] Forecasting PMAX... [2025-12-31T20:29:31.157794] [INFO ] [sig ] Generating forecast for: PMAX [2025-12-31T20:29:31.157828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'. [2025-12-31T20:29:31.169381] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMAX'. [2025-12-31T20:29:31.169700] [INFO ] [FORECASTER] Starting predict_future for PMAX [2025-12-31T20:29:31.170456] [DEBUG] [LOCAL ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt [2025-12-31T20:29:31.170507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:31.170541] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:31.170586] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:31.170648] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:31.227480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:31.228116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:31.228194] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:31.228227] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:31.347454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:31.347611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:31.347652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:31.347680] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:31.351036] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: UP (p=89.97%) [2025-12-31T20:29:31.351303] [INFO ] [FORECASTER] Completed predict_future for PMAX [2025-12-31T20:29:31.351425] [INFO ] [sig ] PMAX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:31.493618] [INFO ] [LOCAL ] Saved forecast: PMAX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PMAX.txt [2025-12-31T20:29:31.493757] [INFO ] [sig ] [2524/3534] Completed PMAX in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:31.493795] [INFO ] [sig ] [2525/3534] Forecasting PML... [2025-12-31T20:29:31.493826] [INFO ] [sig ] Generating forecast for: PML [2025-12-31T20:29:31.493856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-12-31T20:29:31.506288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PML'. [2025-12-31T20:29:31.506635] [INFO ] [FORECASTER] Starting predict_future for PML [2025-12-31T20:29:31.507561] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-12-31T20:29:31.507640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:31.507706] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:31.507741] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:31.507812] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:31.567543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:31.568442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:31.568538] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:31.568570] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:31.686800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:31.686961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:31.687002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:31.687031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:31.690484] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=75.92%) [2025-12-31T20:29:31.690823] [INFO ] [FORECASTER] Completed predict_future for PML [2025-12-31T20:29:31.690955] [INFO ] [sig ] PML: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:31.833278] [INFO ] [LOCAL ] Saved forecast: PML 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PML.txt [2025-12-31T20:29:31.833406] [INFO ] [sig ] [2525/3534] Completed PML in 0.3s | 2.91 sym/s | Total: 14.4m | ETA: 5.8m [2025-12-31T20:29:31.833444] [INFO ] [sig ] [2526/3534] Forecasting PMM... [2025-12-31T20:29:31.833474] [INFO ] [sig ] Generating forecast for: PMM [2025-12-31T20:29:31.833505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-12-31T20:29:31.844247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMM'. [2025-12-31T20:29:31.844510] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-12-31T20:29:31.845271] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-12-31T20:29:31.845323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:31.845354] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:31.845380] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:31.845438] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:31.912422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:31.913324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:31.913411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:31.913444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:32.039785] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:32.039976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:32.040018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:32.040048] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:32.043669] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=7.28%) [2025-12-31T20:29:32.043972] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-12-31T20:29:32.044098] [INFO ] [sig ] PMM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:32.187697] [INFO ] [LOCAL ] Saved forecast: PMM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PMM.txt [2025-12-31T20:29:32.187826] [INFO ] [sig ] [2526/3534] Completed PMM in 0.4s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m [2025-12-31T20:29:32.187866] [INFO ] [sig ] [2527/3534] Forecasting PMO... [2025-12-31T20:29:32.187903] [INFO ] [sig ] Generating forecast for: PMO [2025-12-31T20:29:32.187935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-12-31T20:29:32.200465] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMO'. [2025-12-31T20:29:32.200926] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-12-31T20:29:32.201760] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-12-31T20:29:32.201812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:32.201844] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:32.201870] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:32.201926] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:32.260556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:32.261562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:32.261677] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:32.261711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:32.383643] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:32.383822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:32.383863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:32.383893] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:32.387621] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=24.93%) [2025-12-31T20:29:32.387988] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-12-31T20:29:32.388135] [INFO ] [sig ] PMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:32.554105] [INFO ] [LOCAL ] Saved forecast: PMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PMO.txt [2025-12-31T20:29:32.554293] [INFO ] [sig ] [2527/3534] Completed PMO in 0.4s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m [2025-12-31T20:29:32.554355] [INFO ] [sig ] [2528/3534] Forecasting PMTS... [2025-12-31T20:29:32.554405] [INFO ] [sig ] Generating forecast for: PMTS [2025-12-31T20:29:32.554451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'. [2025-12-31T20:29:32.566966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMTS'. [2025-12-31T20:29:32.567311] [INFO ] [FORECASTER] Starting predict_future for PMTS [2025-12-31T20:29:32.568215] [DEBUG] [LOCAL ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt [2025-12-31T20:29:32.568271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:32.568303] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:32.568331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:32.568390] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:32.628493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:32.629549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:32.629671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:32.629727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:32.760352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:32.760504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:32.760544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:32.760623] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:32.764019] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: UP (p=77.31%) [2025-12-31T20:29:32.764289] [INFO ] [FORECASTER] Completed predict_future for PMTS [2025-12-31T20:29:32.764414] [INFO ] [sig ] PMTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:32.906524] [INFO ] [LOCAL ] Saved forecast: PMTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PMTS.txt [2025-12-31T20:29:32.906679] [INFO ] [sig ] [2528/3534] Completed PMTS in 0.4s | 2.91 sym/s | Total: 14.5m | ETA: 5.8m [2025-12-31T20:29:32.906722] [INFO ] [sig ] [2529/3534] Forecasting PMVP... [2025-12-31T20:29:32.906753] [INFO ] [sig ] Generating forecast for: PMVP [2025-12-31T20:29:32.906783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'. [2025-12-31T20:29:32.919197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PMVP'. [2025-12-31T20:29:32.919547] [INFO ] [FORECASTER] Starting predict_future for PMVP [2025-12-31T20:29:32.920380] [DEBUG] [LOCAL ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt [2025-12-31T20:29:32.920433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:32.920465] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:32.920492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:32.920550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:32.983504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:32.984425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:32.984507] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:32.984540] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:33.121055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:33.121213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:33.121255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:33.121284] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:33.124689] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=42.91%) [2025-12-31T20:29:33.124975] [INFO ] [FORECASTER] Completed predict_future for PMVP [2025-12-31T20:29:33.125102] [INFO ] [sig ] PMVP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:33.268315] [INFO ] [LOCAL ] Saved forecast: PMVP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PMVP.txt [2025-12-31T20:29:33.268475] [INFO ] [sig ] [2529/3534] Completed PMVP in 0.4s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:33.268517] [INFO ] [sig ] [2530/3534] Forecasting PNC... [2025-12-31T20:29:33.268547] [INFO ] [sig ] Generating forecast for: PNC [2025-12-31T20:29:33.268598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'. [2025-12-31T20:29:33.282388] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNC'. [2025-12-31T20:29:33.282815] [INFO ] [FORECASTER] Starting predict_future for PNC [2025-12-31T20:29:33.283666] [DEBUG] [LOCAL ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt [2025-12-31T20:29:33.283722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:33.283756] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:33.283784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:33.283845] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:33.344872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:33.345773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:33.345862] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:33.345897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:33.477669] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:33.477825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:33.477867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:33.477917] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:33.481497] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=3.52%) [2025-12-31T20:29:33.481828] [INFO ] [FORECASTER] Completed predict_future for PNC [2025-12-31T20:29:33.481967] [INFO ] [sig ] PNC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:33.625470] [INFO ] [LOCAL ] Saved forecast: PNC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PNC.txt [2025-12-31T20:29:33.625629] [INFO ] [sig ] [2530/3534] Completed PNC in 0.4s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:33.625672] [INFO ] [sig ] [2531/3534] Forecasting PNFP... [2025-12-31T20:29:33.625704] [INFO ] [sig ] Generating forecast for: PNFP [2025-12-31T20:29:33.625738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'. [2025-12-31T20:29:33.637264] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNFP'. [2025-12-31T20:29:33.637556] [INFO ] [FORECASTER] Starting predict_future for PNFP [2025-12-31T20:29:33.638382] [DEBUG] [LOCAL ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt [2025-12-31T20:29:33.638434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:33.638465] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:33.638492] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:33.638550] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:33.697564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:33.698349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:33.698433] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:33.698466] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:33.821200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:33.821367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:33.821412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:33.821441] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:33.824930] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=99.04%) [2025-12-31T20:29:33.825206] [INFO ] [FORECASTER] Completed predict_future for PNFP [2025-12-31T20:29:33.825330] [INFO ] [sig ] PNFP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:33.967066] [INFO ] [LOCAL ] Saved forecast: PNFP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PNFP.txt [2025-12-31T20:29:33.967199] [INFO ] [sig ] [2531/3534] Completed PNFP in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:33.967240] [INFO ] [sig ] [2532/3534] Forecasting PNI... [2025-12-31T20:29:33.967272] [INFO ] [sig ] Generating forecast for: PNI [2025-12-31T20:29:33.967303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-12-31T20:29:33.979185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNI'. [2025-12-31T20:29:33.979709] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-12-31T20:29:33.980546] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-12-31T20:29:33.980624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:33.980662] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:33.980696] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:33.980767] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:34.038519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:34.039504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:34.039607] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:34.039662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:34.151669] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:34.151826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:34.151866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:34.151895] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:34.155393] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-12-31T20:29:34.155730] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-12-31T20:29:34.155867] [INFO ] [sig ] PNI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:34.300324] [INFO ] [LOCAL ] Saved forecast: PNI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PNI.txt [2025-12-31T20:29:34.300492] [INFO ] [sig ] [2532/3534] Completed PNI in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:34.300536] [INFO ] [sig ] [2533/3534] Forecasting PNQI... [2025-12-31T20:29:34.300567] [INFO ] [sig ] Generating forecast for: PNQI [2025-12-31T20:29:34.300637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'. [2025-12-31T20:29:34.311744] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNQI'. [2025-12-31T20:29:34.312039] [INFO ] [FORECASTER] Starting predict_future for PNQI [2025-12-31T20:29:34.312833] [DEBUG] [LOCAL ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt [2025-12-31T20:29:34.312889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:34.312920] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:34.312947] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:34.313004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:34.370994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:34.371834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:34.371924] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:34.371958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:34.494431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:34.494601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:34.494642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:34.494670] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:34.498007] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=94.13%) [2025-12-31T20:29:34.498273] [INFO ] [FORECASTER] Completed predict_future for PNQI [2025-12-31T20:29:34.498392] [INFO ] [sig ] PNQI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:34.642664] [INFO ] [LOCAL ] Saved forecast: PNQI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PNQI.txt [2025-12-31T20:29:34.642859] [INFO ] [sig ] [2533/3534] Completed PNQI in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:34.642903] [INFO ] [sig ] [2534/3534] Forecasting PNRG... [2025-12-31T20:29:34.642933] [INFO ] [sig ] Generating forecast for: PNRG [2025-12-31T20:29:34.642962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'. [2025-12-31T20:29:34.654044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNRG'. [2025-12-31T20:29:34.654331] [INFO ] [FORECASTER] Starting predict_future for PNRG [2025-12-31T20:29:34.655136] [DEBUG] [LOCAL ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt [2025-12-31T20:29:34.655188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:34.655220] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:34.655245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:34.655314] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:34.712654] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:34.713487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:34.713589] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:34.713624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:34.833445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:34.833617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:34.833661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:34.833693] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:34.837294] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=23.98%) [2025-12-31T20:29:34.837595] [INFO ] [FORECASTER] Completed predict_future for PNRG [2025-12-31T20:29:34.837740] [INFO ] [sig ] PNRG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:34.980731] [INFO ] [LOCAL ] Saved forecast: PNRG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PNRG.txt [2025-12-31T20:29:34.980912] [INFO ] [sig ] [2534/3534] Completed PNRG in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:34.980955] [INFO ] [sig ] [2535/3534] Forecasting PNTG... [2025-12-31T20:29:34.980988] [INFO ] [sig ] Generating forecast for: PNTG [2025-12-31T20:29:34.981020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'. [2025-12-31T20:29:34.992533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PNTG'. [2025-12-31T20:29:34.992865] [INFO ] [FORECASTER] Starting predict_future for PNTG [2025-12-31T20:29:34.993660] [DEBUG] [LOCAL ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt [2025-12-31T20:29:34.993712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:34.993745] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:34.993774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:34.993833] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:35.052241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:35.053013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:35.053126] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:35.053163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:35.171794] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:35.171980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:35.172031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:35.172062] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:35.175546] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: UP (p=80.64%) [2025-12-31T20:29:35.175855] [INFO ] [FORECASTER] Completed predict_future for PNTG [2025-12-31T20:29:35.175988] [INFO ] [sig ] PNTG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:35.322874] [INFO ] [LOCAL ] Saved forecast: PNTG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PNTG.txt [2025-12-31T20:29:35.323009] [INFO ] [sig ] [2535/3534] Completed PNTG in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:35.323049] [INFO ] [sig ] [2536/3534] Forecasting PODD... [2025-12-31T20:29:35.323079] [INFO ] [sig ] Generating forecast for: PODD [2025-12-31T20:29:35.323109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'. [2025-12-31T20:29:35.336409] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PODD'. [2025-12-31T20:29:35.336735] [INFO ] [FORECASTER] Starting predict_future for PODD [2025-12-31T20:29:35.337538] [DEBUG] [LOCAL ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt [2025-12-31T20:29:35.337608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:35.337641] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:35.337667] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:35.337727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:35.396935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:35.397563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:35.397658] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:35.397690] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:35.517417] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:35.517557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:35.517614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:35.517644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:35.521034] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-12-31T20:29:35.521309] [INFO ] [FORECASTER] Completed predict_future for PODD [2025-12-31T20:29:35.521430] [INFO ] [sig ] PODD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:35.663476] [INFO ] [LOCAL ] Saved forecast: PODD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PODD.txt [2025-12-31T20:29:35.663622] [INFO ] [sig ] [2536/3534] Completed PODD in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:35.663663] [INFO ] [sig ] [2537/3534] Forecasting POOL... [2025-12-31T20:29:35.663695] [INFO ] [sig ] Generating forecast for: POOL [2025-12-31T20:29:35.663725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'. [2025-12-31T20:29:35.675411] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POOL'. [2025-12-31T20:29:35.675750] [INFO ] [FORECASTER] Starting predict_future for POOL [2025-12-31T20:29:35.676539] [DEBUG] [LOCAL ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt [2025-12-31T20:29:35.676612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:35.676645] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:35.676671] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:35.676728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:35.733994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:35.734850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:35.734932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:35.734965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:35.855544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:35.855739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:35.855788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:35.855823] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:35.859155] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=65.93%) [2025-12-31T20:29:35.859446] [INFO ] [FORECASTER] Completed predict_future for POOL [2025-12-31T20:29:35.859568] [INFO ] [sig ] POOL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:36.003052] [INFO ] [LOCAL ] Saved forecast: POOL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/POOL.txt [2025-12-31T20:29:36.003210] [INFO ] [sig ] [2537/3534] Completed POOL in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:36.003251] [INFO ] [sig ] [2538/3534] Forecasting POWI... [2025-12-31T20:29:36.003281] [INFO ] [sig ] Generating forecast for: POWI [2025-12-31T20:29:36.003318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'. [2025-12-31T20:29:36.014937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWI'. [2025-12-31T20:29:36.015298] [INFO ] [FORECASTER] Starting predict_future for POWI [2025-12-31T20:29:36.016091] [DEBUG] [LOCAL ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt [2025-12-31T20:29:36.016145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:36.016178] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:36.016204] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:36.016262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:36.073732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:36.074621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:36.074710] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:36.074742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:36.200151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:36.200321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:36.200362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:36.200392] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:36.203936] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=75.89%) [2025-12-31T20:29:36.204233] [INFO ] [FORECASTER] Completed predict_future for POWI [2025-12-31T20:29:36.204368] [INFO ] [sig ] POWI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:36.349888] [INFO ] [LOCAL ] Saved forecast: POWI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/POWI.txt [2025-12-31T20:29:36.350077] [INFO ] [sig ] [2538/3534] Completed POWI in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:36.350118] [INFO ] [sig ] [2539/3534] Forecasting POWL... [2025-12-31T20:29:36.350152] [INFO ] [sig ] Generating forecast for: POWL [2025-12-31T20:29:36.350193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'. [2025-12-31T20:29:36.362435] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'POWL'. [2025-12-31T20:29:36.362835] [INFO ] [FORECASTER] Starting predict_future for POWL [2025-12-31T20:29:36.363628] [DEBUG] [LOCAL ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt [2025-12-31T20:29:36.363681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:36.363713] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:36.363742] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:36.363802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:36.422061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:36.422947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:36.423030] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:36.423063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:36.544141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:36.544301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:36.544341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:36.544370] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:36.547820] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=78.81%) [2025-12-31T20:29:36.548112] [INFO ] [FORECASTER] Completed predict_future for POWL [2025-12-31T20:29:36.548237] [INFO ] [sig ] POWL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:36.692455] [INFO ] [LOCAL ] Saved forecast: POWL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/POWL.txt [2025-12-31T20:29:36.692636] [INFO ] [sig ] [2539/3534] Completed POWL in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:36.692680] [INFO ] [sig ] [2540/3534] Forecasting PPC... [2025-12-31T20:29:36.692710] [INFO ] [sig ] Generating forecast for: PPC [2025-12-31T20:29:36.692742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'. [2025-12-31T20:29:36.704278] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPC'. [2025-12-31T20:29:36.704673] [INFO ] [FORECASTER] Starting predict_future for PPC [2025-12-31T20:29:36.705439] [DEBUG] [LOCAL ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt [2025-12-31T20:29:36.705491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:36.705523] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:36.705550] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:36.705628] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:36.763166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:36.764025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:36.764107] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:36.764141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:36.883055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:36.883211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:36.883251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:36.883279] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:36.886722] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=52.80%) [2025-12-31T20:29:36.887038] [INFO ] [FORECASTER] Completed predict_future for PPC [2025-12-31T20:29:36.887169] [INFO ] [sig ] PPC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:37.028442] [INFO ] [LOCAL ] Saved forecast: PPC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PPC.txt [2025-12-31T20:29:37.028624] [INFO ] [sig ] [2540/3534] Completed PPC in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:37.028666] [INFO ] [sig ] [2541/3534] Forecasting PPG... [2025-12-31T20:29:37.028696] [INFO ] [sig ] Generating forecast for: PPG [2025-12-31T20:29:37.028726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-12-31T20:29:37.040470] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPG'. [2025-12-31T20:29:37.040774] [INFO ] [FORECASTER] Starting predict_future for PPG [2025-12-31T20:29:37.041515] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-12-31T20:29:37.041566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:37.041618] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:37.041645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:37.041702] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:37.099410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:37.100299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:37.100389] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:37.100421] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:37.224219] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:37.224380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:37.224420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:37.224449] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:37.227974] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=79.63%) [2025-12-31T20:29:37.228292] [INFO ] [FORECASTER] Completed predict_future for PPG [2025-12-31T20:29:37.228425] [INFO ] [sig ] PPG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:37.372402] [INFO ] [LOCAL ] Saved forecast: PPG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PPG.txt [2025-12-31T20:29:37.372557] [INFO ] [sig ] [2541/3534] Completed PPG in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:37.372622] [INFO ] [sig ] [2542/3534] Forecasting PPH... [2025-12-31T20:29:37.372654] [INFO ] [sig ] Generating forecast for: PPH [2025-12-31T20:29:37.372684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'. [2025-12-31T20:29:37.384472] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPH'. [2025-12-31T20:29:37.384877] [INFO ] [FORECASTER] Starting predict_future for PPH [2025-12-31T20:29:37.385662] [DEBUG] [LOCAL ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt [2025-12-31T20:29:37.385713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:37.385780] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:37.385815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:37.385886] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:37.444763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:37.445644] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:37.445729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:37.445766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:37.570283] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:37.570441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:37.570480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:37.570509] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:37.573913] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=18.07%) [2025-12-31T20:29:37.574387] [INFO ] [FORECASTER] Completed predict_future for PPH [2025-12-31T20:29:37.574511] [INFO ] [sig ] PPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:37.720467] [INFO ] [LOCAL ] Saved forecast: PPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PPH.txt [2025-12-31T20:29:37.720662] [INFO ] [sig ] [2542/3534] Completed PPH in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:37.720705] [INFO ] [sig ] [2543/3534] Forecasting PPIH... [2025-12-31T20:29:37.720740] [INFO ] [sig ] Generating forecast for: PPIH [2025-12-31T20:29:37.720777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'. [2025-12-31T20:29:37.732455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPIH'. [2025-12-31T20:29:37.732838] [INFO ] [FORECASTER] Starting predict_future for PPIH [2025-12-31T20:29:37.733646] [DEBUG] [LOCAL ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt [2025-12-31T20:29:37.733700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:37.733740] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:37.733767] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:37.733826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:37.790764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:37.791562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:37.791660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:37.791693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:37.910237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:37.910409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:37.910451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:37.910479] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:37.914226] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=84.70%) [2025-12-31T20:29:37.914516] [INFO ] [FORECASTER] Completed predict_future for PPIH [2025-12-31T20:29:37.914660] [INFO ] [sig ] PPIH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:38.056444] [INFO ] [LOCAL ] Saved forecast: PPIH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PPIH.txt [2025-12-31T20:29:38.056615] [INFO ] [sig ] [2543/3534] Completed PPIH in 0.3s | 2.91 sym/s | Total: 14.5m | ETA: 5.7m [2025-12-31T20:29:38.056656] [INFO ] [sig ] [2544/3534] Forecasting PPL... [2025-12-31T20:29:38.056686] [INFO ] [sig ] Generating forecast for: PPL [2025-12-31T20:29:38.056717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'. [2025-12-31T20:29:38.067647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPL'. [2025-12-31T20:29:38.067919] [INFO ] [FORECASTER] Starting predict_future for PPL [2025-12-31T20:29:38.068690] [DEBUG] [LOCAL ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt [2025-12-31T20:29:38.068741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:38.068773] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:38.068799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:38.068857] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:38.126639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:38.127477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:38.127559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:38.127613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:38.246444] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:38.246613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:38.246654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:38.246682] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:38.250118] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=24.33%) [2025-12-31T20:29:38.250432] [INFO ] [FORECASTER] Completed predict_future for PPL [2025-12-31T20:29:38.250560] [INFO ] [sig ] PPL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:38.396606] [INFO ] [LOCAL ] Saved forecast: PPL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PPL.txt [2025-12-31T20:29:38.396766] [INFO ] [sig ] [2544/3534] Completed PPL in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m [2025-12-31T20:29:38.396812] [INFO ] [sig ] [2545/3534] Forecasting PPSI... [2025-12-31T20:29:38.396842] [INFO ] [sig ] Generating forecast for: PPSI [2025-12-31T20:29:38.396873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'. [2025-12-31T20:29:38.408107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPSI'. [2025-12-31T20:29:38.408466] [INFO ] [FORECASTER] Starting predict_future for PPSI [2025-12-31T20:29:38.409298] [DEBUG] [LOCAL ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt [2025-12-31T20:29:38.409353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:38.409385] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:38.409412] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:38.409468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:38.467769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:38.468698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:38.468803] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:38.468839] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:38.585547] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:38.585719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:38.585758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:38.585824] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:38.589216] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=11.11%) [2025-12-31T20:29:38.589515] [INFO ] [FORECASTER] Completed predict_future for PPSI [2025-12-31T20:29:38.589657] [INFO ] [sig ] PPSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:38.731245] [INFO ] [LOCAL ] Saved forecast: PPSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PPSI.txt [2025-12-31T20:29:38.731405] [INFO ] [sig ] [2545/3534] Completed PPSI in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m [2025-12-31T20:29:38.731448] [INFO ] [sig ] [2546/3534] Forecasting PPTA... [2025-12-31T20:29:38.731478] [INFO ] [sig ] Generating forecast for: PPTA [2025-12-31T20:29:38.731508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'. [2025-12-31T20:29:38.743046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PPTA'. [2025-12-31T20:29:38.743418] [INFO ] [FORECASTER] Starting predict_future for PPTA [2025-12-31T20:29:38.744238] [DEBUG] [LOCAL ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt [2025-12-31T20:29:38.744293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:38.744325] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:38.744352] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:38.744411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:38.801500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:38.802387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:38.802475] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:38.802510] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:38.924051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:38.924217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:38.924258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:38.924289] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:38.927939] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=72.34%) [2025-12-31T20:29:38.928278] [INFO ] [FORECASTER] Completed predict_future for PPTA [2025-12-31T20:29:38.928419] [INFO ] [sig ] PPTA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:39.076323] [INFO ] [LOCAL ] Saved forecast: PPTA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PPTA.txt [2025-12-31T20:29:39.076518] [INFO ] [sig ] [2546/3534] Completed PPTA in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.7m [2025-12-31T20:29:39.076565] [INFO ] [sig ] [2547/3534] Forecasting PRA... [2025-12-31T20:29:39.076620] [INFO ] [sig ] Generating forecast for: PRA [2025-12-31T20:29:39.076656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-12-31T20:29:39.091557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRA'. [2025-12-31T20:29:39.092066] [INFO ] [FORECASTER] Starting predict_future for PRA [2025-12-31T20:29:39.093245] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-12-31T20:29:39.093324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:39.093398] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:39.093446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:39.093536] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:39.156041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:39.156940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:39.157025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:39.157059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:39.273958] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:39.274127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:39.274169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:39.274200] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:39.277914] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-12-31T20:29:39.278268] [INFO ] [FORECASTER] Completed predict_future for PRA [2025-12-31T20:29:39.278414] [INFO ] [sig ] PRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:39.470486] [INFO ] [LOCAL ] Saved forecast: PRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRA.txt [2025-12-31T20:29:39.470741] [INFO ] [sig ] [2547/3534] Completed PRA in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:39.470813] [INFO ] [sig ] [2548/3534] Forecasting PRAA... [2025-12-31T20:29:39.470859] [INFO ] [sig ] Generating forecast for: PRAA [2025-12-31T20:29:39.470911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'. [2025-12-31T20:29:39.488535] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAA'. [2025-12-31T20:29:39.489105] [INFO ] [FORECASTER] Starting predict_future for PRAA [2025-12-31T20:29:39.490416] [DEBUG] [LOCAL ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt [2025-12-31T20:29:39.490498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:39.490552] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:39.490634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:39.490730] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:39.570751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:39.571839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:39.571945] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:39.571984] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:39.723052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:39.723219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:39.723261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:39.723291] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:39.727312] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=18.67%) [2025-12-31T20:29:39.727785] [INFO ] [FORECASTER] Completed predict_future for PRAA [2025-12-31T20:29:39.727974] [INFO ] [sig ] PRAA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:39.953613] [INFO ] [LOCAL ] Saved forecast: PRAA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRAA.txt [2025-12-31T20:29:39.953792] [INFO ] [sig ] [2548/3534] Completed PRAA in 0.5s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:39.953849] [INFO ] [sig ] [2549/3534] Forecasting PRAX... [2025-12-31T20:29:39.953907] [INFO ] [sig ] Generating forecast for: PRAX [2025-12-31T20:29:39.953948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'. [2025-12-31T20:29:39.968946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRAX'. [2025-12-31T20:29:39.969500] [INFO ] [FORECASTER] Starting predict_future for PRAX [2025-12-31T20:29:39.970795] [DEBUG] [LOCAL ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt [2025-12-31T20:29:39.970874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:39.970928] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:39.970977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:39.971072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:40.058499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:40.059512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:40.059661] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:40.059705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:40.215731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:40.215902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:40.215946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:40.215976] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:40.219924] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=42.73%) [2025-12-31T20:29:40.220248] [INFO ] [FORECASTER] Completed predict_future for PRAX [2025-12-31T20:29:40.220388] [INFO ] [sig ] PRAX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:40.369762] [INFO ] [LOCAL ] Saved forecast: PRAX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRAX.txt [2025-12-31T20:29:40.369935] [INFO ] [sig ] [2549/3534] Completed PRAX in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:40.369984] [INFO ] [sig ] [2550/3534] Forecasting PRCH... [2025-12-31T20:29:40.370015] [INFO ] [sig ] Generating forecast for: PRCH [2025-12-31T20:29:40.370048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'. [2025-12-31T20:29:40.382710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRCH'. [2025-12-31T20:29:40.383139] [INFO ] [FORECASTER] Starting predict_future for PRCH [2025-12-31T20:29:40.383976] [DEBUG] [LOCAL ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt [2025-12-31T20:29:40.384030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:40.384065] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:40.384092] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:40.384151] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:40.445496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:40.446739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:40.446828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:40.446863] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:40.579036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:40.579195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:40.579237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:40.579291] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:40.583630] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=45.91%) [2025-12-31T20:29:40.583968] [INFO ] [FORECASTER] Completed predict_future for PRCH [2025-12-31T20:29:40.584105] [INFO ] [sig ] PRCH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:40.736886] [INFO ] [LOCAL ] Saved forecast: PRCH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRCH.txt [2025-12-31T20:29:40.737028] [INFO ] [sig ] [2550/3534] Completed PRCH in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:40.737076] [INFO ] [sig ] [2551/3534] Forecasting PRDO... [2025-12-31T20:29:40.737108] [INFO ] [sig ] Generating forecast for: PRDO [2025-12-31T20:29:40.737139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'. [2025-12-31T20:29:40.749797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRDO'. [2025-12-31T20:29:40.750186] [INFO ] [FORECASTER] Starting predict_future for PRDO [2025-12-31T20:29:40.751071] [DEBUG] [LOCAL ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt [2025-12-31T20:29:40.751126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:40.751159] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:40.751189] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:40.751248] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:40.814203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:40.815106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:40.815191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:40.815227] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:40.942155] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:40.942307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:40.942347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:40.942378] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:40.945830] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=33.28%) [2025-12-31T20:29:40.946115] [INFO ] [FORECASTER] Completed predict_future for PRDO [2025-12-31T20:29:40.946243] [INFO ] [sig ] PRDO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:41.093537] [INFO ] [LOCAL ] Saved forecast: PRDO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRDO.txt [2025-12-31T20:29:41.093696] [INFO ] [sig ] [2551/3534] Completed PRDO in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:41.093736] [INFO ] [sig ] [2552/3534] Forecasting PRFZ... [2025-12-31T20:29:41.093766] [INFO ] [sig ] Generating forecast for: PRFZ [2025-12-31T20:29:41.093796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'. [2025-12-31T20:29:41.108762] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'. [2025-12-31T20:29:41.109128] [INFO ] [FORECASTER] Starting predict_future for PRFZ [2025-12-31T20:29:41.110003] [DEBUG] [LOCAL ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt [2025-12-31T20:29:41.110061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:41.110094] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:41.110123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:41.110181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:41.171749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:41.172491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:41.172626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:41.172663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:41.302714] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:41.302868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:41.302911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:41.302950] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:41.306558] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=30.85%) [2025-12-31T20:29:41.306907] [INFO ] [FORECASTER] Completed predict_future for PRFZ [2025-12-31T20:29:41.307065] [INFO ] [sig ] PRFZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:41.456787] [INFO ] [LOCAL ] Saved forecast: PRFZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRFZ.txt [2025-12-31T20:29:41.456963] [INFO ] [sig ] [2552/3534] Completed PRFZ in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:41.457014] [INFO ] [sig ] [2553/3534] Forecasting PRG... [2025-12-31T20:29:41.457048] [INFO ] [sig ] Generating forecast for: PRG [2025-12-31T20:29:41.457080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-12-31T20:29:41.470107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRG'. [2025-12-31T20:29:41.470459] [INFO ] [FORECASTER] Starting predict_future for PRG [2025-12-31T20:29:41.471359] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-12-31T20:29:41.471414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:41.471447] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:41.471475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:41.471532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:41.533718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:41.534590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:41.534676] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:41.534710] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:41.657709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:41.657884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:41.657929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:41.657960] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:41.661773] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=54.25%) [2025-12-31T20:29:41.662063] [INFO ] [FORECASTER] Completed predict_future for PRG [2025-12-31T20:29:41.662191] [INFO ] [sig ] PRG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:41.813429] [INFO ] [LOCAL ] Saved forecast: PRG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PRG.txt [2025-12-31T20:29:41.813611] [INFO ] [sig ] [2553/3534] Completed PRG in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:41.813656] [INFO ] [sig ] [2554/3534] Forecasting PRGO... [2025-12-31T20:29:41.813688] [INFO ] [sig ] Generating forecast for: PRGO [2025-12-31T20:29:41.813719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-12-31T20:29:41.826437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRGO'. [2025-12-31T20:29:41.826842] [INFO ] [FORECASTER] Starting predict_future for PRGO [2025-12-31T20:29:41.827681] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-12-31T20:29:41.827743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:41.827784] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:41.827827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:41.827896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:41.891170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:41.892070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:41.892155] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:41.892189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:42.020018] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:42.020179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:42.020260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:42.020292] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:42.023791] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=60.46%) [2025-12-31T20:29:42.024088] [INFO ] [FORECASTER] Completed predict_future for PRGO [2025-12-31T20:29:42.024222] [INFO ] [sig ] PRGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:42.168192] [INFO ] [LOCAL ] Saved forecast: PRGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PRGO.txt [2025-12-31T20:29:42.168370] [INFO ] [sig ] [2554/3534] Completed PRGO in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:42.168421] [INFO ] [sig ] [2555/3534] Forecasting PRH... [2025-12-31T20:29:42.168453] [INFO ] [sig ] Generating forecast for: PRH [2025-12-31T20:29:42.168485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-12-31T20:29:42.181295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRH'. [2025-12-31T20:29:42.181655] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-12-31T20:29:42.182720] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-12-31T20:29:42.182774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:42.182807] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:42.182835] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:42.182893] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:42.246116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:42.247017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:42.247107] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:42.247141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:42.373099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:42.373258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:42.373300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:42.373332] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:42.376921] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=44.56%) [2025-12-31T20:29:42.377222] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-12-31T20:29:42.377352] [INFO ] [sig ] PRH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:42.518120] [INFO ] [LOCAL ] Saved forecast: PRH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRH.txt [2025-12-31T20:29:42.518323] [INFO ] [sig ] [2555/3534] Completed PRH in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:42.518366] [INFO ] [sig ] [2556/3534] Forecasting PRI... [2025-12-31T20:29:42.518395] [INFO ] [sig ] Generating forecast for: PRI [2025-12-31T20:29:42.518425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-12-31T20:29:42.530129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRI'. [2025-12-31T20:29:42.530485] [INFO ] [FORECASTER] Starting predict_future for PRI [2025-12-31T20:29:42.531281] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-12-31T20:29:42.531334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:42.531366] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:42.531392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:42.531449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:42.587393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:42.588273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:42.588376] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:42.588409] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:42.701384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:42.701520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:42.701559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:42.701607] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:42.704916] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=43.09%) [2025-12-31T20:29:42.705194] [INFO ] [FORECASTER] Completed predict_future for PRI [2025-12-31T20:29:42.705319] [INFO ] [sig ] PRI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:42.842290] [INFO ] [LOCAL ] Saved forecast: PRI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRI.txt [2025-12-31T20:29:42.842439] [INFO ] [sig ] [2556/3534] Completed PRI in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:42.842479] [INFO ] [sig ] [2557/3534] Forecasting PRIM... [2025-12-31T20:29:42.842509] [INFO ] [sig ] Generating forecast for: PRIM [2025-12-31T20:29:42.842540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-12-31T20:29:42.854116] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRIM'. [2025-12-31T20:29:42.854433] [INFO ] [FORECASTER] Starting predict_future for PRIM [2025-12-31T20:29:42.855249] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-12-31T20:29:42.855303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:42.855336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:42.855363] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:42.855421] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:42.911300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:42.911915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:42.911992] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:42.912023] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:43.029727] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:43.029876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:43.029916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:43.029944] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:43.033240] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=83.68%) [2025-12-31T20:29:43.033503] [INFO ] [FORECASTER] Completed predict_future for PRIM [2025-12-31T20:29:43.033642] [INFO ] [sig ] PRIM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:43.171810] [INFO ] [LOCAL ] Saved forecast: PRIM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PRIM.txt [2025-12-31T20:29:43.171949] [INFO ] [sig ] [2557/3534] Completed PRIM in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:43.171988] [INFO ] [sig ] [2558/3534] Forecasting PRLB... [2025-12-31T20:29:43.172016] [INFO ] [sig ] Generating forecast for: PRLB [2025-12-31T20:29:43.172046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-12-31T20:29:43.184014] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRLB'. [2025-12-31T20:29:43.184340] [INFO ] [FORECASTER] Starting predict_future for PRLB [2025-12-31T20:29:43.185144] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-12-31T20:29:43.185198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:43.185243] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:43.185271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:43.185329] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:43.241944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:43.242744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:43.242824] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:43.242857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:43.367111] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:43.367271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:43.367312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:43.367342] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:43.370772] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=2.79%) [2025-12-31T20:29:43.371051] [INFO ] [FORECASTER] Completed predict_future for PRLB [2025-12-31T20:29:43.371174] [INFO ] [sig ] PRLB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:43.519242] [INFO ] [LOCAL ] Saved forecast: PRLB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRLB.txt [2025-12-31T20:29:43.519426] [INFO ] [sig ] [2558/3534] Completed PRLB in 0.3s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:43.519467] [INFO ] [sig ] [2559/3534] Forecasting PRM... [2025-12-31T20:29:43.519495] [INFO ] [sig ] Generating forecast for: PRM [2025-12-31T20:29:43.519527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-12-31T20:29:43.531219] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRM'. [2025-12-31T20:29:43.531587] [INFO ] [FORECASTER] Starting predict_future for PRM [2025-12-31T20:29:43.532350] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-12-31T20:29:43.532403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:43.532461] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:43.532490] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:43.532553] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:43.590663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:43.591555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:43.591659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:43.591692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:43.717343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:43.717506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:43.717548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:43.717599] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:43.721123] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=96.81%) [2025-12-31T20:29:43.721411] [INFO ] [FORECASTER] Completed predict_future for PRM [2025-12-31T20:29:43.721541] [INFO ] [sig ] PRM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:43.869807] [INFO ] [LOCAL ] Saved forecast: PRM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PRM.txt [2025-12-31T20:29:43.869977] [INFO ] [sig ] [2559/3534] Completed PRM in 0.4s | 2.91 sym/s | Total: 14.6m | ETA: 5.6m [2025-12-31T20:29:43.870026] [INFO ] [sig ] [2560/3534] Forecasting PRME... [2025-12-31T20:29:43.870064] [INFO ] [sig ] Generating forecast for: PRME [2025-12-31T20:29:43.870101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'. [2025-12-31T20:29:43.881714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRME'. [2025-12-31T20:29:43.881994] [INFO ] [FORECASTER] Starting predict_future for PRME [2025-12-31T20:29:43.882763] [DEBUG] [LOCAL ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt [2025-12-31T20:29:43.882814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:43.882846] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:43.882872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:43.882929] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:43.939996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:43.940908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:43.941001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:43.941035] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:44.061747] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:44.061917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:44.061964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:44.061993] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:44.065643] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=73.56%) [2025-12-31T20:29:44.066029] [INFO ] [FORECASTER] Completed predict_future for PRME [2025-12-31T20:29:44.066184] [INFO ] [sig ] PRME: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:44.212201] [INFO ] [LOCAL ] Saved forecast: PRME 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PRME.txt [2025-12-31T20:29:44.212366] [INFO ] [sig ] [2560/3534] Completed PRME in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m [2025-12-31T20:29:44.212406] [INFO ] [sig ] [2561/3534] Forecasting PRN... [2025-12-31T20:29:44.212436] [INFO ] [sig ] Generating forecast for: PRN [2025-12-31T20:29:44.212466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'. [2025-12-31T20:29:44.224714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRN'. [2025-12-31T20:29:44.225109] [INFO ] [FORECASTER] Starting predict_future for PRN [2025-12-31T20:29:44.225946] [DEBUG] [LOCAL ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt [2025-12-31T20:29:44.226000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:44.226034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:44.226061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:44.226120] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:44.284835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:44.285738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:44.285823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:44.285857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:44.401560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:44.401740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:44.401780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:44.401809] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:44.405308] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=58.35%) [2025-12-31T20:29:44.405614] [INFO ] [FORECASTER] Completed predict_future for PRN [2025-12-31T20:29:44.405747] [INFO ] [sig ] PRN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:44.552270] [INFO ] [LOCAL ] Saved forecast: PRN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PRN.txt [2025-12-31T20:29:44.552421] [INFO ] [sig ] [2561/3534] Completed PRN in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m [2025-12-31T20:29:44.552462] [INFO ] [sig ] [2562/3534] Forecasting PROF... [2025-12-31T20:29:44.552498] [INFO ] [sig ] Generating forecast for: PROF [2025-12-31T20:29:44.552531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'. [2025-12-31T20:29:44.563916] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROF'. [2025-12-31T20:29:44.564317] [INFO ] [FORECASTER] Starting predict_future for PROF [2025-12-31T20:29:44.565203] [DEBUG] [LOCAL ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt [2025-12-31T20:29:44.565257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:44.565290] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:44.565316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:44.565375] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:44.623286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:44.624190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:44.624274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:44.624308] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:44.743987] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:44.744151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:44.744191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:44.744258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:44.747759] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=10.90%) [2025-12-31T20:29:44.748060] [INFO ] [FORECASTER] Completed predict_future for PROF [2025-12-31T20:29:44.748190] [INFO ] [sig ] PROF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:44.890125] [INFO ] [LOCAL ] Saved forecast: PROF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PROF.txt [2025-12-31T20:29:44.890282] [INFO ] [sig ] [2562/3534] Completed PROF in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m [2025-12-31T20:29:44.890323] [INFO ] [sig ] [2563/3534] Forecasting PROK... [2025-12-31T20:29:44.890353] [INFO ] [sig ] Generating forecast for: PROK [2025-12-31T20:29:44.890383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'. [2025-12-31T20:29:44.901810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PROK'. [2025-12-31T20:29:44.902070] [INFO ] [FORECASTER] Starting predict_future for PROK [2025-12-31T20:29:44.902831] [DEBUG] [LOCAL ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt [2025-12-31T20:29:44.902883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:44.902915] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:44.902942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:44.903004] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:44.959753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:44.960634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:44.960721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:44.960753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:45.077961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:45.078120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:45.078159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:45.078187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:45.081526] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=89.99%) [2025-12-31T20:29:45.081808] [INFO ] [FORECASTER] Completed predict_future for PROK [2025-12-31T20:29:45.081926] [INFO ] [sig ] PROK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:45.222786] [INFO ] [LOCAL ] Saved forecast: PROK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PROK.txt [2025-12-31T20:29:45.222946] [INFO ] [sig ] [2563/3534] Completed PROK in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m [2025-12-31T20:29:45.222987] [INFO ] [sig ] [2564/3534] Forecasting PRTA... [2025-12-31T20:29:45.223017] [INFO ] [sig ] Generating forecast for: PRTA [2025-12-31T20:29:45.223047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'. [2025-12-31T20:29:45.234961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTA'. [2025-12-31T20:29:45.235351] [INFO ] [FORECASTER] Starting predict_future for PRTA [2025-12-31T20:29:45.236156] [DEBUG] [LOCAL ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt [2025-12-31T20:29:45.236209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:45.236241] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:45.236268] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:45.236326] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:45.296430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:45.297427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:45.297510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:45.297543] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:45.413612] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:45.413768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:45.413808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:45.413839] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:45.417227] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=37.17%) [2025-12-31T20:29:45.417555] [INFO ] [FORECASTER] Completed predict_future for PRTA [2025-12-31T20:29:45.417714] [INFO ] [sig ] PRTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:45.558603] [INFO ] [LOCAL ] Saved forecast: PRTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRTA.txt [2025-12-31T20:29:45.558764] [INFO ] [sig ] [2564/3534] Completed PRTA in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.6m [2025-12-31T20:29:45.558804] [INFO ] [sig ] [2565/3534] Forecasting PRTH... [2025-12-31T20:29:45.558834] [INFO ] [sig ] Generating forecast for: PRTH [2025-12-31T20:29:45.558868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'. [2025-12-31T20:29:45.570240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRTH'. [2025-12-31T20:29:45.570629] [INFO ] [FORECASTER] Starting predict_future for PRTH [2025-12-31T20:29:45.571428] [DEBUG] [LOCAL ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt [2025-12-31T20:29:45.571480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:45.571512] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:45.571539] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:45.571618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:45.627799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:45.628650] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:45.628733] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:45.628766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:45.746290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:45.746445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:45.746483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:45.746529] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:45.749939] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=93.88%) [2025-12-31T20:29:45.750268] [INFO ] [FORECASTER] Completed predict_future for PRTH [2025-12-31T20:29:45.750397] [INFO ] [sig ] PRTH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:45.891857] [INFO ] [LOCAL ] Saved forecast: PRTH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PRTH.txt [2025-12-31T20:29:45.892021] [INFO ] [sig ] [2565/3534] Completed PRTH in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:45.892073] [INFO ] [sig ] [2566/3534] Forecasting PRVA... [2025-12-31T20:29:45.892105] [INFO ] [sig ] Generating forecast for: PRVA [2025-12-31T20:29:45.892136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'. [2025-12-31T20:29:45.903253] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PRVA'. [2025-12-31T20:29:45.903547] [INFO ] [FORECASTER] Starting predict_future for PRVA [2025-12-31T20:29:45.904327] [DEBUG] [LOCAL ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt [2025-12-31T20:29:45.904379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:45.904411] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:45.904438] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:45.904496] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:45.961670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:45.962535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:45.962649] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:45.962683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:46.089102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:46.089289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:46.089332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:46.089365] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:46.092776] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-12-31T20:29:46.093083] [INFO ] [FORECASTER] Completed predict_future for PRVA [2025-12-31T20:29:46.093227] [INFO ] [sig ] PRVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:46.236133] [INFO ] [LOCAL ] Saved forecast: PRVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PRVA.txt [2025-12-31T20:29:46.236274] [INFO ] [sig ] [2566/3534] Completed PRVA in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:46.236315] [INFO ] [sig ] [2567/3534] Forecasting PSC... [2025-12-31T20:29:46.236344] [INFO ] [sig ] Generating forecast for: PSC [2025-12-31T20:29:46.236375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'. [2025-12-31T20:29:46.247765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSC'. [2025-12-31T20:29:46.248071] [INFO ] [FORECASTER] Starting predict_future for PSC [2025-12-31T20:29:46.248839] [DEBUG] [LOCAL ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt [2025-12-31T20:29:46.248891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:46.248923] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:46.248949] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:46.249011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:46.307561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:46.308341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:46.308422] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:46.308472] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:46.446120] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:46.446304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:46.446366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:46.446422] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:46.450805] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=57.02%) [2025-12-31T20:29:46.451136] [INFO ] [FORECASTER] Completed predict_future for PSC [2025-12-31T20:29:46.451269] [INFO ] [sig ] PSC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:46.594501] [INFO ] [LOCAL ] Saved forecast: PSC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSC.txt [2025-12-31T20:29:46.594652] [INFO ] [sig ] [2567/3534] Completed PSC in 0.4s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:46.594695] [INFO ] [sig ] [2568/3534] Forecasting PSCE... [2025-12-31T20:29:46.594724] [INFO ] [sig ] Generating forecast for: PSCE [2025-12-31T20:29:46.594753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'. [2025-12-31T20:29:46.605313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCE'. [2025-12-31T20:29:46.605629] [INFO ] [FORECASTER] Starting predict_future for PSCE [2025-12-31T20:29:46.606430] [DEBUG] [LOCAL ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt [2025-12-31T20:29:46.606483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:46.606514] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:46.606541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:46.606622] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:46.663569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:46.664349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:46.664430] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:46.664464] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:46.769066] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:46.769214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:46.769271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:46.769300] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:46.772695] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=60.75%) [2025-12-31T20:29:46.772963] [INFO ] [FORECASTER] Completed predict_future for PSCE [2025-12-31T20:29:46.773089] [INFO ] [sig ] PSCE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:46.915064] [INFO ] [LOCAL ] Saved forecast: PSCE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSCE.txt [2025-12-31T20:29:46.915221] [INFO ] [sig ] [2568/3534] Completed PSCE in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:46.915263] [INFO ] [sig ] [2569/3534] Forecasting PSCH... [2025-12-31T20:29:46.915292] [INFO ] [sig ] Generating forecast for: PSCH [2025-12-31T20:29:46.915323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'. [2025-12-31T20:29:46.927152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSCH'. [2025-12-31T20:29:46.927541] [INFO ] [FORECASTER] Starting predict_future for PSCH [2025-12-31T20:29:46.928426] [DEBUG] [LOCAL ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt [2025-12-31T20:29:46.928483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:46.928516] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:46.928559] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:46.928691] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:46.986671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:46.987521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:46.987654] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:46.987708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:47.096240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:47.096412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:47.096453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:47.096484] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:47.099930] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=84.60%) [2025-12-31T20:29:47.100210] [INFO ] [FORECASTER] Completed predict_future for PSCH [2025-12-31T20:29:47.100336] [INFO ] [sig ] PSCH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:47.242296] [INFO ] [LOCAL ] Saved forecast: PSCH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSCH.txt [2025-12-31T20:29:47.242428] [INFO ] [sig ] [2569/3534] Completed PSCH in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:47.242468] [INFO ] [sig ] [2570/3534] Forecasting PSEC... [2025-12-31T20:29:47.242497] [INFO ] [sig ] Generating forecast for: PSEC [2025-12-31T20:29:47.242527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'. [2025-12-31T20:29:47.254095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSEC'. [2025-12-31T20:29:47.254414] [INFO ] [FORECASTER] Starting predict_future for PSEC [2025-12-31T20:29:47.255234] [DEBUG] [LOCAL ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt [2025-12-31T20:29:47.255288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:47.255321] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:47.255349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:47.255407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:47.313863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:47.314562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:47.314660] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:47.314694] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:47.436975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:47.437135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:47.437176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:47.437206] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:47.440706] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=63.77%) [2025-12-31T20:29:47.440999] [INFO ] [FORECASTER] Completed predict_future for PSEC [2025-12-31T20:29:47.441126] [INFO ] [sig ] PSEC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:47.596341] [INFO ] [LOCAL ] Saved forecast: PSEC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSEC.txt [2025-12-31T20:29:47.596496] [INFO ] [sig ] [2570/3534] Completed PSEC in 0.4s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:47.596536] [INFO ] [sig ] [2571/3534] Forecasting PSF... [2025-12-31T20:29:47.596566] [INFO ] [sig ] Generating forecast for: PSF [2025-12-31T20:29:47.596617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-12-31T20:29:47.608085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSF'. [2025-12-31T20:29:47.608474] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-12-31T20:29:47.609347] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-12-31T20:29:47.609405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:47.609438] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:47.609466] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:47.609524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:47.667805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:47.668671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:47.668755] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:47.668789] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:47.787605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:47.787755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:47.787795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:47.787823] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:47.791161] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=93.48%) [2025-12-31T20:29:47.791426] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-12-31T20:29:47.791547] [INFO ] [sig ] PSF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:47.932248] [INFO ] [LOCAL ] Saved forecast: PSF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSF.txt [2025-12-31T20:29:47.932379] [INFO ] [sig ] [2571/3534] Completed PSF in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:47.932418] [INFO ] [sig ] [2572/3534] Forecasting PSFE... [2025-12-31T20:29:47.932448] [INFO ] [sig ] Generating forecast for: PSFE [2025-12-31T20:29:47.932479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-12-31T20:29:47.943828] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSFE'. [2025-12-31T20:29:47.944147] [INFO ] [FORECASTER] Starting predict_future for PSFE [2025-12-31T20:29:47.944930] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-12-31T20:29:47.944981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:47.945014] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:47.945044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:47.945101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:48.003608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:48.004250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:48.004328] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:48.004362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:48.124242] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:48.124389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:48.124427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:48.124457] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:48.127875] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=97.59%) [2025-12-31T20:29:48.128140] [INFO ] [FORECASTER] Completed predict_future for PSFE [2025-12-31T20:29:48.128260] [INFO ] [sig ] PSFE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:48.273321] [INFO ] [LOCAL ] Saved forecast: PSFE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSFE.txt [2025-12-31T20:29:48.273504] [INFO ] [sig ] [2572/3534] Completed PSFE in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:48.273544] [INFO ] [sig ] [2573/3534] Forecasting PSHG... [2025-12-31T20:29:48.273593] [INFO ] [sig ] Generating forecast for: PSHG [2025-12-31T20:29:48.273648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'. [2025-12-31T20:29:48.284975] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSHG'. [2025-12-31T20:29:48.285258] [INFO ] [FORECASTER] Starting predict_future for PSHG [2025-12-31T20:29:48.286026] [DEBUG] [LOCAL ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt [2025-12-31T20:29:48.286077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:48.286109] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:48.286136] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:48.286194] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:48.343733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:48.344602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:48.344683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:48.344715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:48.464777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:48.464939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:48.464981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:48.465009] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:48.468637] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=68.68%) [2025-12-31T20:29:48.469007] [INFO ] [FORECASTER] Completed predict_future for PSHG [2025-12-31T20:29:48.469150] [INFO ] [sig ] PSHG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:48.618233] [INFO ] [LOCAL ] Saved forecast: PSHG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSHG.txt [2025-12-31T20:29:48.618395] [INFO ] [sig ] [2573/3534] Completed PSHG in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:48.618434] [INFO ] [sig ] [2574/3534] Forecasting PSN... [2025-12-31T20:29:48.618465] [INFO ] [sig ] Generating forecast for: PSN [2025-12-31T20:29:48.618496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-12-31T20:29:48.629893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSN'. [2025-12-31T20:29:48.630266] [INFO ] [FORECASTER] Starting predict_future for PSN [2025-12-31T20:29:48.631085] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-12-31T20:29:48.631148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:48.631182] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:48.631209] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:48.631267] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:48.688303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:48.689180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:48.689288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:48.689322] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:48.808102] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:48.808263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:48.808302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:48.808332] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:48.811757] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=31.02%) [2025-12-31T20:29:48.812065] [INFO ] [FORECASTER] Completed predict_future for PSN [2025-12-31T20:29:48.812196] [INFO ] [sig ] PSN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:48.956249] [INFO ] [LOCAL ] Saved forecast: PSN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PSN.txt [2025-12-31T20:29:48.956414] [INFO ] [sig ] [2574/3534] Completed PSN in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:48.956455] [INFO ] [sig ] [2575/3534] Forecasting PSNL... [2025-12-31T20:29:48.956485] [INFO ] [sig ] Generating forecast for: PSNL [2025-12-31T20:29:48.956516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'. [2025-12-31T20:29:48.968002] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSNL'. [2025-12-31T20:29:48.968374] [INFO ] [FORECASTER] Starting predict_future for PSNL [2025-12-31T20:29:48.969185] [DEBUG] [LOCAL ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt [2025-12-31T20:29:48.969237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:48.969300] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:48.969328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:48.969389] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:49.030751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:49.031654] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:49.031750] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:49.031784] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:49.156155] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:49.156312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:49.156354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:49.156386] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:49.159896] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=1.80%) [2025-12-31T20:29:49.160186] [INFO ] [FORECASTER] Completed predict_future for PSNL [2025-12-31T20:29:49.160316] [INFO ] [sig ] PSNL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:49.307558] [INFO ] [LOCAL ] Saved forecast: PSNL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PSNL.txt [2025-12-31T20:29:49.307738] [INFO ] [sig ] [2575/3534] Completed PSNL in 0.4s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:49.307780] [INFO ] [sig ] [2576/3534] Forecasting PSO... [2025-12-31T20:29:49.307812] [INFO ] [sig ] Generating forecast for: PSO [2025-12-31T20:29:49.307843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'. [2025-12-31T20:29:49.319775] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSO'. [2025-12-31T20:29:49.320153] [INFO ] [FORECASTER] Starting predict_future for PSO [2025-12-31T20:29:49.321157] [DEBUG] [LOCAL ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt [2025-12-31T20:29:49.321241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:49.321333] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:49.321385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:49.321468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:49.386895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:49.387754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:49.387838] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:49.387873] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:49.510463] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:49.510617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:49.510661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:49.510690] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:49.514128] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=80.99%) [2025-12-31T20:29:49.514413] [INFO ] [FORECASTER] Completed predict_future for PSO [2025-12-31T20:29:49.514533] [INFO ] [sig ] PSO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:49.654781] [INFO ] [LOCAL ] Saved forecast: PSO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSO.txt [2025-12-31T20:29:49.654922] [INFO ] [sig ] [2576/3534] Completed PSO in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:49.654962] [INFO ] [sig ] [2577/3534] Forecasting PSQH... [2025-12-31T20:29:49.654992] [INFO ] [sig ] Generating forecast for: PSQH [2025-12-31T20:29:49.655022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-12-31T20:29:49.666847] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSQH'. [2025-12-31T20:29:49.667229] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-12-31T20:29:49.668028] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-12-31T20:29:49.668081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:49.668113] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:49.668139] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:49.668196] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:49.727197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:49.728128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:49.728215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:49.728248] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:49.849949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:49.850115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:49.850167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:49.850220] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:49.853739] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=12.57%) [2025-12-31T20:29:49.854035] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-12-31T20:29:49.854170] [INFO ] [sig ] PSQH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:49.998229] [INFO ] [LOCAL ] Saved forecast: PSQH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PSQH.txt [2025-12-31T20:29:49.998400] [INFO ] [sig ] [2577/3534] Completed PSQH in 0.3s | 2.91 sym/s | Total: 14.7m | ETA: 5.5m [2025-12-31T20:29:49.998453] [INFO ] [sig ] [2578/3534] Forecasting PSTG... [2025-12-31T20:29:49.998484] [INFO ] [sig ] Generating forecast for: PSTG [2025-12-31T20:29:49.998527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-12-31T20:29:50.011382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTG'. [2025-12-31T20:29:50.011812] [INFO ] [FORECASTER] Starting predict_future for PSTG [2025-12-31T20:29:50.012668] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-12-31T20:29:50.012723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:50.012757] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:50.012784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:50.012843] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:50.070661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:50.071756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:50.071841] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:50.071874] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:50.195954] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:50.196123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:50.196164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:50.196193] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:50.199525] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=12.08%) [2025-12-31T20:29:50.199812] [INFO ] [FORECASTER] Completed predict_future for PSTG [2025-12-31T20:29:50.199935] [INFO ] [sig ] PSTG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:50.339517] [INFO ] [LOCAL ] Saved forecast: PSTG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PSTG.txt [2025-12-31T20:29:50.339679] [INFO ] [sig ] [2578/3534] Completed PSTG in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m [2025-12-31T20:29:50.339722] [INFO ] [sig ] [2579/3534] Forecasting PSTL... [2025-12-31T20:29:50.339751] [INFO ] [sig ] Generating forecast for: PSTL [2025-12-31T20:29:50.339781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-12-31T20:29:50.351497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSTL'. [2025-12-31T20:29:50.351802] [INFO ] [FORECASTER] Starting predict_future for PSTL [2025-12-31T20:29:50.352544] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-12-31T20:29:50.352625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:50.352678] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:50.352706] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:50.352763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:50.409317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:50.410012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:50.410103] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:50.410143] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:50.528550] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:50.528728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:50.528770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:50.528829] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:50.532329] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=76.12%) [2025-12-31T20:29:50.532639] [INFO ] [FORECASTER] Completed predict_future for PSTL [2025-12-31T20:29:50.532771] [INFO ] [sig ] PSTL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:50.673258] [INFO ] [LOCAL ] Saved forecast: PSTL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSTL.txt [2025-12-31T20:29:50.673419] [INFO ] [sig ] [2579/3534] Completed PSTL in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m [2025-12-31T20:29:50.673459] [INFO ] [sig ] [2580/3534] Forecasting PSX... [2025-12-31T20:29:50.673490] [INFO ] [sig ] Generating forecast for: PSX [2025-12-31T20:29:50.673521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-12-31T20:29:50.685134] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PSX'. [2025-12-31T20:29:50.685481] [INFO ] [FORECASTER] Starting predict_future for PSX [2025-12-31T20:29:50.686289] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-12-31T20:29:50.686342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:50.686374] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:50.686401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:50.686459] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:50.742453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:50.743378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:50.743464] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:50.743496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:50.865202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:50.865307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:50.865344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:50.865372] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:50.868543] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=83.90%) [2025-12-31T20:29:50.868828] [INFO ] [FORECASTER] Completed predict_future for PSX [2025-12-31T20:29:50.868948] [INFO ] [sig ] PSX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:51.006254] [INFO ] [LOCAL ] Saved forecast: PSX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PSX.txt [2025-12-31T20:29:51.006377] [INFO ] [sig ] [2580/3534] Completed PSX in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m [2025-12-31T20:29:51.006416] [INFO ] [sig ] [2581/3534] Forecasting PTA... [2025-12-31T20:29:51.006445] [INFO ] [sig ] Generating forecast for: PTA [2025-12-31T20:29:51.006475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-12-31T20:29:51.017875] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTA'. [2025-12-31T20:29:51.018151] [INFO ] [FORECASTER] Starting predict_future for PTA [2025-12-31T20:29:51.018928] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-12-31T20:29:51.018980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:51.019012] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:51.019039] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:51.019098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:51.075323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:51.075954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:51.076028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:51.076060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:51.194216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:51.194358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:51.194398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:51.194427] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:51.197714] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=0.89%) [2025-12-31T20:29:51.197982] [INFO ] [FORECASTER] Completed predict_future for PTA [2025-12-31T20:29:51.198101] [INFO ] [sig ] PTA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:51.336621] [INFO ] [LOCAL ] Saved forecast: PTA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PTA.txt [2025-12-31T20:29:51.336730] [INFO ] [sig ] [2581/3534] Completed PTA in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.5m [2025-12-31T20:29:51.336767] [INFO ] [sig ] [2582/3534] Forecasting PTC... [2025-12-31T20:29:51.336797] [INFO ] [sig ] Generating forecast for: PTC [2025-12-31T20:29:51.336829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'. [2025-12-31T20:29:51.348044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTC'. [2025-12-31T20:29:51.348293] [INFO ] [FORECASTER] Starting predict_future for PTC [2025-12-31T20:29:51.349104] [DEBUG] [LOCAL ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt [2025-12-31T20:29:51.349167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:51.349205] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:51.349233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:51.349309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:51.408242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:51.408868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:51.408945] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:51.408978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:51.530320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:51.530421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:51.530456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:51.530484] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:51.533634] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: UP (p=89.90%) [2025-12-31T20:29:51.533894] [INFO ] [FORECASTER] Completed predict_future for PTC [2025-12-31T20:29:51.534013] [INFO ] [sig ] PTC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:51.672667] [INFO ] [LOCAL ] Saved forecast: PTC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PTC.txt [2025-12-31T20:29:51.672779] [INFO ] [sig ] [2582/3534] Completed PTC in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:51.672818] [INFO ] [sig ] [2583/3534] Forecasting PTEN... [2025-12-31T20:29:51.672847] [INFO ] [sig ] Generating forecast for: PTEN [2025-12-31T20:29:51.672878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'. [2025-12-31T20:29:51.684189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTEN'. [2025-12-31T20:29:51.684441] [INFO ] [FORECASTER] Starting predict_future for PTEN [2025-12-31T20:29:51.685215] [DEBUG] [LOCAL ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt [2025-12-31T20:29:51.685267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:51.685298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:51.685325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:51.685382] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:51.741658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:51.742234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:51.742308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:51.742341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:51.856752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:51.856863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:51.856900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:51.856929] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:51.860101] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=52.09%) [2025-12-31T20:29:51.860367] [INFO ] [FORECASTER] Completed predict_future for PTEN [2025-12-31T20:29:51.860487] [INFO ] [sig ] PTEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:51.998212] [INFO ] [LOCAL ] Saved forecast: PTEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PTEN.txt [2025-12-31T20:29:51.998339] [INFO ] [sig ] [2583/3534] Completed PTEN in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:51.998377] [INFO ] [sig ] [2584/3534] Forecasting PTF... [2025-12-31T20:29:51.998408] [INFO ] [sig ] Generating forecast for: PTF [2025-12-31T20:29:51.998439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'. [2025-12-31T20:29:52.009135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTF'. [2025-12-31T20:29:52.009407] [INFO ] [FORECASTER] Starting predict_future for PTF [2025-12-31T20:29:52.010205] [DEBUG] [LOCAL ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt [2025-12-31T20:29:52.010257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:52.010290] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:52.010317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:52.010374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:52.070041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:52.070797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:52.070878] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:52.070911] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:52.192678] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:52.192819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:52.192867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:52.192897] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:52.196242] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=92.33%) [2025-12-31T20:29:52.196510] [INFO ] [FORECASTER] Completed predict_future for PTF [2025-12-31T20:29:52.196649] [INFO ] [sig ] PTF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:52.335176] [INFO ] [LOCAL ] Saved forecast: PTF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PTF.txt [2025-12-31T20:29:52.335304] [INFO ] [sig ] [2584/3534] Completed PTF in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:52.335343] [INFO ] [sig ] [2585/3534] Forecasting PTGX... [2025-12-31T20:29:52.335373] [INFO ] [sig ] Generating forecast for: PTGX [2025-12-31T20:29:52.335402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'. [2025-12-31T20:29:52.346812] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTGX'. [2025-12-31T20:29:52.347131] [INFO ] [FORECASTER] Starting predict_future for PTGX [2025-12-31T20:29:52.347923] [DEBUG] [LOCAL ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt [2025-12-31T20:29:52.347974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:52.348006] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:52.348032] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:52.348090] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:52.407403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:52.408080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:52.408160] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:52.408198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:52.525255] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:52.525388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:52.525427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:52.525455] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:52.528713] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=42.60%) [2025-12-31T20:29:52.528978] [INFO ] [FORECASTER] Completed predict_future for PTGX [2025-12-31T20:29:52.529097] [INFO ] [sig ] PTGX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:52.667982] [INFO ] [LOCAL ] Saved forecast: PTGX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PTGX.txt [2025-12-31T20:29:52.668091] [INFO ] [sig ] [2585/3534] Completed PTGX in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:52.668170] [INFO ] [sig ] [2586/3534] Forecasting PTH... [2025-12-31T20:29:52.668203] [INFO ] [sig ] Generating forecast for: PTH [2025-12-31T20:29:52.668233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'. [2025-12-31T20:29:52.679011] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTH'. [2025-12-31T20:29:52.679332] [INFO ] [FORECASTER] Starting predict_future for PTH [2025-12-31T20:29:52.680150] [DEBUG] [LOCAL ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt [2025-12-31T20:29:52.680203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:52.680235] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:52.680263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:52.680322] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:52.739972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:52.740612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:52.740711] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:52.740745] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:52.847144] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:52.847249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:52.847286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:52.847314] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:52.850467] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=62.02%) [2025-12-31T20:29:52.850752] [INFO ] [FORECASTER] Completed predict_future for PTH [2025-12-31T20:29:52.850876] [INFO ] [sig ] PTH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:52.990527] [INFO ] [LOCAL ] Saved forecast: PTH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PTH.txt [2025-12-31T20:29:52.990658] [INFO ] [sig ] [2586/3534] Completed PTH in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:52.990698] [INFO ] [sig ] [2587/3534] Forecasting PTIX... [2025-12-31T20:29:52.990727] [INFO ] [sig ] Generating forecast for: PTIX [2025-12-31T20:29:52.990756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'. [2025-12-31T20:29:53.003145] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTIX'. [2025-12-31T20:29:53.003418] [INFO ] [FORECASTER] Starting predict_future for PTIX [2025-12-31T20:29:53.004217] [DEBUG] [LOCAL ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt [2025-12-31T20:29:53.004271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:53.004304] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:53.004333] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:53.004392] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:53.065825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:53.066648] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:53.066726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:53.066760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:53.189752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:53.189911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:53.189951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:53.189982] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:53.193963] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=43.18%) [2025-12-31T20:29:53.194238] [INFO ] [FORECASTER] Completed predict_future for PTIX [2025-12-31T20:29:53.194382] [INFO ] [sig ] PTIX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:53.336386] [INFO ] [LOCAL ] Saved forecast: PTIX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PTIX.txt [2025-12-31T20:29:53.336511] [INFO ] [sig ] [2587/3534] Completed PTIX in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:53.336551] [INFO ] [sig ] [2588/3534] Forecasting PTLO... [2025-12-31T20:29:53.336597] [INFO ] [sig ] Generating forecast for: PTLO [2025-12-31T20:29:53.336630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'. [2025-12-31T20:29:53.347749] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTLO'. [2025-12-31T20:29:53.347998] [INFO ] [FORECASTER] Starting predict_future for PTLO [2025-12-31T20:29:53.348765] [DEBUG] [LOCAL ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt [2025-12-31T20:29:53.348817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:53.348849] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:53.348875] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:53.348933] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:53.405321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:53.405935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:53.406012] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:53.406045] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:53.525419] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:53.525545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:53.525601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:53.525632] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:53.528855] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=99.02%) [2025-12-31T20:29:53.529120] [INFO ] [FORECASTER] Completed predict_future for PTLO [2025-12-31T20:29:53.529265] [INFO ] [sig ] PTLO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:53.669967] [INFO ] [LOCAL ] Saved forecast: PTLO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PTLO.txt [2025-12-31T20:29:53.670102] [INFO ] [sig ] [2588/3534] Completed PTLO in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:53.670142] [INFO ] [sig ] [2589/3534] Forecasting PTNQ... [2025-12-31T20:29:53.670171] [INFO ] [sig ] Generating forecast for: PTNQ [2025-12-31T20:29:53.670201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'. [2025-12-31T20:29:53.682311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'. [2025-12-31T20:29:53.682586] [INFO ] [FORECASTER] Starting predict_future for PTNQ [2025-12-31T20:29:53.683326] [DEBUG] [LOCAL ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt [2025-12-31T20:29:53.683378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:53.683410] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:53.683437] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:53.683494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:53.741320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:53.742097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:53.742173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:53.742205] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:53.863368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:53.863523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:53.863597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:53.863631] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:53.867107] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=22.86%) [2025-12-31T20:29:53.867374] [INFO ] [FORECASTER] Completed predict_future for PTNQ [2025-12-31T20:29:53.867681] [INFO ] [sig ] PTNQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:54.008190] [INFO ] [LOCAL ] Saved forecast: PTNQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PTNQ.txt [2025-12-31T20:29:54.008344] [INFO ] [sig ] [2589/3534] Completed PTNQ in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:54.008383] [INFO ] [sig ] [2590/3534] Forecasting PTON... [2025-12-31T20:29:54.008413] [INFO ] [sig ] Generating forecast for: PTON [2025-12-31T20:29:54.008444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'. [2025-12-31T20:29:54.020071] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTON'. [2025-12-31T20:29:54.020332] [INFO ] [FORECASTER] Starting predict_future for PTON [2025-12-31T20:29:54.021293] [DEBUG] [LOCAL ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt [2025-12-31T20:29:54.021345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:54.021590] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:54.021620] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:54.021678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:54.079787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:54.080385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:54.080461] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:54.080493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:54.201887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:54.202023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:54.202060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:54.202089] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:54.205546] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=70.53%) [2025-12-31T20:29:54.205837] [INFO ] [FORECASTER] Completed predict_future for PTON [2025-12-31T20:29:54.205959] [INFO ] [sig ] PTON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:54.344102] [INFO ] [LOCAL ] Saved forecast: PTON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PTON.txt [2025-12-31T20:29:54.344209] [INFO ] [sig ] [2590/3534] Completed PTON in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:54.344246] [INFO ] [sig ] [2591/3534] Forecasting PTY... [2025-12-31T20:29:54.344276] [INFO ] [sig ] Generating forecast for: PTY [2025-12-31T20:29:54.344307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-12-31T20:29:54.355562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PTY'. [2025-12-31T20:29:54.355833] [INFO ] [FORECASTER] Starting predict_future for PTY [2025-12-31T20:29:54.356777] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-12-31T20:29:54.356829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:54.356860] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:54.356888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:54.356945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:54.413378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:54.414027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:54.414116] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:54.414149] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:54.534259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:54.534383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:54.534420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:54.534448] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:54.537674] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=72.00%) [2025-12-31T20:29:54.537945] [INFO ] [FORECASTER] Completed predict_future for PTY [2025-12-31T20:29:54.538065] [INFO ] [sig ] PTY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:54.678151] [INFO ] [LOCAL ] Saved forecast: PTY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PTY.txt [2025-12-31T20:29:54.678263] [INFO ] [sig ] [2591/3534] Completed PTY in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:54.678301] [INFO ] [sig ] [2592/3534] Forecasting PUBM... [2025-12-31T20:29:54.678331] [INFO ] [sig ] Generating forecast for: PUBM [2025-12-31T20:29:54.678360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'. [2025-12-31T20:29:54.689433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUBM'. [2025-12-31T20:29:54.689706] [INFO ] [FORECASTER] Starting predict_future for PUBM [2025-12-31T20:29:54.690438] [DEBUG] [LOCAL ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt [2025-12-31T20:29:54.690489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:54.690522] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:54.690548] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:54.690631] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:54.746387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:54.746977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:54.747051] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:54.747082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:54.866913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:54.867022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:54.867058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:54.867087] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:54.870262] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-12-31T20:29:54.870526] [INFO ] [FORECASTER] Completed predict_future for PUBM [2025-12-31T20:29:54.870667] [INFO ] [sig ] PUBM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:55.030505] [INFO ] [LOCAL ] Saved forecast: PUBM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PUBM.txt [2025-12-31T20:29:55.030740] [INFO ] [sig ] [2592/3534] Completed PUBM in 0.4s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:55.030808] [INFO ] [sig ] [2593/3534] Forecasting PUK... [2025-12-31T20:29:55.030851] [INFO ] [sig ] Generating forecast for: PUK [2025-12-31T20:29:55.030907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-12-31T20:29:55.047562] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUK'. [2025-12-31T20:29:55.047960] [INFO ] [FORECASTER] Starting predict_future for PUK [2025-12-31T20:29:55.049186] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-12-31T20:29:55.049273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:55.049549] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:55.049612] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:55.049698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:55.126311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:55.127169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:55.127249] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:55.127281] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:55.247293] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:55.247442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:55.247484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:55.247513] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:55.251262] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=93.87%) [2025-12-31T20:29:55.251546] [INFO ] [FORECASTER] Completed predict_future for PUK [2025-12-31T20:29:55.251886] [INFO ] [sig ] PUK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:55.391890] [INFO ] [LOCAL ] Saved forecast: PUK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PUK.txt [2025-12-31T20:29:55.392009] [INFO ] [sig ] [2593/3534] Completed PUK in 0.4s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:55.392058] [INFO ] [sig ] [2594/3534] Forecasting PUMP... [2025-12-31T20:29:55.392089] [INFO ] [sig ] Generating forecast for: PUMP [2025-12-31T20:29:55.392119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'. [2025-12-31T20:29:55.403654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PUMP'. [2025-12-31T20:29:55.403912] [INFO ] [FORECASTER] Starting predict_future for PUMP [2025-12-31T20:29:55.404676] [DEBUG] [LOCAL ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt [2025-12-31T20:29:55.404728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:55.404761] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:55.404789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:55.404846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:55.461840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:55.462624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:55.462719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:55.462761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:55.587010] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:55.587168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:55.587213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:55.587242] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:55.590616] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=50.86%) [2025-12-31T20:29:55.590887] [INFO ] [FORECASTER] Completed predict_future for PUMP [2025-12-31T20:29:55.591016] [INFO ] [sig ] PUMP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:55.731010] [INFO ] [LOCAL ] Saved forecast: PUMP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PUMP.txt [2025-12-31T20:29:55.731162] [INFO ] [sig ] [2594/3534] Completed PUMP in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:55.731202] [INFO ] [sig ] [2595/3534] Forecasting PVH... [2025-12-31T20:29:55.731234] [INFO ] [sig ] Generating forecast for: PVH [2025-12-31T20:29:55.731266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-12-31T20:29:55.743537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVH'. [2025-12-31T20:29:55.744007] [INFO ] [FORECASTER] Starting predict_future for PVH [2025-12-31T20:29:55.744812] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-12-31T20:29:55.744864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:55.744896] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:55.744923] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:55.744980] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:55.801660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:55.802521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:55.802625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:55.802660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:55.925999] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:55.926158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:55.926198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:55.926226] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:55.929627] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=97.48%) [2025-12-31T20:29:55.929901] [INFO ] [FORECASTER] Completed predict_future for PVH [2025-12-31T20:29:55.930023] [INFO ] [sig ] PVH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:56.070322] [INFO ] [LOCAL ] Saved forecast: PVH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PVH.txt [2025-12-31T20:29:56.070488] [INFO ] [sig ] [2595/3534] Completed PVH in 0.3s | 2.91 sym/s | Total: 14.8m | ETA: 5.4m [2025-12-31T20:29:56.070526] [INFO ] [sig ] [2596/3534] Forecasting PVL... [2025-12-31T20:29:56.070557] [INFO ] [sig ] Generating forecast for: PVL [2025-12-31T20:29:56.070610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-12-31T20:29:56.081755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PVL'. [2025-12-31T20:29:56.082087] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-12-31T20:29:56.082880] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-12-31T20:29:56.082932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:56.082964] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:56.082991] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:56.083048] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:56.143400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:56.144284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:56.144385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:56.144419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:56.259387] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:56.259533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:56.259588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:56.259648] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:56.263024] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-12-31T20:29:56.263292] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-12-31T20:29:56.263413] [INFO ] [sig ] PVL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:56.402029] [INFO ] [LOCAL ] Saved forecast: PVL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PVL.txt [2025-12-31T20:29:56.402165] [INFO ] [sig ] [2596/3534] Completed PVL in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m [2025-12-31T20:29:56.402204] [INFO ] [sig ] [2597/3534] Forecasting PWP... [2025-12-31T20:29:56.402239] [INFO ] [sig ] Generating forecast for: PWP [2025-12-31T20:29:56.402271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'. [2025-12-31T20:29:56.413719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PWP'. [2025-12-31T20:29:56.414013] [INFO ] [FORECASTER] Starting predict_future for PWP [2025-12-31T20:29:56.414800] [DEBUG] [LOCAL ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt [2025-12-31T20:29:56.414851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:56.414883] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:56.414910] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:56.414967] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:56.471452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:56.472137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:56.472215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:56.472250] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:56.589168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:56.589330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:56.589372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:56.589400] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:56.592769] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=77.87%) [2025-12-31T20:29:56.593036] [INFO ] [FORECASTER] Completed predict_future for PWP [2025-12-31T20:29:56.593156] [INFO ] [sig ] PWP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:56.731685] [INFO ] [LOCAL ] Saved forecast: PWP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PWP.txt [2025-12-31T20:29:56.731813] [INFO ] [sig ] [2597/3534] Completed PWP in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m [2025-12-31T20:29:56.731851] [INFO ] [sig ] [2598/3534] Forecasting PX... [2025-12-31T20:29:56.731881] [INFO ] [sig ] Generating forecast for: PX [2025-12-31T20:29:56.731911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-12-31T20:29:56.743082] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PX'. [2025-12-31T20:29:56.743378] [INFO ] [FORECASTER] Starting predict_future for PX [2025-12-31T20:29:56.744147] [DEBUG] [LOCAL ] No optimal features file found for PX: ./output/feature-sets/PX.txt [2025-12-31T20:29:56.744198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:56.744230] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:56.744256] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:56.744315] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:56.800872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:56.801533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:56.801626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:56.801660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:56.926183] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:56.926333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:56.926372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:56.926401] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:56.929834] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=49.54%) [2025-12-31T20:29:56.930103] [INFO ] [FORECASTER] Completed predict_future for PX [2025-12-31T20:29:56.930224] [INFO ] [sig ] PX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:57.068510] [INFO ] [LOCAL ] Saved forecast: PX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PX.txt [2025-12-31T20:29:57.068707] [INFO ] [sig ] [2598/3534] Completed PX in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m [2025-12-31T20:29:57.068749] [INFO ] [sig ] [2599/3534] Forecasting PXS... [2025-12-31T20:29:57.068779] [INFO ] [sig ] Generating forecast for: PXS [2025-12-31T20:29:57.068810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'. [2025-12-31T20:29:57.079946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PXS'. [2025-12-31T20:29:57.080406] [INFO ] [FORECASTER] Starting predict_future for PXS [2025-12-31T20:29:57.081265] [DEBUG] [LOCAL ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt [2025-12-31T20:29:57.081321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:57.081354] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:57.081383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:57.081448] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:57.138519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:57.139386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:57.139467] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:57.139499] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:57.245178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:57.245319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:57.245360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:57.245391] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:57.249132] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: UP (p=78.37%) [2025-12-31T20:29:57.249448] [INFO ] [FORECASTER] Completed predict_future for PXS [2025-12-31T20:29:57.249618] [INFO ] [sig ] PXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:57.396302] [INFO ] [LOCAL ] Saved forecast: PXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PXS.txt [2025-12-31T20:29:57.396459] [INFO ] [sig ] [2599/3534] Completed PXS in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.4m [2025-12-31T20:29:57.396498] [INFO ] [sig ] [2600/3534] Forecasting PY... [2025-12-31T20:29:57.396529] [INFO ] [sig ] Generating forecast for: PY [2025-12-31T20:29:57.396560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'. [2025-12-31T20:29:57.407036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PY'. [2025-12-31T20:29:57.407349] [INFO ] [FORECASTER] Starting predict_future for PY [2025-12-31T20:29:57.408186] [DEBUG] [LOCAL ] No optimal features file found for PY: ./output/feature-sets/PY.txt [2025-12-31T20:29:57.408240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:57.408275] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:57.408304] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:57.408363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:57.466477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:57.467180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:57.467261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:57.467295] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:57.572453] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:57.572625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:57.572667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:57.572698] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:57.576186] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=90.42%) [2025-12-31T20:29:57.576461] [INFO ] [FORECASTER] Completed predict_future for PY [2025-12-31T20:29:57.576604] [INFO ] [sig ] PY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:57.721143] [INFO ] [LOCAL ] Saved forecast: PY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PY.txt [2025-12-31T20:29:57.721301] [INFO ] [sig ] [2600/3534] Completed PY in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:29:57.721348] [INFO ] [sig ] [2601/3534] Forecasting PYPL... [2025-12-31T20:29:57.721385] [INFO ] [sig ] Generating forecast for: PYPL [2025-12-31T20:29:57.721421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'. [2025-12-31T20:29:57.732463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYPL'. [2025-12-31T20:29:57.732809] [INFO ] [FORECASTER] Starting predict_future for PYPL [2025-12-31T20:29:57.733562] [DEBUG] [LOCAL ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt [2025-12-31T20:29:57.733631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:57.733663] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:57.733689] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:57.733746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:57.791556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:57.792377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:57.792460] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:57.792494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:57.915200] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:57.915350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:57.915389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:57.915417] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:57.918775] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: UP (p=81.89%) [2025-12-31T20:29:57.919046] [INFO ] [FORECASTER] Completed predict_future for PYPL [2025-12-31T20:29:57.919168] [INFO ] [sig ] PYPL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:58.057258] [INFO ] [LOCAL ] Saved forecast: PYPL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PYPL.txt [2025-12-31T20:29:58.057418] [INFO ] [sig ] [2601/3534] Completed PYPL in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:29:58.057459] [INFO ] [sig ] [2602/3534] Forecasting PYXS... [2025-12-31T20:29:58.057489] [INFO ] [sig ] Generating forecast for: PYXS [2025-12-31T20:29:58.057521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'. [2025-12-31T20:29:58.069039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PYXS'. [2025-12-31T20:29:58.069400] [INFO ] [FORECASTER] Starting predict_future for PYXS [2025-12-31T20:29:58.070202] [DEBUG] [LOCAL ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt [2025-12-31T20:29:58.070254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:58.070292] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:58.070320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:58.070380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:58.129877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:58.130784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:58.130869] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:58.130904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:58.256690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:58.256847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:58.256889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:58.256917] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:58.261717] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=67.20%) [2025-12-31T20:29:58.262271] [INFO ] [FORECASTER] Completed predict_future for PYXS [2025-12-31T20:29:58.262420] [INFO ] [sig ] PYXS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:58.406289] [INFO ] [LOCAL ] Saved forecast: PYXS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/PYXS.txt [2025-12-31T20:29:58.406451] [INFO ] [sig ] [2602/3534] Completed PYXS in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:29:58.406492] [INFO ] [sig ] [2603/3534] Forecasting PZZA... [2025-12-31T20:29:58.406521] [INFO ] [sig ] Generating forecast for: PZZA [2025-12-31T20:29:58.406551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'. [2025-12-31T20:29:58.418111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'PZZA'. [2025-12-31T20:29:58.418424] [INFO ] [FORECASTER] Starting predict_future for PZZA [2025-12-31T20:29:58.419222] [DEBUG] [LOCAL ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt [2025-12-31T20:29:58.419299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:58.419332] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:58.419360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:58.419418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:58.476613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:58.477326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:58.477449] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:58.477491] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:58.597741] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:58.597886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:58.597928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:58.597959] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:58.604551] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=43.74%) [2025-12-31T20:29:58.604860] [INFO ] [FORECASTER] Completed predict_future for PZZA [2025-12-31T20:29:58.604987] [INFO ] [sig ] PZZA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:58.748339] [INFO ] [LOCAL ] Saved forecast: PZZA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/PZZA.txt [2025-12-31T20:29:58.748480] [INFO ] [sig ] [2603/3534] Completed PZZA in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:29:58.748519] [INFO ] [sig ] [2604/3534] Forecasting QBTS... [2025-12-31T20:29:58.748549] [INFO ] [sig ] Generating forecast for: QBTS [2025-12-31T20:29:58.748597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'. [2025-12-31T20:29:58.760366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QBTS'. [2025-12-31T20:29:58.760701] [INFO ] [FORECASTER] Starting predict_future for QBTS [2025-12-31T20:29:58.761508] [DEBUG] [LOCAL ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt [2025-12-31T20:29:58.761561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:58.761636] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:58.761674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:58.761735] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:58.818531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:58.819202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:58.819304] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:58.819341] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:58.945410] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:58.945585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:58.945629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:58.945660] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:58.949187] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=33.24%) [2025-12-31T20:29:58.949504] [INFO ] [FORECASTER] Completed predict_future for QBTS [2025-12-31T20:29:58.949656] [INFO ] [sig ] QBTS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:59.093696] [INFO ] [LOCAL ] Saved forecast: QBTS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QBTS.txt [2025-12-31T20:29:59.093855] [INFO ] [sig ] [2604/3534] Completed QBTS in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:29:59.093893] [INFO ] [sig ] [2605/3534] Forecasting QCLN... [2025-12-31T20:29:59.093923] [INFO ] [sig ] Generating forecast for: QCLN [2025-12-31T20:29:59.093954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'. [2025-12-31T20:29:59.105236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCLN'. [2025-12-31T20:29:59.105590] [INFO ] [FORECASTER] Starting predict_future for QCLN [2025-12-31T20:29:59.106359] [DEBUG] [LOCAL ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt [2025-12-31T20:29:59.106410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:59.106442] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:59.106468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:59.106524] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:59.164648] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:59.165521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:59.165624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:59.165661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:59.285974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:59.286113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:59.286151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:59.286180] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:59.289493] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=3.31%) [2025-12-31T20:29:59.289806] [INFO ] [FORECASTER] Completed predict_future for QCLN [2025-12-31T20:29:59.289933] [INFO ] [sig ] QCLN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:29:59.432340] [INFO ] [LOCAL ] Saved forecast: QCLN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QCLN.txt [2025-12-31T20:29:59.432516] [INFO ] [sig ] [2605/3534] Completed QCLN in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:29:59.432556] [INFO ] [sig ] [2606/3534] Forecasting QCOM... [2025-12-31T20:29:59.432608] [INFO ] [sig ] Generating forecast for: QCOM [2025-12-31T20:29:59.432639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'. [2025-12-31T20:29:59.444650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCOM'. [2025-12-31T20:29:59.445032] [INFO ] [FORECASTER] Starting predict_future for QCOM [2025-12-31T20:29:59.445843] [DEBUG] [LOCAL ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt [2025-12-31T20:29:59.445910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:59.445946] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:59.445975] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:59.446036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:59.503339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:59.504196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:59.504279] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:59.504318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:59.626053] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:59.626207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:59.626246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:59.626276] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:59.629656] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=61.04%) [2025-12-31T20:29:59.629933] [INFO ] [FORECASTER] Completed predict_future for QCOM [2025-12-31T20:29:59.630052] [INFO ] [sig ] QCOM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:29:59.773274] [INFO ] [LOCAL ] Saved forecast: QCOM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QCOM.txt [2025-12-31T20:29:59.773430] [INFO ] [sig ] [2606/3534] Completed QCOM in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:29:59.773471] [INFO ] [sig ] [2607/3534] Forecasting QCRH... [2025-12-31T20:29:59.773501] [INFO ] [sig ] Generating forecast for: QCRH [2025-12-31T20:29:59.773532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'. [2025-12-31T20:29:59.784423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QCRH'. [2025-12-31T20:29:59.784758] [INFO ] [FORECASTER] Starting predict_future for QCRH [2025-12-31T20:29:59.785504] [DEBUG] [LOCAL ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt [2025-12-31T20:29:59.785556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:29:59.785613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:29:59.785643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:29:59.785700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:29:59.842681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:29:59.843535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:29:59.843638] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:29:59.843676] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:29:59.960850] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:29:59.961006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:29:59.961045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:29:59.961074] [INFO ] [FORECASTER] Training complete [2025-12-31T20:29:59.964599] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=17.79%) [2025-12-31T20:29:59.964874] [INFO ] [FORECASTER] Completed predict_future for QCRH [2025-12-31T20:29:59.964993] [INFO ] [sig ] QCRH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:00.108527] [INFO ] [LOCAL ] Saved forecast: QCRH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QCRH.txt [2025-12-31T20:30:00.108712] [INFO ] [sig ] [2607/3534] Completed QCRH in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:30:00.108754] [INFO ] [sig ] [2608/3534] Forecasting QDEL... [2025-12-31T20:30:00.108784] [INFO ] [sig ] Generating forecast for: QDEL [2025-12-31T20:30:00.108814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'. [2025-12-31T20:30:00.120255] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QDEL'. [2025-12-31T20:30:00.120640] [INFO ] [FORECASTER] Starting predict_future for QDEL [2025-12-31T20:30:00.121431] [DEBUG] [LOCAL ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt [2025-12-31T20:30:00.121486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:00.121520] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:00.121549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:00.121632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:00.182861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:00.183746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:00.183828] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:00.183863] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:00.302149] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:00.302310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:00.302350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:00.302381] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:00.305859] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=70.11%) [2025-12-31T20:30:00.306142] [INFO ] [FORECASTER] Completed predict_future for QDEL [2025-12-31T20:30:00.306267] [INFO ] [sig ] QDEL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:00.449241] [INFO ] [LOCAL ] Saved forecast: QDEL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QDEL.txt [2025-12-31T20:30:00.449408] [INFO ] [sig ] [2608/3534] Completed QDEL in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:30:00.449452] [INFO ] [sig ] [2609/3534] Forecasting QFIN... [2025-12-31T20:30:00.449483] [INFO ] [sig ] Generating forecast for: QFIN [2025-12-31T20:30:00.449515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'. [2025-12-31T20:30:00.462284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QFIN'. [2025-12-31T20:30:00.462724] [INFO ] [FORECASTER] Starting predict_future for QFIN [2025-12-31T20:30:00.463487] [DEBUG] [LOCAL ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt [2025-12-31T20:30:00.463538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:00.463570] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:00.463626] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:00.463684] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:00.521972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:00.522840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:00.522923] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:00.522957] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:00.647472] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:00.647648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:00.647702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:00.647741] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:00.651334] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=51.95%) [2025-12-31T20:30:00.651642] [INFO ] [FORECASTER] Completed predict_future for QFIN [2025-12-31T20:30:00.651774] [INFO ] [sig ] QFIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:00.795221] [INFO ] [LOCAL ] Saved forecast: QFIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QFIN.txt [2025-12-31T20:30:00.795385] [INFO ] [sig ] [2609/3534] Completed QFIN in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:30:00.795429] [INFO ] [sig ] [2610/3534] Forecasting QGEN... [2025-12-31T20:30:00.795458] [INFO ] [sig ] Generating forecast for: QGEN [2025-12-31T20:30:00.795489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-12-31T20:30:00.807206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QGEN'. [2025-12-31T20:30:00.807598] [INFO ] [FORECASTER] Starting predict_future for QGEN [2025-12-31T20:30:00.808383] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-12-31T20:30:00.808436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:00.808493] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:00.808523] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:00.808919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:00.867524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:00.868446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:00.868533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:00.868567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:00.994112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:00.994276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:00.994317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:00.994347] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:00.998033] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=5.22%) [2025-12-31T20:30:00.998373] [INFO ] [FORECASTER] Completed predict_future for QGEN [2025-12-31T20:30:00.998513] [INFO ] [sig ] QGEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:01.151906] [INFO ] [LOCAL ] Saved forecast: QGEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QGEN.txt [2025-12-31T20:30:01.152166] [INFO ] [sig ] [2610/3534] Completed QGEN in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:30:01.152237] [INFO ] [sig ] [2611/3534] Forecasting QLYS... [2025-12-31T20:30:01.152285] [INFO ] [sig ] Generating forecast for: QLYS [2025-12-31T20:30:01.152339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'. [2025-12-31T20:30:01.167449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QLYS'. [2025-12-31T20:30:01.167955] [INFO ] [FORECASTER] Starting predict_future for QLYS [2025-12-31T20:30:01.168875] [DEBUG] [LOCAL ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt [2025-12-31T20:30:01.168932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:01.168978] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:01.169018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:01.169081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:01.229535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:01.230510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:01.230646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:01.230682] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:01.354640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:01.354806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:01.354849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:01.354880] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:01.358284] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=5.86%) [2025-12-31T20:30:01.358614] [INFO ] [FORECASTER] Completed predict_future for QLYS [2025-12-31T20:30:01.358745] [INFO ] [sig ] QLYS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:01.501710] [INFO ] [LOCAL ] Saved forecast: QLYS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QLYS.txt [2025-12-31T20:30:01.501879] [INFO ] [sig ] [2611/3534] Completed QLYS in 0.3s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:30:01.501919] [INFO ] [sig ] [2612/3534] Forecasting QMCO... [2025-12-31T20:30:01.501949] [INFO ] [sig ] Generating forecast for: QMCO [2025-12-31T20:30:01.501978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'. [2025-12-31T20:30:01.514827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMCO'. [2025-12-31T20:30:01.515284] [INFO ] [FORECASTER] Starting predict_future for QMCO [2025-12-31T20:30:01.516246] [DEBUG] [LOCAL ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt [2025-12-31T20:30:01.516307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:01.516346] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:01.516374] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:01.516433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:01.580737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:01.581676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:01.581771] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:01.581804] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:01.712961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:01.713132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:01.713172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:01.713201] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:01.716952] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=96.81%) [2025-12-31T20:30:01.717279] [INFO ] [FORECASTER] Completed predict_future for QMCO [2025-12-31T20:30:01.717418] [INFO ] [sig ] QMCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:01.924304] [INFO ] [LOCAL ] Saved forecast: QMCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QMCO.txt [2025-12-31T20:30:01.924537] [INFO ] [sig ] [2612/3534] Completed QMCO in 0.4s | 2.91 sym/s | Total: 14.9m | ETA: 5.3m [2025-12-31T20:30:01.924621] [INFO ] [sig ] [2613/3534] Forecasting QMOM... [2025-12-31T20:30:01.924666] [INFO ] [sig ] Generating forecast for: QMOM [2025-12-31T20:30:01.924713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'. [2025-12-31T20:30:01.940797] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QMOM'. [2025-12-31T20:30:01.941366] [INFO ] [FORECASTER] Starting predict_future for QMOM [2025-12-31T20:30:01.942648] [DEBUG] [LOCAL ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt [2025-12-31T20:30:01.942733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:01.942780] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:01.942816] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:01.942895] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:02.015256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:02.016222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:02.016317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:02.016351] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:02.139534] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:02.139744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:02.139786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:02.139846] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:02.144884] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=79.09%) [2025-12-31T20:30:02.145311] [INFO ] [FORECASTER] Completed predict_future for QMOM [2025-12-31T20:30:02.145477] [INFO ] [sig ] QMOM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:02.333204] [INFO ] [LOCAL ] Saved forecast: QMOM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QMOM.txt [2025-12-31T20:30:02.333381] [INFO ] [sig ] [2613/3534] Completed QMOM in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m [2025-12-31T20:30:02.333424] [INFO ] [sig ] [2614/3534] Forecasting QNCX... [2025-12-31T20:30:02.333454] [INFO ] [sig ] Generating forecast for: QNCX [2025-12-31T20:30:02.333487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'. [2025-12-31T20:30:02.346380] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNCX'. [2025-12-31T20:30:02.346886] [INFO ] [FORECASTER] Starting predict_future for QNCX [2025-12-31T20:30:02.348109] [DEBUG] [LOCAL ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt [2025-12-31T20:30:02.348236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:02.348273] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:02.348301] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:02.348380] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:02.414734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:02.415674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:02.415780] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:02.415815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:02.550543] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:02.550680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:02.550720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:02.550749] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:02.554195] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=43.92%) [2025-12-31T20:30:02.554517] [INFO ] [FORECASTER] Completed predict_future for QNCX [2025-12-31T20:30:02.554857] [INFO ] [sig ] QNCX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:02.699651] [INFO ] [LOCAL ] Saved forecast: QNCX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QNCX.txt [2025-12-31T20:30:02.699811] [INFO ] [sig ] [2614/3534] Completed QNCX in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m [2025-12-31T20:30:02.699854] [INFO ] [sig ] [2615/3534] Forecasting QNTM... [2025-12-31T20:30:02.699884] [INFO ] [sig ] Generating forecast for: QNTM [2025-12-31T20:30:02.699915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'. [2025-12-31T20:30:02.714479] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QNTM'. [2025-12-31T20:30:02.714870] [INFO ] [FORECASTER] Starting predict_future for QNTM [2025-12-31T20:30:02.715674] [DEBUG] [LOCAL ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt [2025-12-31T20:30:02.715726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:02.715759] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:02.715786] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:02.715844] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:02.774955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:02.775829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:02.775917] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:02.775951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:02.901932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:02.902077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:02.902115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:02.902145] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:02.906099] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=36.31%) [2025-12-31T20:30:02.906428] [INFO ] [FORECASTER] Completed predict_future for QNTM [2025-12-31T20:30:02.906561] [INFO ] [sig ] QNTM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:03.079838] [INFO ] [LOCAL ] Saved forecast: QNTM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QNTM.txt [2025-12-31T20:30:03.079994] [INFO ] [sig ] [2615/3534] Completed QNTM in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m [2025-12-31T20:30:03.080038] [INFO ] [sig ] [2616/3534] Forecasting QQMG... [2025-12-31T20:30:03.080072] [INFO ] [sig ] Generating forecast for: QQMG [2025-12-31T20:30:03.080105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'. [2025-12-31T20:30:03.164650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQMG'. [2025-12-31T20:30:03.165074] [INFO ] [FORECASTER] Starting predict_future for QQMG [2025-12-31T20:30:03.165969] [DEBUG] [LOCAL ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt [2025-12-31T20:30:03.166025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:03.166061] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:03.166089] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:03.166150] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:03.225490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:03.226410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:03.226496] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:03.226531] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:03.338752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:03.338932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:03.338982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:03.339012] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:03.342978] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=63.23%) [2025-12-31T20:30:03.343387] [INFO ] [FORECASTER] Completed predict_future for QQMG [2025-12-31T20:30:03.343540] [INFO ] [sig ] QQMG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:03.489665] [INFO ] [LOCAL ] Saved forecast: QQMG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QQMG.txt [2025-12-31T20:30:03.489825] [INFO ] [sig ] [2616/3534] Completed QQMG in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.3m [2025-12-31T20:30:03.489867] [INFO ] [sig ] [2617/3534] Forecasting QQQ... [2025-12-31T20:30:03.489897] [INFO ] [sig ] Generating forecast for: QQQ [2025-12-31T20:30:03.489927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'. [2025-12-31T20:30:03.500993] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQ'. [2025-12-31T20:30:03.501363] [INFO ] [FORECASTER] Starting predict_future for QQQ [2025-12-31T20:30:03.502178] [DEBUG] [LOCAL ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt [2025-12-31T20:30:03.502231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:03.502277] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:03.502305] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:03.502363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:03.560636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:03.561471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:03.561569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:03.561624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:03.688430] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:03.688775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:03.688816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:03.688845] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:03.692845] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: DOWN (p=13.07%) [2025-12-31T20:30:03.693136] [INFO ] [FORECASTER] Completed predict_future for QQQ [2025-12-31T20:30:03.693265] [INFO ] [sig ] QQQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:03.834229] [INFO ] [LOCAL ] Saved forecast: QQQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QQQ.txt [2025-12-31T20:30:03.834374] [INFO ] [sig ] [2617/3534] Completed QQQ in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:03.834416] [INFO ] [sig ] [2618/3534] Forecasting QQQE... [2025-12-31T20:30:03.834447] [INFO ] [sig ] Generating forecast for: QQQE [2025-12-31T20:30:03.834478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'. [2025-12-31T20:30:03.845853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQE'. [2025-12-31T20:30:03.846146] [INFO ] [FORECASTER] Starting predict_future for QQQE [2025-12-31T20:30:03.846951] [DEBUG] [LOCAL ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt [2025-12-31T20:30:03.847004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:03.847039] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:03.847066] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:03.847125] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:03.906774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:03.907444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:03.907525] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:03.907558] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:04.025211] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:04.025369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:04.025409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:04.025437] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:04.028762] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=85.13%) [2025-12-31T20:30:04.029040] [INFO ] [FORECASTER] Completed predict_future for QQQE [2025-12-31T20:30:04.029162] [INFO ] [sig ] QQQE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:04.183398] [INFO ] [LOCAL ] Saved forecast: QQQE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QQQE.txt [2025-12-31T20:30:04.183766] [INFO ] [sig ] [2618/3534] Completed QQQE in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:04.183809] [INFO ] [sig ] [2619/3534] Forecasting QQQI... [2025-12-31T20:30:04.183840] [INFO ] [sig ] Generating forecast for: QQQI [2025-12-31T20:30:04.183869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'. [2025-12-31T20:30:04.195468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQI'. [2025-12-31T20:30:04.195770] [INFO ] [FORECASTER] Starting predict_future for QQQI [2025-12-31T20:30:04.196547] [DEBUG] [LOCAL ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt [2025-12-31T20:30:04.196617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:04.196650] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:04.196677] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:04.196734] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:04.256737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:04.257516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:04.257633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:04.257679] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:04.373372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:04.373535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:04.373595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:04.373627] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:04.377169] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=77.01%) [2025-12-31T20:30:04.377452] [INFO ] [FORECASTER] Completed predict_future for QQQI [2025-12-31T20:30:04.377600] [INFO ] [sig ] QQQI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:04.579606] [INFO ] [LOCAL ] Saved forecast: QQQI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QQQI.txt [2025-12-31T20:30:04.579771] [INFO ] [sig ] [2619/3534] Completed QQQI in 0.4s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:04.579814] [INFO ] [sig ] [2620/3534] Forecasting QQQJ... [2025-12-31T20:30:04.579847] [INFO ] [sig ] Generating forecast for: QQQJ [2025-12-31T20:30:04.579879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'. [2025-12-31T20:30:04.591361] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'. [2025-12-31T20:30:04.591762] [INFO ] [FORECASTER] Starting predict_future for QQQJ [2025-12-31T20:30:04.592646] [DEBUG] [LOCAL ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt [2025-12-31T20:30:04.592701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:04.592735] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:04.592764] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:04.592825] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:04.654450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:04.655359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:04.655481] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:04.655517] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:04.775437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:04.775629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:04.775688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:04.775719] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:04.779285] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=30.79%) [2025-12-31T20:30:04.779640] [INFO ] [FORECASTER] Completed predict_future for QQQJ [2025-12-31T20:30:04.779777] [INFO ] [sig ] QQQJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:04.920245] [INFO ] [LOCAL ] Saved forecast: QQQJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QQQJ.txt [2025-12-31T20:30:04.920386] [INFO ] [sig ] [2620/3534] Completed QQQJ in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:04.920433] [INFO ] [sig ] [2621/3534] Forecasting QQQM... [2025-12-31T20:30:04.920468] [INFO ] [sig ] Generating forecast for: QQQM [2025-12-31T20:30:04.920501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'. [2025-12-31T20:30:04.931609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQM'. [2025-12-31T20:30:04.931931] [INFO ] [FORECASTER] Starting predict_future for QQQM [2025-12-31T20:30:04.932708] [DEBUG] [LOCAL ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt [2025-12-31T20:30:04.932759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:04.932791] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:04.932818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:04.932877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:04.988824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:04.989634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:04.989716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:04.989748] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:05.107334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:05.107488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:05.107527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:05.107558] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:05.110941] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=70.10%) [2025-12-31T20:30:05.111209] [INFO ] [FORECASTER] Completed predict_future for QQQM [2025-12-31T20:30:05.111332] [INFO ] [sig ] QQQM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:05.251081] [INFO ] [LOCAL ] Saved forecast: QQQM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QQQM.txt [2025-12-31T20:30:05.251236] [INFO ] [sig ] [2621/3534] Completed QQQM in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:05.251277] [INFO ] [sig ] [2622/3534] Forecasting QQQX... [2025-12-31T20:30:05.251306] [INFO ] [sig ] Generating forecast for: QQQX [2025-12-31T20:30:05.251337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'. [2025-12-31T20:30:05.262403] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQX'. [2025-12-31T20:30:05.262786] [INFO ] [FORECASTER] Starting predict_future for QQQX [2025-12-31T20:30:05.263598] [DEBUG] [LOCAL ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt [2025-12-31T20:30:05.263653] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:05.263685] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:05.263711] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:05.263768] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:05.320710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:05.321600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:05.321692] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:05.321725] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:05.442143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:05.442296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:05.442334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:05.442363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:05.445708] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=85.32%) [2025-12-31T20:30:05.445980] [INFO ] [FORECASTER] Completed predict_future for QQQX [2025-12-31T20:30:05.446121] [INFO ] [sig ] QQQX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:05.586233] [INFO ] [LOCAL ] Saved forecast: QQQX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QQQX.txt [2025-12-31T20:30:05.586365] [INFO ] [sig ] [2622/3534] Completed QQQX in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:05.586405] [INFO ] [sig ] [2623/3534] Forecasting QQQY... [2025-12-31T20:30:05.586434] [INFO ] [sig ] Generating forecast for: QQQY [2025-12-31T20:30:05.586464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'. [2025-12-31T20:30:05.598009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QQQY'. [2025-12-31T20:30:05.598313] [INFO ] [FORECASTER] Starting predict_future for QQQY [2025-12-31T20:30:05.599081] [DEBUG] [LOCAL ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt [2025-12-31T20:30:05.599132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:05.599164] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:05.599192] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:05.599272] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:05.658022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:05.658788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:05.658869] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:05.658904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:05.778362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:05.778520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:05.778561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:05.778612] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:05.782039] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=76.38%) [2025-12-31T20:30:05.782322] [INFO ] [FORECASTER] Completed predict_future for QQQY [2025-12-31T20:30:05.782451] [INFO ] [sig ] QQQY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:05.922909] [INFO ] [LOCAL ] Saved forecast: QQQY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QQQY.txt [2025-12-31T20:30:05.923068] [INFO ] [sig ] [2623/3534] Completed QQQY in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:05.923110] [INFO ] [sig ] [2624/3534] Forecasting QRHC... [2025-12-31T20:30:05.923141] [INFO ] [sig ] Generating forecast for: QRHC [2025-12-31T20:30:05.923172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'. [2025-12-31T20:30:05.934271] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRHC'. [2025-12-31T20:30:05.934570] [INFO ] [FORECASTER] Starting predict_future for QRHC [2025-12-31T20:30:05.935356] [DEBUG] [LOCAL ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt [2025-12-31T20:30:05.935409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:05.935443] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:05.935470] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:05.935528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:05.992447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:05.993109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:05.993188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:05.993220] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:06.109163] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:06.109343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:06.109403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:06.109436] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:06.112906] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=93.94%) [2025-12-31T20:30:06.113185] [INFO ] [FORECASTER] Completed predict_future for QRHC [2025-12-31T20:30:06.113314] [INFO ] [sig ] QRHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:06.251771] [INFO ] [LOCAL ] Saved forecast: QRHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QRHC.txt [2025-12-31T20:30:06.251900] [INFO ] [sig ] [2624/3534] Completed QRHC in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:06.251938] [INFO ] [sig ] [2625/3534] Forecasting QRVO... [2025-12-31T20:30:06.251968] [INFO ] [sig ] Generating forecast for: QRVO [2025-12-31T20:30:06.251998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'. [2025-12-31T20:30:06.263301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QRVO'. [2025-12-31T20:30:06.263622] [INFO ] [FORECASTER] Starting predict_future for QRVO [2025-12-31T20:30:06.264398] [DEBUG] [LOCAL ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt [2025-12-31T20:30:06.264453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:06.264487] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:06.264516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:06.264596] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:06.321657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:06.322375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:06.322459] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:06.322496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:06.446722] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:06.446947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:06.446999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:06.447030] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:06.451021] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=42.55%) [2025-12-31T20:30:06.451357] [INFO ] [FORECASTER] Completed predict_future for QRVO [2025-12-31T20:30:06.451512] [INFO ] [sig ] QRVO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:06.593029] [INFO ] [LOCAL ] Saved forecast: QRVO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QRVO.txt [2025-12-31T20:30:06.593164] [INFO ] [sig ] [2625/3534] Completed QRVO in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:06.593205] [INFO ] [sig ] [2626/3534] Forecasting QS... [2025-12-31T20:30:06.593235] [INFO ] [sig ] Generating forecast for: QS [2025-12-31T20:30:06.593272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-12-31T20:30:06.605753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QS'. [2025-12-31T20:30:06.606068] [INFO ] [FORECASTER] Starting predict_future for QS [2025-12-31T20:30:06.606912] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-12-31T20:30:06.606967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:06.607001] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:06.607030] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:06.607099] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:06.665710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:06.666598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:06.666682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:06.666717] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:06.789226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:06.789406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:06.789446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:06.789475] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:06.792998] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=0.67%) [2025-12-31T20:30:06.793316] [INFO ] [FORECASTER] Completed predict_future for QS [2025-12-31T20:30:06.793456] [INFO ] [sig ] QS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:06.935817] [INFO ] [LOCAL ] Saved forecast: QS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QS.txt [2025-12-31T20:30:06.935954] [INFO ] [sig ] [2626/3534] Completed QS in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:06.935993] [INFO ] [sig ] [2627/3534] Forecasting QSI... [2025-12-31T20:30:06.936024] [INFO ] [sig ] Generating forecast for: QSI [2025-12-31T20:30:06.936054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'. [2025-12-31T20:30:06.947032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QSI'. [2025-12-31T20:30:06.947331] [INFO ] [FORECASTER] Starting predict_future for QSI [2025-12-31T20:30:06.948113] [DEBUG] [LOCAL ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt [2025-12-31T20:30:06.948164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:06.948222] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:06.948251] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:06.948309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:07.006212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:07.007011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:07.007093] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:07.007127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:07.125186] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:07.125337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:07.125375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:07.125404] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:07.128759] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: UP (p=76.57%) [2025-12-31T20:30:07.129027] [INFO ] [FORECASTER] Completed predict_future for QSI [2025-12-31T20:30:07.129148] [INFO ] [sig ] QSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:07.273720] [INFO ] [LOCAL ] Saved forecast: QSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QSI.txt [2025-12-31T20:30:07.273885] [INFO ] [sig ] [2627/3534] Completed QSI in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:07.273927] [INFO ] [sig ] [2628/3534] Forecasting QTEC... [2025-12-31T20:30:07.273957] [INFO ] [sig ] Generating forecast for: QTEC [2025-12-31T20:30:07.273987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'. [2025-12-31T20:30:07.285510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTEC'. [2025-12-31T20:30:07.285855] [INFO ] [FORECASTER] Starting predict_future for QTEC [2025-12-31T20:30:07.286752] [DEBUG] [LOCAL ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt [2025-12-31T20:30:07.286804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:07.286854] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:07.286883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:07.286942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:07.343723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:07.344651] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:07.344745] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:07.344780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:07.465300] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:07.465456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:07.465496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:07.465524] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:07.468906] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=97.54%) [2025-12-31T20:30:07.469177] [INFO ] [FORECASTER] Completed predict_future for QTEC [2025-12-31T20:30:07.469328] [INFO ] [sig ] QTEC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:07.611459] [INFO ] [LOCAL ] Saved forecast: QTEC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QTEC.txt [2025-12-31T20:30:07.611623] [INFO ] [sig ] [2628/3534] Completed QTEC in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:07.611665] [INFO ] [sig ] [2629/3534] Forecasting QTRX... [2025-12-31T20:30:07.611696] [INFO ] [sig ] Generating forecast for: QTRX [2025-12-31T20:30:07.611727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'. [2025-12-31T20:30:07.622963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTRX'. [2025-12-31T20:30:07.623260] [INFO ] [FORECASTER] Starting predict_future for QTRX [2025-12-31T20:30:07.624035] [DEBUG] [LOCAL ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt [2025-12-31T20:30:07.624087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:07.624120] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:07.624147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:07.624204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:07.680849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:07.681539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:07.681639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:07.681674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:07.806384] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:07.806539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:07.806595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:07.806628] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:07.810117] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=5.37%) [2025-12-31T20:30:07.810401] [INFO ] [FORECASTER] Completed predict_future for QTRX [2025-12-31T20:30:07.810533] [INFO ] [sig ] QTRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:07.954224] [INFO ] [LOCAL ] Saved forecast: QTRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QTRX.txt [2025-12-31T20:30:07.954398] [INFO ] [sig ] [2629/3534] Completed QTRX in 0.3s | 2.91 sym/s | Total: 15.0m | ETA: 5.2m [2025-12-31T20:30:07.954440] [INFO ] [sig ] [2630/3534] Forecasting QTTB... [2025-12-31T20:30:07.954471] [INFO ] [sig ] Generating forecast for: QTTB [2025-12-31T20:30:07.954503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'. [2025-12-31T20:30:07.966046] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTTB'. [2025-12-31T20:30:07.966397] [INFO ] [FORECASTER] Starting predict_future for QTTB [2025-12-31T20:30:07.967247] [DEBUG] [LOCAL ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt [2025-12-31T20:30:07.967301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:07.967335] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:07.967363] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:07.967422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:08.024202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:08.025099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:08.025183] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:08.025216] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:08.143527] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:08.143702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:08.143742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:08.143839] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:08.147534] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=33.98%) [2025-12-31T20:30:08.147875] [INFO ] [FORECASTER] Completed predict_future for QTTB [2025-12-31T20:30:08.148014] [INFO ] [sig ] QTTB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:08.302846] [INFO ] [LOCAL ] Saved forecast: QTTB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QTTB.txt [2025-12-31T20:30:08.302999] [INFO ] [sig ] [2630/3534] Completed QTTB in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m [2025-12-31T20:30:08.303039] [INFO ] [sig ] [2631/3534] Forecasting QTUM... [2025-12-31T20:30:08.303069] [INFO ] [sig ] Generating forecast for: QTUM [2025-12-31T20:30:08.303101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'. [2025-12-31T20:30:08.314349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTUM'. [2025-12-31T20:30:08.314732] [INFO ] [FORECASTER] Starting predict_future for QTUM [2025-12-31T20:30:08.315555] [DEBUG] [LOCAL ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt [2025-12-31T20:30:08.315633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:08.315669] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:08.315697] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:08.315757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:08.372534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:08.373254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:08.373336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:08.373371] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:08.490956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:08.491115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:08.491157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:08.491186] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:08.494570] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=82.35%) [2025-12-31T20:30:08.494883] [INFO ] [FORECASTER] Completed predict_future for QTUM [2025-12-31T20:30:08.495039] [INFO ] [sig ] QTUM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:08.635305] [INFO ] [LOCAL ] Saved forecast: QTUM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QTUM.txt [2025-12-31T20:30:08.635469] [INFO ] [sig ] [2631/3534] Completed QTUM in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m [2025-12-31T20:30:08.635511] [INFO ] [sig ] [2632/3534] Forecasting QTWO... [2025-12-31T20:30:08.635550] [INFO ] [sig ] Generating forecast for: QTWO [2025-12-31T20:30:08.635604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-12-31T20:30:08.646961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QTWO'. [2025-12-31T20:30:08.647317] [INFO ] [FORECASTER] Starting predict_future for QTWO [2025-12-31T20:30:08.648159] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-12-31T20:30:08.648214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:08.648248] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:08.648275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:08.648334] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:08.708736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:08.709981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:08.710075] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:08.710110] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:08.836310] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:08.836482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:08.836525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:08.836556] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:08.840146] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=19.37%) [2025-12-31T20:30:08.840469] [INFO ] [FORECASTER] Completed predict_future for QTWO [2025-12-31T20:30:08.840625] [INFO ] [sig ] QTWO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:08.980261] [INFO ] [LOCAL ] Saved forecast: QTWO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QTWO.txt [2025-12-31T20:30:08.980409] [INFO ] [sig ] [2632/3534] Completed QTWO in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m [2025-12-31T20:30:08.980450] [INFO ] [sig ] [2633/3534] Forecasting QUAD... [2025-12-31T20:30:08.980478] [INFO ] [sig ] Generating forecast for: QUAD [2025-12-31T20:30:08.980512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-12-31T20:30:08.991733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUAD'. [2025-12-31T20:30:08.992068] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-12-31T20:30:08.992880] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-12-31T20:30:08.992933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:08.992964] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:08.992990] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:08.993047] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:09.049431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:09.050327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:09.050413] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:09.050446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:09.173761] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:09.173917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:09.173955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:09.173985] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:09.177322] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=77.01%) [2025-12-31T20:30:09.177607] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-12-31T20:30:09.177729] [INFO ] [sig ] QUAD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:09.316458] [INFO ] [LOCAL ] Saved forecast: QUAD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QUAD.txt [2025-12-31T20:30:09.316608] [INFO ] [sig ] [2633/3534] Completed QUAD in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m [2025-12-31T20:30:09.316651] [INFO ] [sig ] [2634/3534] Forecasting QUIK... [2025-12-31T20:30:09.316680] [INFO ] [sig ] Generating forecast for: QUIK [2025-12-31T20:30:09.316711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'. [2025-12-31T20:30:09.327714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QUIK'. [2025-12-31T20:30:09.327992] [INFO ] [FORECASTER] Starting predict_future for QUIK [2025-12-31T20:30:09.328767] [DEBUG] [LOCAL ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt [2025-12-31T20:30:09.328819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:09.328851] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:09.328878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:09.328939] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:09.385031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:09.385686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:09.385763] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:09.385796] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:09.507238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:09.507402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:09.507445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:09.507474] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:09.510981] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=93.22%) [2025-12-31T20:30:09.511253] [INFO ] [FORECASTER] Completed predict_future for QUIK [2025-12-31T20:30:09.511381] [INFO ] [sig ] QUIK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:09.649793] [INFO ] [LOCAL ] Saved forecast: QUIK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QUIK.txt [2025-12-31T20:30:09.649925] [INFO ] [sig ] [2634/3534] Completed QUIK in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.2m [2025-12-31T20:30:09.649964] [INFO ] [sig ] [2635/3534] Forecasting QURE... [2025-12-31T20:30:09.649993] [INFO ] [sig ] Generating forecast for: QURE [2025-12-31T20:30:09.650024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'. [2025-12-31T20:30:09.661032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QURE'. [2025-12-31T20:30:09.661337] [INFO ] [FORECASTER] Starting predict_future for QURE [2025-12-31T20:30:09.662103] [DEBUG] [LOCAL ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt [2025-12-31T20:30:09.662155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:09.662187] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:09.662214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:09.662271] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:09.718299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:09.719078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:09.719158] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:09.719190] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:09.843374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:09.843547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:09.843614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:09.843665] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:09.847868] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=9.64%) [2025-12-31T20:30:09.848278] [INFO ] [FORECASTER] Completed predict_future for QURE [2025-12-31T20:30:09.848449] [INFO ] [sig ] QURE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:09.990003] [INFO ] [LOCAL ] Saved forecast: QURE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QURE.txt [2025-12-31T20:30:09.990149] [INFO ] [sig ] [2635/3534] Completed QURE in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:09.990190] [INFO ] [sig ] [2636/3534] Forecasting QVAL... [2025-12-31T20:30:09.990220] [INFO ] [sig ] Generating forecast for: QVAL [2025-12-31T20:30:09.990250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'. [2025-12-31T20:30:10.001445] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVAL'. [2025-12-31T20:30:10.001806] [INFO ] [FORECASTER] Starting predict_future for QVAL [2025-12-31T20:30:10.002782] [DEBUG] [LOCAL ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt [2025-12-31T20:30:10.002845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:10.002890] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:10.002927] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:10.003012] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:10.060816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:10.061708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:10.061793] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:10.061825] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:10.181359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:10.181524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:10.181586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:10.181619] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:10.185384] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=62.68%) [2025-12-31T20:30:10.185828] [INFO ] [FORECASTER] Completed predict_future for QVAL [2025-12-31T20:30:10.186002] [INFO ] [sig ] QVAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:10.335959] [INFO ] [LOCAL ] Saved forecast: QVAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QVAL.txt [2025-12-31T20:30:10.336120] [INFO ] [sig ] [2636/3534] Completed QVAL in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:10.336162] [INFO ] [sig ] [2637/3534] Forecasting QVCC... [2025-12-31T20:30:10.336192] [INFO ] [sig ] Generating forecast for: QVCC [2025-12-31T20:30:10.336222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-12-31T20:30:10.348487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QVCC'. [2025-12-31T20:30:10.348909] [INFO ] [FORECASTER] Starting predict_future for QVCC [2025-12-31T20:30:10.349837] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-12-31T20:30:10.349894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:10.349928] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:10.349956] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:10.350015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:10.408509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:10.409443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:10.409596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:10.409665] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:10.526817] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:10.526951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:10.526991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:10.527021] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:10.530469] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=24.92%) [2025-12-31T20:30:10.530805] [INFO ] [FORECASTER] Completed predict_future for QVCC [2025-12-31T20:30:10.530932] [INFO ] [sig ] QVCC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:10.672168] [INFO ] [LOCAL ] Saved forecast: QVCC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QVCC.txt [2025-12-31T20:30:10.672300] [INFO ] [sig ] [2637/3534] Completed QVCC in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:10.672338] [INFO ] [sig ] [2638/3534] Forecasting QYLD... [2025-12-31T20:30:10.672367] [INFO ] [sig ] Generating forecast for: QYLD [2025-12-31T20:30:10.672398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'. [2025-12-31T20:30:10.685126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLD'. [2025-12-31T20:30:10.685489] [INFO ] [FORECASTER] Starting predict_future for QYLD [2025-12-31T20:30:10.686297] [DEBUG] [LOCAL ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt [2025-12-31T20:30:10.686352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:10.686385] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:10.686414] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:10.686473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:10.745223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:10.746038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:10.746121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:10.746155] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:10.865965] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:10.866126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:10.866166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:10.866195] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:10.869745] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=63.55%) [2025-12-31T20:30:10.870044] [INFO ] [FORECASTER] Completed predict_future for QYLD [2025-12-31T20:30:10.870175] [INFO ] [sig ] QYLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:11.015347] [INFO ] [LOCAL ] Saved forecast: QYLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/QYLD.txt [2025-12-31T20:30:11.015499] [INFO ] [sig ] [2638/3534] Completed QYLD in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:11.015539] [INFO ] [sig ] [2639/3534] Forecasting QYLG... [2025-12-31T20:30:11.015607] [INFO ] [sig ] Generating forecast for: QYLG [2025-12-31T20:30:11.015693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'. [2025-12-31T20:30:11.026994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'QYLG'. [2025-12-31T20:30:11.027280] [INFO ] [FORECASTER] Starting predict_future for QYLG [2025-12-31T20:30:11.028043] [DEBUG] [LOCAL ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt [2025-12-31T20:30:11.028094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:11.028126] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:11.028165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:11.028223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:11.086730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:11.087482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:11.087565] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:11.087621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:11.205649] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:11.205805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:11.205844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:11.205872] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:11.209166] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=49.21%) [2025-12-31T20:30:11.209465] [INFO ] [FORECASTER] Completed predict_future for QYLG [2025-12-31T20:30:11.209608] [INFO ] [sig ] QYLG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:11.352641] [INFO ] [LOCAL ] Saved forecast: QYLG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/QYLG.txt [2025-12-31T20:30:11.352813] [INFO ] [sig ] [2639/3534] Completed QYLG in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:11.352855] [INFO ] [sig ] [2640/3534] Forecasting RA... [2025-12-31T20:30:11.352887] [INFO ] [sig ] Generating forecast for: RA [2025-12-31T20:30:11.352917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-12-31T20:30:11.366114] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RA'. [2025-12-31T20:30:11.366481] [INFO ] [FORECASTER] Starting predict_future for RA [2025-12-31T20:30:11.367280] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-12-31T20:30:11.367332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:11.367365] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:11.367392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:11.367449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:11.423892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:11.424675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:11.424756] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:11.424787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:11.541816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:11.541971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:11.542011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:11.542041] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:11.545397] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=77.63%) [2025-12-31T20:30:11.545687] [INFO ] [FORECASTER] Completed predict_future for RA [2025-12-31T20:30:11.545809] [INFO ] [sig ] RA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:11.683768] [INFO ] [LOCAL ] Saved forecast: RA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RA.txt [2025-12-31T20:30:11.683916] [INFO ] [sig ] [2640/3534] Completed RA in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:11.683956] [INFO ] [sig ] [2641/3534] Forecasting RACE... [2025-12-31T20:30:11.683985] [INFO ] [sig ] Generating forecast for: RACE [2025-12-31T20:30:11.684015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-12-31T20:30:11.695068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RACE'. [2025-12-31T20:30:11.695347] [INFO ] [FORECASTER] Starting predict_future for RACE [2025-12-31T20:30:11.696182] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-12-31T20:30:11.696234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:11.696266] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:11.696292] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:11.696349] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:11.752655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:11.753254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:11.753331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:11.753362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:11.877094] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:11.877250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:11.877291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:11.877321] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:11.880856] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=97.75%) [2025-12-31T20:30:11.881211] [INFO ] [FORECASTER] Completed predict_future for RACE [2025-12-31T20:30:11.881373] [INFO ] [sig ] RACE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:12.051286] [INFO ] [LOCAL ] Saved forecast: RACE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RACE.txt [2025-12-31T20:30:12.051445] [INFO ] [sig ] [2641/3534] Completed RACE in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:12.051487] [INFO ] [sig ] [2642/3534] Forecasting RAIL... [2025-12-31T20:30:12.051518] [INFO ] [sig ] Generating forecast for: RAIL [2025-12-31T20:30:12.051550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'. [2025-12-31T20:30:12.063647] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAIL'. [2025-12-31T20:30:12.064026] [INFO ] [FORECASTER] Starting predict_future for RAIL [2025-12-31T20:30:12.064863] [DEBUG] [LOCAL ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt [2025-12-31T20:30:12.064917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:12.064951] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:12.064979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:12.065039] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:12.126824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:12.127724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:12.127809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:12.127844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:12.254608] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:12.254773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:12.254813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:12.254841] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:12.258189] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=9.22%) [2025-12-31T20:30:12.258467] [INFO ] [FORECASTER] Completed predict_future for RAIL [2025-12-31T20:30:12.258616] [INFO ] [sig ] RAIL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:12.403048] [INFO ] [LOCAL ] Saved forecast: RAIL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RAIL.txt [2025-12-31T20:30:12.403207] [INFO ] [sig ] [2642/3534] Completed RAIL in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:12.403250] [INFO ] [sig ] [2643/3534] Forecasting RAMP... [2025-12-31T20:30:12.403281] [INFO ] [sig ] Generating forecast for: RAMP [2025-12-31T20:30:12.403319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-12-31T20:30:12.415354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAMP'. [2025-12-31T20:30:12.415752] [INFO ] [FORECASTER] Starting predict_future for RAMP [2025-12-31T20:30:12.416531] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-12-31T20:30:12.416608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:12.416643] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:12.416670] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:12.416729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:12.492184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:12.493529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:12.493683] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:12.493920] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:12.638068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:12.638230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:12.638270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:12.638299] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:12.642002] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: DOWN (p=26.45%) [2025-12-31T20:30:12.642329] [INFO ] [FORECASTER] Completed predict_future for RAMP [2025-12-31T20:30:12.642470] [INFO ] [sig ] RAMP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:12.790809] [INFO ] [LOCAL ] Saved forecast: RAMP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RAMP.txt [2025-12-31T20:30:12.790982] [INFO ] [sig ] [2643/3534] Completed RAMP in 0.4s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:12.791024] [INFO ] [sig ] [2644/3534] Forecasting RAPP... [2025-12-31T20:30:12.791057] [INFO ] [sig ] Generating forecast for: RAPP [2025-12-31T20:30:12.791089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'. [2025-12-31T20:30:12.802413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAPP'. [2025-12-31T20:30:12.802820] [INFO ] [FORECASTER] Starting predict_future for RAPP [2025-12-31T20:30:12.803644] [DEBUG] [LOCAL ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt [2025-12-31T20:30:12.803698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:12.803757] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:12.803787] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:12.803845] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:12.860134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:12.861065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:12.861162] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:12.861195] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:12.979544] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:12.979726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:12.979766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:12.979795] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:12.983174] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=49.51%) [2025-12-31T20:30:12.983482] [INFO ] [FORECASTER] Completed predict_future for RAPP [2025-12-31T20:30:12.983638] [INFO ] [sig ] RAPP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:13.127918] [INFO ] [LOCAL ] Saved forecast: RAPP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RAPP.txt [2025-12-31T20:30:13.128091] [INFO ] [sig ] [2644/3534] Completed RAPP in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:13.128142] [INFO ] [sig ] [2645/3534] Forecasting RARE... [2025-12-31T20:30:13.128175] [INFO ] [sig ] Generating forecast for: RARE [2025-12-31T20:30:13.128206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'. [2025-12-31T20:30:13.140753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RARE'. [2025-12-31T20:30:13.141134] [INFO ] [FORECASTER] Starting predict_future for RARE [2025-12-31T20:30:13.142014] [DEBUG] [LOCAL ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt [2025-12-31T20:30:13.142070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:13.142104] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:13.142135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:13.142208] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:13.210876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:13.211767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:13.211851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:13.211886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:13.333411] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:13.333558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:13.333615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:13.333644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:13.336959] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=84.29%) [2025-12-31T20:30:13.337306] [INFO ] [FORECASTER] Completed predict_future for RARE [2025-12-31T20:30:13.337436] [INFO ] [sig ] RARE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:13.477391] [INFO ] [LOCAL ] Saved forecast: RARE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RARE.txt [2025-12-31T20:30:13.477584] [INFO ] [sig ] [2645/3534] Completed RARE in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:13.477647] [INFO ] [sig ] [2646/3534] Forecasting RAVE... [2025-12-31T20:30:13.477693] [INFO ] [sig ] Generating forecast for: RAVE [2025-12-31T20:30:13.477742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'. [2025-12-31T20:30:13.488900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAVE'. [2025-12-31T20:30:13.489200] [INFO ] [FORECASTER] Starting predict_future for RAVE [2025-12-31T20:30:13.490030] [DEBUG] [LOCAL ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt [2025-12-31T20:30:13.490083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:13.490116] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:13.490153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:13.490214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:13.549172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:13.550041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:13.550122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:13.550157] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:13.661187] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:13.661371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:13.661423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:13.661461] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:13.666623] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=59.90%) [2025-12-31T20:30:13.667008] [INFO ] [FORECASTER] Completed predict_future for RAVE [2025-12-31T20:30:13.667178] [INFO ] [sig ] RAVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:13.809673] [INFO ] [LOCAL ] Saved forecast: RAVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RAVE.txt [2025-12-31T20:30:13.809809] [INFO ] [sig ] [2646/3534] Completed RAVE in 0.3s | 2.91 sym/s | Total: 15.1m | ETA: 5.1m [2025-12-31T20:30:13.809850] [INFO ] [sig ] [2647/3534] Forecasting RAY... [2025-12-31T20:30:13.809881] [INFO ] [sig ] Generating forecast for: RAY [2025-12-31T20:30:13.809912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'. [2025-12-31T20:30:13.821860] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RAY'. [2025-12-31T20:30:13.822217] [INFO ] [FORECASTER] Starting predict_future for RAY [2025-12-31T20:30:13.823018] [DEBUG] [LOCAL ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt [2025-12-31T20:30:13.823071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:13.823103] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:13.823129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:13.823187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:13.879956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:13.880863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:13.880951] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:13.880984] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:13.993956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:13.994124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:13.994164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:13.994242] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:13.997793] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=29.96%) [2025-12-31T20:30:13.998090] [INFO ] [FORECASTER] Completed predict_future for RAY [2025-12-31T20:30:13.998222] [INFO ] [sig ] RAY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:14.138167] [INFO ] [LOCAL ] Saved forecast: RAY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RAY.txt [2025-12-31T20:30:14.138324] [INFO ] [sig ] [2647/3534] Completed RAY in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m [2025-12-31T20:30:14.138363] [INFO ] [sig ] [2648/3534] Forecasting RBA... [2025-12-31T20:30:14.138393] [INFO ] [sig ] Generating forecast for: RBA [2025-12-31T20:30:14.138423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-12-31T20:30:14.150078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBA'. [2025-12-31T20:30:14.150422] [INFO ] [FORECASTER] Starting predict_future for RBA [2025-12-31T20:30:14.151225] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-12-31T20:30:14.151278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:14.151311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:14.151339] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:14.151398] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:14.208559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:14.209427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:14.209510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:14.209542] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:14.330956] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:14.331118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:14.331158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:14.331187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:14.334630] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=93.08%) [2025-12-31T20:30:14.334935] [INFO ] [FORECASTER] Completed predict_future for RBA [2025-12-31T20:30:14.335067] [INFO ] [sig ] RBA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:14.476540] [INFO ] [LOCAL ] Saved forecast: RBA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RBA.txt [2025-12-31T20:30:14.476718] [INFO ] [sig ] [2648/3534] Completed RBA in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m [2025-12-31T20:30:14.476759] [INFO ] [sig ] [2649/3534] Forecasting RBB... [2025-12-31T20:30:14.476791] [INFO ] [sig ] Generating forecast for: RBB [2025-12-31T20:30:14.476822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'. [2025-12-31T20:30:14.489060] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBB'. [2025-12-31T20:30:14.489389] [INFO ] [FORECASTER] Starting predict_future for RBB [2025-12-31T20:30:14.490369] [DEBUG] [LOCAL ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt [2025-12-31T20:30:14.490420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:14.490451] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:14.490477] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:14.490534] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:14.550992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:14.551887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:14.551987] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:14.552022] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:14.674026] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:14.674178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:14.674217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:14.674247] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:14.677637] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=22.60%) [2025-12-31T20:30:14.677914] [INFO ] [FORECASTER] Completed predict_future for RBB [2025-12-31T20:30:14.678041] [INFO ] [sig ] RBB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:14.821275] [INFO ] [LOCAL ] Saved forecast: RBB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RBB.txt [2025-12-31T20:30:14.821429] [INFO ] [sig ] [2649/3534] Completed RBB in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m [2025-12-31T20:30:14.821470] [INFO ] [sig ] [2650/3534] Forecasting RBBN... [2025-12-31T20:30:14.821499] [INFO ] [sig ] Generating forecast for: RBBN [2025-12-31T20:30:14.821530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'. [2025-12-31T20:30:14.832932] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBBN'. [2025-12-31T20:30:14.833295] [INFO ] [FORECASTER] Starting predict_future for RBBN [2025-12-31T20:30:14.834106] [DEBUG] [LOCAL ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt [2025-12-31T20:30:14.834161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:14.834193] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:14.834220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:14.834277] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:14.893481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:14.894351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:14.894433] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:14.894465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:15.013258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:15.013414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:15.013452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:15.013481] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:15.016843] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=66.25%) [2025-12-31T20:30:15.017122] [INFO ] [FORECASTER] Completed predict_future for RBBN [2025-12-31T20:30:15.017246] [INFO ] [sig ] RBBN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:15.156475] [INFO ] [LOCAL ] Saved forecast: RBBN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RBBN.txt [2025-12-31T20:30:15.156618] [INFO ] [sig ] [2650/3534] Completed RBBN in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m [2025-12-31T20:30:15.156659] [INFO ] [sig ] [2651/3534] Forecasting RBC... [2025-12-31T20:30:15.156690] [INFO ] [sig ] Generating forecast for: RBC [2025-12-31T20:30:15.156727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-12-31T20:30:15.167787] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBC'. [2025-12-31T20:30:15.168078] [INFO ] [FORECASTER] Starting predict_future for RBC [2025-12-31T20:30:15.168862] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-12-31T20:30:15.168913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:15.168945] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:15.168972] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:15.169030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:15.225734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:15.226347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:15.226443] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:15.226496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:15.348826] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:15.348977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:15.349018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:15.349048] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:15.352448] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=7.68%) [2025-12-31T20:30:15.352753] [INFO ] [FORECASTER] Completed predict_future for RBC [2025-12-31T20:30:15.352884] [INFO ] [sig ] RBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:15.491823] [INFO ] [LOCAL ] Saved forecast: RBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RBC.txt [2025-12-31T20:30:15.491948] [INFO ] [sig ] [2651/3534] Completed RBC in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.1m [2025-12-31T20:30:15.491986] [INFO ] [sig ] [2652/3534] Forecasting RBCAA... [2025-12-31T20:30:15.492015] [INFO ] [sig ] Generating forecast for: RBCAA [2025-12-31T20:30:15.492044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'. [2025-12-31T20:30:15.504298] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'. [2025-12-31T20:30:15.504614] [INFO ] [FORECASTER] Starting predict_future for RBCAA [2025-12-31T20:30:15.505401] [DEBUG] [LOCAL ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt [2025-12-31T20:30:15.505465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:15.505500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:15.505529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:15.505605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:15.563052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:15.563837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:15.564117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:15.564150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:15.679537] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:15.679706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:15.679745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:15.679773] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:15.683088] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=43.18%) [2025-12-31T20:30:15.683359] [INFO ] [FORECASTER] Completed predict_future for RBCAA [2025-12-31T20:30:15.683480] [INFO ] [sig ] RBCAA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:15.824767] [INFO ] [LOCAL ] Saved forecast: RBCAA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RBCAA.txt [2025-12-31T20:30:15.824903] [INFO ] [sig ] [2652/3534] Completed RBCAA in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:15.824944] [INFO ] [sig ] [2653/3534] Forecasting RBLX... [2025-12-31T20:30:15.824973] [INFO ] [sig ] Generating forecast for: RBLX [2025-12-31T20:30:15.825003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-12-31T20:30:15.837350] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RBLX'. [2025-12-31T20:30:15.837670] [INFO ] [FORECASTER] Starting predict_future for RBLX [2025-12-31T20:30:15.838677] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-12-31T20:30:15.838732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:15.838763] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:15.838789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:15.838846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:15.896994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:15.897656] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:15.897737] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:15.897768] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:16.016113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:16.016246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:16.016284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:16.016313] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:16.019620] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=73.03%) [2025-12-31T20:30:16.019895] [INFO ] [FORECASTER] Completed predict_future for RBLX [2025-12-31T20:30:16.020174] [INFO ] [sig ] RBLX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:16.161713] [INFO ] [LOCAL ] Saved forecast: RBLX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RBLX.txt [2025-12-31T20:30:16.161835] [INFO ] [sig ] [2653/3534] Completed RBLX in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:16.161874] [INFO ] [sig ] [2654/3534] Forecasting RC... [2025-12-31T20:30:16.161905] [INFO ] [sig ] Generating forecast for: RC [2025-12-31T20:30:16.161934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-12-31T20:30:16.173659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RC'. [2025-12-31T20:30:16.174139] [INFO ] [FORECASTER] Starting predict_future for RC [2025-12-31T20:30:16.175089] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-12-31T20:30:16.175141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:16.175173] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:16.175200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:16.175257] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:16.233607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:16.234409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:16.234532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:16.234599] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:16.356991] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:16.357134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:16.357175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:16.357207] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:16.361205] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=30.26%) [2025-12-31T20:30:16.361483] [INFO ] [FORECASTER] Completed predict_future for RC [2025-12-31T20:30:16.361629] [INFO ] [sig ] RC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:16.499609] [INFO ] [LOCAL ] Saved forecast: RC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RC.txt [2025-12-31T20:30:16.499734] [INFO ] [sig ] [2654/3534] Completed RC in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:16.499774] [INFO ] [sig ] [2655/3534] Forecasting RCEL... [2025-12-31T20:30:16.499804] [INFO ] [sig ] Generating forecast for: RCEL [2025-12-31T20:30:16.499835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'. [2025-12-31T20:30:16.511709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCEL'. [2025-12-31T20:30:16.511991] [INFO ] [FORECASTER] Starting predict_future for RCEL [2025-12-31T20:30:16.512861] [DEBUG] [LOCAL ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt [2025-12-31T20:30:16.512915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:16.512949] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:16.512977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:16.513037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:16.572646] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:16.573275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:16.573353] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:16.573384] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:16.696345] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:16.696481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:16.696520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:16.696548] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:16.700747] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=87.37%) [2025-12-31T20:30:16.701192] [INFO ] [FORECASTER] Completed predict_future for RCEL [2025-12-31T20:30:16.701312] [INFO ] [sig ] RCEL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:16.848144] [INFO ] [LOCAL ] Saved forecast: RCEL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RCEL.txt [2025-12-31T20:30:16.848273] [INFO ] [sig ] [2655/3534] Completed RCEL in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:16.848319] [INFO ] [sig ] [2656/3534] Forecasting RCI... [2025-12-31T20:30:16.848350] [INFO ] [sig ] Generating forecast for: RCI [2025-12-31T20:30:16.848380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-12-31T20:30:16.860334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCI'. [2025-12-31T20:30:16.860646] [INFO ] [FORECASTER] Starting predict_future for RCI [2025-12-31T20:30:16.861440] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-12-31T20:30:16.861492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:16.861524] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:16.861550] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:16.861627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:16.920551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:16.921184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:16.921260] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:16.921292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:17.044320] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:17.044460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:17.044498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:17.044529] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:17.047961] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=38.54%) [2025-12-31T20:30:17.048236] [INFO ] [FORECASTER] Completed predict_future for RCI [2025-12-31T20:30:17.048373] [INFO ] [sig ] RCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:17.190813] [INFO ] [LOCAL ] Saved forecast: RCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RCI.txt [2025-12-31T20:30:17.190949] [INFO ] [sig ] [2656/3534] Completed RCI in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:17.190988] [INFO ] [sig ] [2657/3534] Forecasting RCKY... [2025-12-31T20:30:17.191018] [INFO ] [sig ] Generating forecast for: RCKY [2025-12-31T20:30:17.191048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'. [2025-12-31T20:30:17.204236] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCKY'. [2025-12-31T20:30:17.204662] [INFO ] [FORECASTER] Starting predict_future for RCKY [2025-12-31T20:30:17.205497] [DEBUG] [LOCAL ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt [2025-12-31T20:30:17.205551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:17.205609] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:17.205640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:17.205700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:17.269028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:17.270166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:17.270252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:17.270285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:17.392435] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:17.392594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:17.392634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:17.392664] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:17.396508] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=8.16%) [2025-12-31T20:30:17.396822] [INFO ] [FORECASTER] Completed predict_future for RCKY [2025-12-31T20:30:17.397132] [INFO ] [sig ] RCKY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:17.540055] [INFO ] [LOCAL ] Saved forecast: RCKY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RCKY.txt [2025-12-31T20:30:17.540214] [INFO ] [sig ] [2657/3534] Completed RCKY in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:17.540255] [INFO ] [sig ] [2658/3534] Forecasting RCL... [2025-12-31T20:30:17.540284] [INFO ] [sig ] Generating forecast for: RCL [2025-12-31T20:30:17.540315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'. [2025-12-31T20:30:17.551904] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCL'. [2025-12-31T20:30:17.552191] [INFO ] [FORECASTER] Starting predict_future for RCL [2025-12-31T20:30:17.553000] [DEBUG] [LOCAL ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt [2025-12-31T20:30:17.553054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:17.553089] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:17.553129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:17.553199] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:17.613816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:17.614456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:17.614532] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:17.614565] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:17.739732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:17.739881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:17.739921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:17.739950] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:17.743306] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=94.04%) [2025-12-31T20:30:17.743596] [INFO ] [FORECASTER] Completed predict_future for RCL [2025-12-31T20:30:17.743720] [INFO ] [sig ] RCL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:17.888069] [INFO ] [LOCAL ] Saved forecast: RCL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RCL.txt [2025-12-31T20:30:17.888208] [INFO ] [sig ] [2658/3534] Completed RCL in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:17.888249] [INFO ] [sig ] [2659/3534] Forecasting RCS... [2025-12-31T20:30:17.888279] [INFO ] [sig ] Generating forecast for: RCS [2025-12-31T20:30:17.888310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-12-31T20:30:17.900305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCS'. [2025-12-31T20:30:17.900621] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-12-31T20:30:17.901599] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-12-31T20:30:17.901650] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:17.901681] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:17.901707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:17.901763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:17.961298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:17.961964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:17.962042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:17.962076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:18.082846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:18.082996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:18.083055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:18.083087] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:18.086545] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=90.57%) [2025-12-31T20:30:18.086845] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-12-31T20:30:18.086972] [INFO ] [sig ] RCS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:18.227816] [INFO ] [LOCAL ] Saved forecast: RCS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RCS.txt [2025-12-31T20:30:18.227986] [INFO ] [sig ] [2659/3534] Completed RCS in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:18.228025] [INFO ] [sig ] [2660/3534] Forecasting RCUS... [2025-12-31T20:30:18.228055] [INFO ] [sig ] Generating forecast for: RCUS [2025-12-31T20:30:18.228085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-12-31T20:30:18.239563] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RCUS'. [2025-12-31T20:30:18.239941] [INFO ] [FORECASTER] Starting predict_future for RCUS [2025-12-31T20:30:18.240752] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-12-31T20:30:18.240805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:18.240838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:18.240867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:18.240926] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:18.299393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:18.300287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:18.300374] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:18.300411] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:18.428168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:18.428328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:18.428370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:18.428400] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:18.432241] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=19.86%) [2025-12-31T20:30:18.432536] [INFO ] [FORECASTER] Completed predict_future for RCUS [2025-12-31T20:30:18.432684] [INFO ] [sig ] RCUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:18.572098] [INFO ] [LOCAL ] Saved forecast: RCUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RCUS.txt [2025-12-31T20:30:18.572226] [INFO ] [sig ] [2660/3534] Completed RCUS in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:18.572265] [INFO ] [sig ] [2661/3534] Forecasting RDCM... [2025-12-31T20:30:18.572295] [INFO ] [sig ] Generating forecast for: RDCM [2025-12-31T20:30:18.572325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'. [2025-12-31T20:30:18.588084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDCM'. [2025-12-31T20:30:18.588527] [INFO ] [FORECASTER] Starting predict_future for RDCM [2025-12-31T20:30:18.589560] [DEBUG] [LOCAL ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt [2025-12-31T20:30:18.589641] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:18.589715] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:18.589750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:18.589830] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:18.661409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:18.662369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:18.662463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:18.662496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:18.781467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:18.781631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:18.781679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:18.781709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:18.785654] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=51.14%) [2025-12-31T20:30:18.786016] [INFO ] [FORECASTER] Completed predict_future for RDCM [2025-12-31T20:30:18.786166] [INFO ] [sig ] RDCM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:18.927319] [INFO ] [LOCAL ] Saved forecast: RDCM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RDCM.txt [2025-12-31T20:30:18.927463] [INFO ] [sig ] [2661/3534] Completed RDCM in 0.4s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:18.927504] [INFO ] [sig ] [2662/3534] Forecasting RDHL... [2025-12-31T20:30:18.927533] [INFO ] [sig ] Generating forecast for: RDHL [2025-12-31T20:30:18.927563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'. [2025-12-31T20:30:18.938604] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDHL'. [2025-12-31T20:30:18.938935] [INFO ] [FORECASTER] Starting predict_future for RDHL [2025-12-31T20:30:18.939823] [DEBUG] [LOCAL ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt [2025-12-31T20:30:18.939877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:18.939910] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:18.939936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:18.939995] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:18.996146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:18.996986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:18.997071] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:18.997103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:19.109031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:19.109187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:19.109228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:19.109283] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:19.112722] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=49.36%) [2025-12-31T20:30:19.113019] [INFO ] [FORECASTER] Completed predict_future for RDHL [2025-12-31T20:30:19.113148] [INFO ] [sig ] RDHL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:19.254251] [INFO ] [LOCAL ] Saved forecast: RDHL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RDHL.txt [2025-12-31T20:30:19.254429] [INFO ] [sig ] [2662/3534] Completed RDHL in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:19.254470] [INFO ] [sig ] [2663/3534] Forecasting RDVY... [2025-12-31T20:30:19.254500] [INFO ] [sig ] Generating forecast for: RDVY [2025-12-31T20:30:19.254529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'. [2025-12-31T20:30:19.266191] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDVY'. [2025-12-31T20:30:19.266521] [INFO ] [FORECASTER] Starting predict_future for RDVY [2025-12-31T20:30:19.267381] [DEBUG] [LOCAL ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt [2025-12-31T20:30:19.267434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:19.267480] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:19.267508] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:19.267566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:19.324775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:19.325560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:19.325659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:19.325691] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:19.447338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:19.447496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:19.447534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:19.447563] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:19.450964] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=81.60%) [2025-12-31T20:30:19.451236] [INFO ] [FORECASTER] Completed predict_future for RDVY [2025-12-31T20:30:19.451357] [INFO ] [sig ] RDVY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:19.591694] [INFO ] [LOCAL ] Saved forecast: RDVY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RDVY.txt [2025-12-31T20:30:19.591837] [INFO ] [sig ] [2663/3534] Completed RDVY in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:19.591877] [INFO ] [sig ] [2664/3534] Forecasting RDY... [2025-12-31T20:30:19.591907] [INFO ] [sig ] Generating forecast for: RDY [2025-12-31T20:30:19.591940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-12-31T20:30:19.604804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RDY'. [2025-12-31T20:30:19.605111] [INFO ] [FORECASTER] Starting predict_future for RDY [2025-12-31T20:30:19.605910] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-12-31T20:30:19.606146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:19.606177] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:19.606203] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:19.606260] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:19.666545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:19.667448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:19.667533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:19.667567] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:19.792401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:19.792552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:19.792609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:19.792672] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:19.795997] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=51.84%) [2025-12-31T20:30:19.796268] [INFO ] [FORECASTER] Completed predict_future for RDY [2025-12-31T20:30:19.796390] [INFO ] [sig ] RDY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:19.938250] [INFO ] [LOCAL ] Saved forecast: RDY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RDY.txt [2025-12-31T20:30:19.938381] [INFO ] [sig ] [2664/3534] Completed RDY in 0.3s | 2.91 sym/s | Total: 15.2m | ETA: 5.0m [2025-12-31T20:30:19.938421] [INFO ] [sig ] [2665/3534] Forecasting REAL... [2025-12-31T20:30:19.938451] [INFO ] [sig ] Generating forecast for: REAL [2025-12-31T20:30:19.938481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'. [2025-12-31T20:30:19.949584] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAL'. [2025-12-31T20:30:19.949881] [INFO ] [FORECASTER] Starting predict_future for REAL [2025-12-31T20:30:19.950650] [DEBUG] [LOCAL ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt [2025-12-31T20:30:19.950702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:19.950734] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:19.950761] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:19.950822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:20.013871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:20.014894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:20.015172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:20.015206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:20.137873] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:20.138028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:20.138068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:20.138097] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:20.141443] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=12.56%) [2025-12-31T20:30:20.141733] [INFO ] [FORECASTER] Completed predict_future for REAL [2025-12-31T20:30:20.141857] [INFO ] [sig ] REAL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:20.282320] [INFO ] [LOCAL ] Saved forecast: REAL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/REAL.txt [2025-12-31T20:30:20.282452] [INFO ] [sig ] [2665/3534] Completed REAL in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m [2025-12-31T20:30:20.282491] [INFO ] [sig ] [2666/3534] Forecasting REAX... [2025-12-31T20:30:20.282520] [INFO ] [sig ] Generating forecast for: REAX [2025-12-31T20:30:20.282551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'. [2025-12-31T20:30:20.293982] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REAX'. [2025-12-31T20:30:20.294256] [INFO ] [FORECASTER] Starting predict_future for REAX [2025-12-31T20:30:20.295042] [DEBUG] [LOCAL ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt [2025-12-31T20:30:20.295094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:20.295125] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:20.295151] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:20.295209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:20.352997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:20.353692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:20.353770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:20.353802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:20.473207] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:20.473354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:20.473396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:20.473426] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:20.476756] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=90.29%) [2025-12-31T20:30:20.477031] [INFO ] [FORECASTER] Completed predict_future for REAX [2025-12-31T20:30:20.477150] [INFO ] [sig ] REAX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:20.617523] [INFO ] [LOCAL ] Saved forecast: REAX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/REAX.txt [2025-12-31T20:30:20.617682] [INFO ] [sig ] [2666/3534] Completed REAX in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m [2025-12-31T20:30:20.617724] [INFO ] [sig ] [2667/3534] Forecasting REBN... [2025-12-31T20:30:20.617764] [INFO ] [sig ] Generating forecast for: REBN [2025-12-31T20:30:20.617801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'. [2025-12-31T20:30:20.629538] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REBN'. [2025-12-31T20:30:20.629831] [INFO ] [FORECASTER] Starting predict_future for REBN [2025-12-31T20:30:20.630605] [DEBUG] [LOCAL ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt [2025-12-31T20:30:20.630657] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:20.630688] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:20.630715] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:20.630772] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:20.687866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:20.688753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:20.688834] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:20.688866] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:20.807227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:20.807480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:20.807521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:20.807550] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:20.810980] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=19.89%) [2025-12-31T20:30:20.811267] [INFO ] [FORECASTER] Completed predict_future for REBN [2025-12-31T20:30:20.811407] [INFO ] [sig ] REBN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:20.953882] [INFO ] [LOCAL ] Saved forecast: REBN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/REBN.txt [2025-12-31T20:30:20.954012] [INFO ] [sig ] [2667/3534] Completed REBN in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m [2025-12-31T20:30:20.954051] [INFO ] [sig ] [2668/3534] Forecasting REFI... [2025-12-31T20:30:20.954081] [INFO ] [sig ] Generating forecast for: REFI [2025-12-31T20:30:20.954112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'. [2025-12-31T20:30:20.966853] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REFI'. [2025-12-31T20:30:20.967331] [INFO ] [FORECASTER] Starting predict_future for REFI [2025-12-31T20:30:20.968308] [DEBUG] [LOCAL ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt [2025-12-31T20:30:20.968360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:20.968392] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:20.968419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:20.968476] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:21.024929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:21.025567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:21.025661] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:21.025693] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:21.146545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:21.146722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:21.146763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:21.146792] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:21.150449] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=59.13%) [2025-12-31T20:30:21.150744] [INFO ] [FORECASTER] Completed predict_future for REFI [2025-12-31T20:30:21.150867] [INFO ] [sig ] REFI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:21.299129] [INFO ] [LOCAL ] Saved forecast: REFI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/REFI.txt [2025-12-31T20:30:21.299314] [INFO ] [sig ] [2668/3534] Completed REFI in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m [2025-12-31T20:30:21.299361] [INFO ] [sig ] [2669/3534] Forecasting REG... [2025-12-31T20:30:21.299392] [INFO ] [sig ] Generating forecast for: REG [2025-12-31T20:30:21.299422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'. [2025-12-31T20:30:21.311050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REG'. [2025-12-31T20:30:21.311352] [INFO ] [FORECASTER] Starting predict_future for REG [2025-12-31T20:30:21.312164] [DEBUG] [LOCAL ] No optimal features file found for REG: ./output/feature-sets/REG.txt [2025-12-31T20:30:21.312217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:21.312249] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:21.312276] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:21.312333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:21.373344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:21.374424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:21.374508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:21.374541] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:21.497095] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:21.497261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:21.497307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:21.497339] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:21.500826] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=28.94%) [2025-12-31T20:30:21.501134] [INFO ] [FORECASTER] Completed predict_future for REG [2025-12-31T20:30:21.501265] [INFO ] [sig ] REG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:21.646397] [INFO ] [LOCAL ] Saved forecast: REG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/REG.txt [2025-12-31T20:30:21.646552] [INFO ] [sig ] [2669/3534] Completed REG in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 5.0m [2025-12-31T20:30:21.646612] [INFO ] [sig ] [2670/3534] Forecasting REGN... [2025-12-31T20:30:21.646643] [INFO ] [sig ] Generating forecast for: REGN [2025-12-31T20:30:21.646674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'. [2025-12-31T20:30:21.658172] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REGN'. [2025-12-31T20:30:21.658474] [INFO ] [FORECASTER] Starting predict_future for REGN [2025-12-31T20:30:21.659276] [DEBUG] [LOCAL ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt [2025-12-31T20:30:21.659328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:21.659360] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:21.659386] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:21.659443] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:21.716563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:21.717477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:21.717555] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:21.717605] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:21.836143] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:21.836299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:21.836338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:21.836384] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:21.840255] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=44.09%) [2025-12-31T20:30:21.840530] [INFO ] [FORECASTER] Completed predict_future for REGN [2025-12-31T20:30:21.840678] [INFO ] [sig ] REGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:21.988671] [INFO ] [LOCAL ] Saved forecast: REGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/REGN.txt [2025-12-31T20:30:21.988837] [INFO ] [sig ] [2670/3534] Completed REGN in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:21.988878] [INFO ] [sig ] [2671/3534] Forecasting RELL... [2025-12-31T20:30:21.988908] [INFO ] [sig ] Generating forecast for: RELL [2025-12-31T20:30:21.988938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'. [2025-12-31T20:30:22.000379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELL'. [2025-12-31T20:30:22.000705] [INFO ] [FORECASTER] Starting predict_future for RELL [2025-12-31T20:30:22.001464] [DEBUG] [LOCAL ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt [2025-12-31T20:30:22.001514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:22.001546] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:22.001592] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:22.001653] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:22.058565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:22.059395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:22.059504] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:22.059539] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:22.181749] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:22.181927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:22.181978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:22.182007] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:22.185445] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-12-31T20:30:22.185761] [INFO ] [FORECASTER] Completed predict_future for RELL [2025-12-31T20:30:22.185888] [INFO ] [sig ] RELL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:22.328948] [INFO ] [LOCAL ] Saved forecast: RELL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RELL.txt [2025-12-31T20:30:22.329105] [INFO ] [sig ] [2671/3534] Completed RELL in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:22.329148] [INFO ] [sig ] [2672/3534] Forecasting RELX... [2025-12-31T20:30:22.329179] [INFO ] [sig ] Generating forecast for: RELX [2025-12-31T20:30:22.329210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-12-31T20:30:22.344520] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELX'. [2025-12-31T20:30:22.344913] [INFO ] [FORECASTER] Starting predict_future for RELX [2025-12-31T20:30:22.345708] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-12-31T20:30:22.345762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:22.345793] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:22.345827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:22.345885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:22.403695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:22.404559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:22.404695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:22.404729] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:22.528618] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:22.528773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:22.528813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:22.528841] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:22.532210] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=96.96%) [2025-12-31T20:30:22.532488] [INFO ] [FORECASTER] Completed predict_future for RELX [2025-12-31T20:30:22.532632] [INFO ] [sig ] RELX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:22.684797] [INFO ] [LOCAL ] Saved forecast: RELX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RELX.txt [2025-12-31T20:30:22.684980] [INFO ] [sig ] [2672/3534] Completed RELX in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:22.685038] [INFO ] [sig ] [2673/3534] Forecasting RELY... [2025-12-31T20:30:22.685072] [INFO ] [sig ] Generating forecast for: RELY [2025-12-31T20:30:22.685102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'. [2025-12-31T20:30:22.697495] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RELY'. [2025-12-31T20:30:22.697869] [INFO ] [FORECASTER] Starting predict_future for RELY [2025-12-31T20:30:22.698710] [DEBUG] [LOCAL ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt [2025-12-31T20:30:22.698765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:22.698799] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:22.698826] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:22.698889] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:22.756690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:22.757399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:22.757478] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:22.757511] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:22.878822] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:22.878974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:22.879013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:22.879042] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:22.882618] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=72.22%) [2025-12-31T20:30:22.882893] [INFO ] [FORECASTER] Completed predict_future for RELY [2025-12-31T20:30:22.883199] [INFO ] [sig ] RELY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:23.026391] [INFO ] [LOCAL ] Saved forecast: RELY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RELY.txt [2025-12-31T20:30:23.026548] [INFO ] [sig ] [2673/3534] Completed RELY in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:23.026611] [INFO ] [sig ] [2674/3534] Forecasting REPL... [2025-12-31T20:30:23.026644] [INFO ] [sig ] Generating forecast for: REPL [2025-12-31T20:30:23.026674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'. [2025-12-31T20:30:23.038418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REPL'. [2025-12-31T20:30:23.038777] [INFO ] [FORECASTER] Starting predict_future for REPL [2025-12-31T20:30:23.039625] [DEBUG] [LOCAL ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt [2025-12-31T20:30:23.039679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:23.039712] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:23.039753] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:23.039814] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:23.096656] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:23.097262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:23.097340] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:23.097375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:23.222641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:23.222818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:23.222865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:23.222899] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:23.226346] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=8.77%) [2025-12-31T20:30:23.226631] [INFO ] [FORECASTER] Completed predict_future for REPL [2025-12-31T20:30:23.226753] [INFO ] [sig ] REPL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:23.368898] [INFO ] [LOCAL ] Saved forecast: REPL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/REPL.txt [2025-12-31T20:30:23.369051] [INFO ] [sig ] [2674/3534] Completed REPL in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:23.369093] [INFO ] [sig ] [2675/3534] Forecasting RERE... [2025-12-31T20:30:23.369122] [INFO ] [sig ] Generating forecast for: RERE [2025-12-31T20:30:23.369152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-12-31T20:30:23.382112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RERE'. [2025-12-31T20:30:23.382379] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-12-31T20:30:23.383207] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-12-31T20:30:23.383261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:23.383297] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:23.383349] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:23.383427] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:23.441845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:23.442643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:23.442727] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:23.442761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:23.561033] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:23.561196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:23.561238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:23.561267] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:23.564712] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=90.17%) [2025-12-31T20:30:23.564998] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-12-31T20:30:23.565125] [INFO ] [sig ] RERE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:23.708209] [INFO ] [LOCAL ] Saved forecast: RERE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RERE.txt [2025-12-31T20:30:23.708393] [INFO ] [sig ] [2675/3534] Completed RERE in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:23.708438] [INFO ] [sig ] [2676/3534] Forecasting RES... [2025-12-31T20:30:23.708473] [INFO ] [sig ] Generating forecast for: RES [2025-12-31T20:30:23.708506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-12-31T20:30:23.720331] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RES'. [2025-12-31T20:30:23.720694] [INFO ] [FORECASTER] Starting predict_future for RES [2025-12-31T20:30:23.721490] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-12-31T20:30:23.721543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:23.721596] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:23.721628] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:23.721687] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:23.780655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:23.781485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:23.781570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:23.781624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:23.907087] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:23.907253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:23.907296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:23.907327] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:23.910845] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=44.43%) [2025-12-31T20:30:23.911131] [INFO ] [FORECASTER] Completed predict_future for RES [2025-12-31T20:30:23.911257] [INFO ] [sig ] RES: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:24.053758] [INFO ] [LOCAL ] Saved forecast: RES 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RES.txt [2025-12-31T20:30:24.053918] [INFO ] [sig ] [2676/3534] Completed RES in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:24.053960] [INFO ] [sig ] [2677/3534] Forecasting REVG... [2025-12-31T20:30:24.053989] [INFO ] [sig ] Generating forecast for: REVG [2025-12-31T20:30:24.054020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-12-31T20:30:24.065239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REVG'. [2025-12-31T20:30:24.065592] [INFO ] [FORECASTER] Starting predict_future for REVG [2025-12-31T20:30:24.066367] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-12-31T20:30:24.066421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:24.066454] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:24.066481] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:24.066538] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:24.124516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:24.125377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:24.125462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:24.125496] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:24.251604] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:24.251760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:24.251801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:24.251830] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:24.255135] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=74.23%) [2025-12-31T20:30:24.255403] [INFO ] [FORECASTER] Completed predict_future for REVG [2025-12-31T20:30:24.255523] [INFO ] [sig ] REVG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:24.394746] [INFO ] [LOCAL ] Saved forecast: REVG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/REVG.txt [2025-12-31T20:30:24.394886] [INFO ] [sig ] [2677/3534] Completed REVG in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:24.394926] [INFO ] [sig ] [2678/3534] Forecasting REX... [2025-12-31T20:30:24.394955] [INFO ] [sig ] Generating forecast for: REX [2025-12-31T20:30:24.394991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-12-31T20:30:24.407198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REX'. [2025-12-31T20:30:24.407528] [INFO ] [FORECASTER] Starting predict_future for REX [2025-12-31T20:30:24.408329] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-12-31T20:30:24.408381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:24.408439] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:24.408467] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:24.408525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:24.464435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:24.465080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:24.465157] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:24.465189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:24.582987] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:24.583143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:24.583195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:24.583236] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:24.586740] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=77.76%) [2025-12-31T20:30:24.587024] [INFO ] [FORECASTER] Completed predict_future for REX [2025-12-31T20:30:24.587152] [INFO ] [sig ] REX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:24.741867] [INFO ] [LOCAL ] Saved forecast: REX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/REX.txt [2025-12-31T20:30:24.742013] [INFO ] [sig ] [2678/3534] Completed REX in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:24.742054] [INFO ] [sig ] [2679/3534] Forecasting REYN... [2025-12-31T20:30:24.742085] [INFO ] [sig ] Generating forecast for: REYN [2025-12-31T20:30:24.742118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'. [2025-12-31T20:30:24.753618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REYN'. [2025-12-31T20:30:24.753943] [INFO ] [FORECASTER] Starting predict_future for REYN [2025-12-31T20:30:24.754722] [DEBUG] [LOCAL ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt [2025-12-31T20:30:24.754774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:24.754805] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:24.754831] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:24.754888] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:24.813652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:24.814484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:24.814566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:24.814618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:24.931657] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:24.931817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:24.931859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:24.931888] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:24.935403] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=99.52%) [2025-12-31T20:30:24.935730] [INFO ] [FORECASTER] Completed predict_future for REYN [2025-12-31T20:30:24.935864] [INFO ] [sig ] REYN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:25.092544] [INFO ] [LOCAL ] Saved forecast: REYN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/REYN.txt [2025-12-31T20:30:25.092738] [INFO ] [sig ] [2679/3534] Completed REYN in 0.4s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:25.092781] [INFO ] [sig ] [2680/3534] Forecasting REZI... [2025-12-31T20:30:25.092810] [INFO ] [sig ] Generating forecast for: REZI [2025-12-31T20:30:25.092841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-12-31T20:30:25.105194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'REZI'. [2025-12-31T20:30:25.105539] [INFO ] [FORECASTER] Starting predict_future for REZI [2025-12-31T20:30:25.106323] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-12-31T20:30:25.106375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:25.106407] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:25.106432] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:25.106489] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:25.165991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:25.167053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:25.167141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:25.167175] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:25.291597] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:25.291762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:25.291803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:25.291833] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:25.295806] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=87.57%) [2025-12-31T20:30:25.296092] [INFO ] [FORECASTER] Completed predict_future for REZI [2025-12-31T20:30:25.296222] [INFO ] [sig ] REZI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:25.437093] [INFO ] [LOCAL ] Saved forecast: REZI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/REZI.txt [2025-12-31T20:30:25.437243] [INFO ] [sig ] [2680/3534] Completed REZI in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:25.437285] [INFO ] [sig ] [2681/3534] Forecasting RF... [2025-12-31T20:30:25.437315] [INFO ] [sig ] Generating forecast for: RF [2025-12-31T20:30:25.437348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-12-31T20:30:25.449945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RF'. [2025-12-31T20:30:25.450323] [INFO ] [FORECASTER] Starting predict_future for RF [2025-12-31T20:30:25.451135] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-12-31T20:30:25.451187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:25.451220] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:25.451246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:25.451302] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:25.510913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:25.511788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:25.511872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:25.511905] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:25.634975] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:25.635135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:25.635174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:25.635247] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:25.638745] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=15.41%) [2025-12-31T20:30:25.639017] [INFO ] [FORECASTER] Completed predict_future for RF [2025-12-31T20:30:25.639140] [INFO ] [sig ] RF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:25.784944] [INFO ] [LOCAL ] Saved forecast: RF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RF.txt [2025-12-31T20:30:25.785300] [INFO ] [sig ] [2681/3534] Completed RF in 0.3s | 2.91 sym/s | Total: 15.3m | ETA: 4.9m [2025-12-31T20:30:25.785341] [INFO ] [sig ] [2682/3534] Forecasting RFI... [2025-12-31T20:30:25.785371] [INFO ] [sig ] Generating forecast for: RFI [2025-12-31T20:30:25.785401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-12-31T20:30:25.797516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFI'. [2025-12-31T20:30:25.797918] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-12-31T20:30:25.798822] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-12-31T20:30:25.798878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:25.798912] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:25.798940] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:25.799000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:25.865698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:25.866634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:25.866726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:25.866774] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:25.985990] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:25.986152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:25.986193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:25.986224] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:25.989569] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=93.78%) [2025-12-31T20:30:25.989863] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-12-31T20:30:25.989989] [INFO ] [sig ] RFI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:26.140113] [INFO ] [LOCAL ] Saved forecast: RFI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RFI.txt [2025-12-31T20:30:26.140271] [INFO ] [sig ] [2682/3534] Completed RFI in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m [2025-12-31T20:30:26.140314] [INFO ] [sig ] [2683/3534] Forecasting RFL... [2025-12-31T20:30:26.140345] [INFO ] [sig ] Generating forecast for: RFL [2025-12-31T20:30:26.140377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-12-31T20:30:26.153344] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFL'. [2025-12-31T20:30:26.153737] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-12-31T20:30:26.154528] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-12-31T20:30:26.154603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:26.154639] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:26.154669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:26.154730] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:26.216504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:26.217532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:26.217633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:26.217668] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:26.335862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:26.336018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:26.336059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:26.336087] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:26.339439] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: UP (p=76.21%) [2025-12-31T20:30:26.339733] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-12-31T20:30:26.339856] [INFO ] [sig ] RFL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:26.483546] [INFO ] [LOCAL ] Saved forecast: RFL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RFL.txt [2025-12-31T20:30:26.483735] [INFO ] [sig ] [2683/3534] Completed RFL in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m [2025-12-31T20:30:26.483779] [INFO ] [sig ] [2684/3534] Forecasting RFM... [2025-12-31T20:30:26.483809] [INFO ] [sig ] Generating forecast for: RFM [2025-12-31T20:30:26.483842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-12-31T20:30:26.496423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFM'. [2025-12-31T20:30:26.496838] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-12-31T20:30:26.497677] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-12-31T20:30:26.497732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:26.497766] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:26.497794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:26.497852] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:26.554940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:26.555767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:26.555849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:26.555881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:26.665396] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:26.665560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:26.665650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:26.665690] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:26.669807] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=99.06%) [2025-12-31T20:30:26.670308] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-12-31T20:30:26.670439] [INFO ] [sig ] RFM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:26.808023] [INFO ] [LOCAL ] Saved forecast: RFM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RFM.txt [2025-12-31T20:30:26.808158] [INFO ] [sig ] [2684/3534] Completed RFM in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m [2025-12-31T20:30:26.808201] [INFO ] [sig ] [2685/3534] Forecasting RFMZ... [2025-12-31T20:30:26.808232] [INFO ] [sig ] Generating forecast for: RFMZ [2025-12-31T20:30:26.808262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-12-31T20:30:26.819813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'. [2025-12-31T20:30:26.820125] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-12-31T20:30:26.820951] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-12-31T20:30:26.821007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:26.821040] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:26.821067] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:26.821126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:26.877905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:26.878603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:26.878684] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:26.878718] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:27.004857] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:27.005023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:27.005065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:27.005094] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:27.008546] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=46.51%) [2025-12-31T20:30:27.008840] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-12-31T20:30:27.008963] [INFO ] [sig ] RFMZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:27.147595] [INFO ] [LOCAL ] Saved forecast: RFMZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RFMZ.txt [2025-12-31T20:30:27.147739] [INFO ] [sig ] [2685/3534] Completed RFMZ in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m [2025-12-31T20:30:27.147781] [INFO ] [sig ] [2686/3534] Forecasting RGA... [2025-12-31T20:30:27.147813] [INFO ] [sig ] Generating forecast for: RGA [2025-12-31T20:30:27.147844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-12-31T20:30:27.160212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGA'. [2025-12-31T20:30:27.160537] [INFO ] [FORECASTER] Starting predict_future for RGA [2025-12-31T20:30:27.161511] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-12-31T20:30:27.161565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:27.161630] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:27.161659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:27.161719] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:27.219917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:27.220702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:27.220782] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:27.220816] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:27.341732] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:27.341896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:27.341953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:27.341986] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:27.345415] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=29.28%) [2025-12-31T20:30:27.345715] [INFO ] [FORECASTER] Completed predict_future for RGA [2025-12-31T20:30:27.345842] [INFO ] [sig ] RGA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:27.487962] [INFO ] [LOCAL ] Saved forecast: RGA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RGA.txt [2025-12-31T20:30:27.488103] [INFO ] [sig ] [2686/3534] Completed RGA in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.9m [2025-12-31T20:30:27.488144] [INFO ] [sig ] [2687/3534] Forecasting RGCO... [2025-12-31T20:30:27.488174] [INFO ] [sig ] Generating forecast for: RGCO [2025-12-31T20:30:27.488203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'. [2025-12-31T20:30:27.499804] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGCO'. [2025-12-31T20:30:27.500224] [INFO ] [FORECASTER] Starting predict_future for RGCO [2025-12-31T20:30:27.501092] [DEBUG] [LOCAL ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt [2025-12-31T20:30:27.501161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:27.501195] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:27.501223] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:27.501283] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:27.560987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:27.561912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:27.562003] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:27.562037] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:27.670060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:27.670230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:27.670271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:27.670300] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:27.673774] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=35.21%) [2025-12-31T20:30:27.674065] [INFO ] [FORECASTER] Completed predict_future for RGCO [2025-12-31T20:30:27.674190] [INFO ] [sig ] RGCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:27.816669] [INFO ] [LOCAL ] Saved forecast: RGCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RGCO.txt [2025-12-31T20:30:27.816819] [INFO ] [sig ] [2687/3534] Completed RGCO in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:27.816858] [INFO ] [sig ] [2688/3534] Forecasting RGEN... [2025-12-31T20:30:27.816890] [INFO ] [sig ] Generating forecast for: RGEN [2025-12-31T20:30:27.816920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'. [2025-12-31T20:30:27.828659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGEN'. [2025-12-31T20:30:27.828985] [INFO ] [FORECASTER] Starting predict_future for RGEN [2025-12-31T20:30:27.829786] [DEBUG] [LOCAL ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt [2025-12-31T20:30:27.829839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:27.829870] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:27.829897] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:27.829955] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:27.893931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:27.894872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:27.895007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:27.895048] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:28.019159] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:28.019331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:28.019371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:28.019400] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:28.022776] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=6.16%) [2025-12-31T20:30:28.023058] [INFO ] [FORECASTER] Completed predict_future for RGEN [2025-12-31T20:30:28.023181] [INFO ] [sig ] RGEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:28.176259] [INFO ] [LOCAL ] Saved forecast: RGEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RGEN.txt [2025-12-31T20:30:28.176435] [INFO ] [sig ] [2688/3534] Completed RGEN in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:28.176489] [INFO ] [sig ] [2689/3534] Forecasting RGLD... [2025-12-31T20:30:28.176535] [INFO ] [sig ] Generating forecast for: RGLD [2025-12-31T20:30:28.176591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'. [2025-12-31T20:30:28.189187] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGLD'. [2025-12-31T20:30:28.189591] [INFO ] [FORECASTER] Starting predict_future for RGLD [2025-12-31T20:30:28.190468] [DEBUG] [LOCAL ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt [2025-12-31T20:30:28.190523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:28.190556] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:28.190622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:28.190704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:28.256599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:28.257773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:28.257872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:28.257908] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:28.379127] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:28.379308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:28.379349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:28.379377] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:28.382769] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=98.74%) [2025-12-31T20:30:28.383048] [INFO ] [FORECASTER] Completed predict_future for RGLD [2025-12-31T20:30:28.383172] [INFO ] [sig ] RGLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:28.522967] [INFO ] [LOCAL ] Saved forecast: RGLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RGLD.txt [2025-12-31T20:30:28.523133] [INFO ] [sig ] [2689/3534] Completed RGLD in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:28.523180] [INFO ] [sig ] [2690/3534] Forecasting RGNX... [2025-12-31T20:30:28.523212] [INFO ] [sig ] Generating forecast for: RGNX [2025-12-31T20:30:28.523246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'. [2025-12-31T20:30:28.535469] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGNX'. [2025-12-31T20:30:28.535847] [INFO ] [FORECASTER] Starting predict_future for RGNX [2025-12-31T20:30:28.536753] [DEBUG] [LOCAL ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt [2025-12-31T20:30:28.536811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:28.536844] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:28.536872] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:28.536935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:28.602622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:28.603629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:28.603729] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:28.603779] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:28.736596] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:28.736769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:28.736821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:28.736852] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:28.740685] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=19.47%) [2025-12-31T20:30:28.741017] [INFO ] [FORECASTER] Completed predict_future for RGNX [2025-12-31T20:30:28.741164] [INFO ] [sig ] RGNX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:28.896930] [INFO ] [LOCAL ] Saved forecast: RGNX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RGNX.txt [2025-12-31T20:30:28.897064] [INFO ] [sig ] [2690/3534] Completed RGNX in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:28.897111] [INFO ] [sig ] [2691/3534] Forecasting RGP... [2025-12-31T20:30:28.897141] [INFO ] [sig ] Generating forecast for: RGP [2025-12-31T20:30:28.897172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'. [2025-12-31T20:30:28.909508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGP'. [2025-12-31T20:30:28.909965] [INFO ] [FORECASTER] Starting predict_future for RGP [2025-12-31T20:30:28.910847] [DEBUG] [LOCAL ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt [2025-12-31T20:30:28.910902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:28.910943] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:28.910977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:28.911036] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:28.969241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:28.970170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:28.970254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:28.970288] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:29.089587] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:29.089750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:29.089806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:29.089863] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:29.094067] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=26.73%) [2025-12-31T20:30:29.094356] [INFO ] [FORECASTER] Completed predict_future for RGP [2025-12-31T20:30:29.094484] [INFO ] [sig ] RGP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:29.238085] [INFO ] [LOCAL ] Saved forecast: RGP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RGP.txt [2025-12-31T20:30:29.238243] [INFO ] [sig ] [2691/3534] Completed RGP in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:29.238283] [INFO ] [sig ] [2692/3534] Forecasting RGS... [2025-12-31T20:30:29.238313] [INFO ] [sig ] Generating forecast for: RGS [2025-12-31T20:30:29.238344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'. [2025-12-31T20:30:29.248468] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGS'. [2025-12-31T20:30:29.248800] [INFO ] [FORECASTER] Starting predict_future for RGS [2025-12-31T20:30:29.249755] [DEBUG] [LOCAL ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt [2025-12-31T20:30:29.249807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:29.249839] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:29.249865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:29.249922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:29.306707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:29.307376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:29.307454] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:29.307487] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:29.415230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:29.415387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:29.415427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:29.415456] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:29.418788] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=99.33%) [2025-12-31T20:30:29.419084] [INFO ] [FORECASTER] Completed predict_future for RGS [2025-12-31T20:30:29.419206] [INFO ] [sig ] RGS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:29.560167] [INFO ] [LOCAL ] Saved forecast: RGS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RGS.txt [2025-12-31T20:30:29.560302] [INFO ] [sig ] [2692/3534] Completed RGS in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:29.560342] [INFO ] [sig ] [2693/3534] Forecasting RGTI... [2025-12-31T20:30:29.560372] [INFO ] [sig ] Generating forecast for: RGTI [2025-12-31T20:30:29.560402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'. [2025-12-31T20:30:29.572977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RGTI'. [2025-12-31T20:30:29.573479] [INFO ] [FORECASTER] Starting predict_future for RGTI [2025-12-31T20:30:29.574442] [DEBUG] [LOCAL ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt [2025-12-31T20:30:29.574494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:29.574526] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:29.574552] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:29.574631] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:29.630377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:29.631135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:29.631216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:29.631248] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:29.752510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:29.752680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:29.752720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:29.752747] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:29.756108] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=66.28%) [2025-12-31T20:30:29.756380] [INFO ] [FORECASTER] Completed predict_future for RGTI [2025-12-31T20:30:29.756502] [INFO ] [sig ] RGTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:29.895357] [INFO ] [LOCAL ] Saved forecast: RGTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RGTI.txt [2025-12-31T20:30:29.895506] [INFO ] [sig ] [2693/3534] Completed RGTI in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:29.895548] [INFO ] [sig ] [2694/3534] Forecasting RH... [2025-12-31T20:30:29.895595] [INFO ] [sig ] Generating forecast for: RH [2025-12-31T20:30:29.895629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-12-31T20:30:29.906643] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RH'. [2025-12-31T20:30:29.906953] [INFO ] [FORECASTER] Starting predict_future for RH [2025-12-31T20:30:29.907737] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-12-31T20:30:29.907789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:29.907821] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:29.907849] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:29.907907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:29.964827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:29.965625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:29.965712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:29.965744] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:30.093037] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:30.093198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:30.093256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:30.093287] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:30.096668] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=54.11%) [2025-12-31T20:30:30.096965] [INFO ] [FORECASTER] Completed predict_future for RH [2025-12-31T20:30:30.097097] [INFO ] [sig ] RH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:30.238299] [INFO ] [LOCAL ] Saved forecast: RH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RH.txt [2025-12-31T20:30:30.238434] [INFO ] [sig ] [2694/3534] Completed RH in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:30.238474] [INFO ] [sig ] [2695/3534] Forecasting RHI... [2025-12-31T20:30:30.238504] [INFO ] [sig ] Generating forecast for: RHI [2025-12-31T20:30:30.238534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-12-31T20:30:30.250192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHI'. [2025-12-31T20:30:30.250477] [INFO ] [FORECASTER] Starting predict_future for RHI [2025-12-31T20:30:30.251248] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-12-31T20:30:30.251300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:30.251355] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:30.251383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:30.251441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:30.308478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:30.309315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:30.309397] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:30.309430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:30.432103] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:30.432259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:30.432299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:30.432327] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:30.435654] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=88.36%) [2025-12-31T20:30:30.435927] [INFO ] [FORECASTER] Completed predict_future for RHI [2025-12-31T20:30:30.436049] [INFO ] [sig ] RHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:30.573239] [INFO ] [LOCAL ] Saved forecast: RHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RHI.txt [2025-12-31T20:30:30.573381] [INFO ] [sig ] [2695/3534] Completed RHI in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:30.573419] [INFO ] [sig ] [2696/3534] Forecasting RHP... [2025-12-31T20:30:30.573450] [INFO ] [sig ] Generating forecast for: RHP [2025-12-31T20:30:30.573482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-12-31T20:30:30.585751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RHP'. [2025-12-31T20:30:30.586217] [INFO ] [FORECASTER] Starting predict_future for RHP [2025-12-31T20:30:30.587229] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-12-31T20:30:30.587293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:30.587334] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:30.587369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:30.587448] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:30.646021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:30.646749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:30.646849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:30.646883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:30.769437] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:30.769610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:30.769658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:30.769688] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:30.773177] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=3.72%) [2025-12-31T20:30:30.773459] [INFO ] [FORECASTER] Completed predict_future for RHP [2025-12-31T20:30:30.773603] [INFO ] [sig ] RHP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:30.918111] [INFO ] [LOCAL ] Saved forecast: RHP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RHP.txt [2025-12-31T20:30:30.918465] [INFO ] [sig ] [2696/3534] Completed RHP in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:30.918506] [INFO ] [sig ] [2697/3534] Forecasting RIG... [2025-12-31T20:30:30.918537] [INFO ] [sig ] Generating forecast for: RIG [2025-12-31T20:30:30.918587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-12-31T20:30:30.933667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIG'. [2025-12-31T20:30:30.934094] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-12-31T20:30:30.935172] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-12-31T20:30:30.935241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:30.935288] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:30.935329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:30.935421] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:31.007708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:31.008723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:31.008808] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:31.008842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:31.131462] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:31.131639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:31.131681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:31.131710] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:31.135050] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=32.03%) [2025-12-31T20:30:31.135327] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-12-31T20:30:31.135449] [INFO ] [sig ] RIG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:31.279997] [INFO ] [LOCAL ] Saved forecast: RIG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RIG.txt [2025-12-31T20:30:31.280135] [INFO ] [sig ] [2697/3534] Completed RIG in 0.4s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:31.280174] [INFO ] [sig ] [2698/3534] Forecasting RIGL... [2025-12-31T20:30:31.280204] [INFO ] [sig ] Generating forecast for: RIGL [2025-12-31T20:30:31.280236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'. [2025-12-31T20:30:31.291510] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIGL'. [2025-12-31T20:30:31.291859] [INFO ] [FORECASTER] Starting predict_future for RIGL [2025-12-31T20:30:31.292683] [DEBUG] [LOCAL ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt [2025-12-31T20:30:31.292736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:31.292810] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:31.292841] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:31.292899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:31.352603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:31.353329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:31.353411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:31.353445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:31.475224] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:31.475387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:31.475432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:31.475494] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:31.479200] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=47.56%) [2025-12-31T20:30:31.479756] [INFO ] [FORECASTER] Completed predict_future for RIGL [2025-12-31T20:30:31.479887] [INFO ] [sig ] RIGL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:31.621725] [INFO ] [LOCAL ] Saved forecast: RIGL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RIGL.txt [2025-12-31T20:30:31.621856] [INFO ] [sig ] [2698/3534] Completed RIGL in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:31.621896] [INFO ] [sig ] [2699/3534] Forecasting RILY... [2025-12-31T20:30:31.621927] [INFO ] [sig ] Generating forecast for: RILY [2025-12-31T20:30:31.621959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'. [2025-12-31T20:30:31.633176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILY'. [2025-12-31T20:30:31.633453] [INFO ] [FORECASTER] Starting predict_future for RILY [2025-12-31T20:30:31.634257] [DEBUG] [LOCAL ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt [2025-12-31T20:30:31.634321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:31.634359] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:31.634388] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:31.634448] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:31.694437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:31.695251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:31.695334] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:31.695367] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:31.816846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:31.816993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:31.817044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:31.817075] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:31.820438] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=32.17%) [2025-12-31T20:30:31.820728] [INFO ] [FORECASTER] Completed predict_future for RILY [2025-12-31T20:30:31.820858] [INFO ] [sig ] RILY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:31.970319] [INFO ] [LOCAL ] Saved forecast: RILY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RILY.txt [2025-12-31T20:30:31.970473] [INFO ] [sig ] [2699/3534] Completed RILY in 0.3s | 2.91 sym/s | Total: 15.4m | ETA: 4.8m [2025-12-31T20:30:31.970514] [INFO ] [sig ] [2700/3534] Forecasting RILYN... [2025-12-31T20:30:31.970544] [INFO ] [sig ] Generating forecast for: RILYN [2025-12-31T20:30:31.970592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'. [2025-12-31T20:30:31.982239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYN'. [2025-12-31T20:30:31.982554] [INFO ] [FORECASTER] Starting predict_future for RILYN [2025-12-31T20:30:31.983324] [DEBUG] [LOCAL ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt [2025-12-31T20:30:31.983378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:31.983411] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:31.983438] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:31.983495] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:32.042356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:32.043078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:32.043160] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:32.043196] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:32.154014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:32.154155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:32.154194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:32.154224] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:32.157478] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=29.55%) [2025-12-31T20:30:32.157769] [INFO ] [FORECASTER] Completed predict_future for RILYN [2025-12-31T20:30:32.157892] [INFO ] [sig ] RILYN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:32.296668] [INFO ] [LOCAL ] Saved forecast: RILYN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RILYN.txt [2025-12-31T20:30:32.296787] [INFO ] [sig ] [2700/3534] Completed RILYN in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m [2025-12-31T20:30:32.296828] [INFO ] [sig ] [2701/3534] Forecasting RILYZ... [2025-12-31T20:30:32.296859] [INFO ] [sig ] Generating forecast for: RILYZ [2025-12-31T20:30:32.296891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'. [2025-12-31T20:30:32.307750] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'. [2025-12-31T20:30:32.308024] [INFO ] [FORECASTER] Starting predict_future for RILYZ [2025-12-31T20:30:32.308794] [DEBUG] [LOCAL ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt [2025-12-31T20:30:32.308846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:32.308877] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:32.308904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:32.308961] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:32.365937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:32.366564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:32.366657] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:32.366689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:32.483474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:32.483612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:32.483650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:32.483678] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:32.486958] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=46.29%) [2025-12-31T20:30:32.487257] [INFO ] [FORECASTER] Completed predict_future for RILYZ [2025-12-31T20:30:32.487378] [INFO ] [sig ] RILYZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:32.629029] [INFO ] [LOCAL ] Saved forecast: RILYZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RILYZ.txt [2025-12-31T20:30:32.629189] [INFO ] [sig ] [2701/3534] Completed RILYZ in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m [2025-12-31T20:30:32.629427] [INFO ] [sig ] [2702/3534] Forecasting RIME... [2025-12-31T20:30:32.629467] [INFO ] [sig ] Generating forecast for: RIME [2025-12-31T20:30:32.629497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'. [2025-12-31T20:30:32.641536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIME'. [2025-12-31T20:30:32.641915] [INFO ] [FORECASTER] Starting predict_future for RIME [2025-12-31T20:30:32.642898] [DEBUG] [LOCAL ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt [2025-12-31T20:30:32.642949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:32.642981] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:32.643008] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:32.643065] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:32.703267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:32.704084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:32.704166] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:32.704199] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:32.821782] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:32.821919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:32.821957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:32.821985] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:32.825256] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: DOWN (p=4.41%) [2025-12-31T20:30:32.825532] [INFO ] [FORECASTER] Completed predict_future for RIME [2025-12-31T20:30:32.825669] [INFO ] [sig ] RIME: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:32.975026] [INFO ] [LOCAL ] Saved forecast: RIME 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RIME.txt [2025-12-31T20:30:32.975178] [INFO ] [sig ] [2702/3534] Completed RIME in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m [2025-12-31T20:30:32.975219] [INFO ] [sig ] [2703/3534] Forecasting RING... [2025-12-31T20:30:32.975249] [INFO ] [sig ] Generating forecast for: RING [2025-12-31T20:30:32.975279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'. [2025-12-31T20:30:32.986702] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RING'. [2025-12-31T20:30:32.986979] [INFO ] [FORECASTER] Starting predict_future for RING [2025-12-31T20:30:32.987744] [DEBUG] [LOCAL ] No optimal features file found for RING: ./output/feature-sets/RING.txt [2025-12-31T20:30:32.987796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:32.987828] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:32.987854] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:32.987911] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:33.046033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:33.046808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:33.046891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:33.046925] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:33.169262] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:33.169422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:33.169465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:33.169495] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:33.172982] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=55.40%) [2025-12-31T20:30:33.173280] [INFO ] [FORECASTER] Completed predict_future for RING [2025-12-31T20:30:33.173407] [INFO ] [sig ] RING: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:33.320635] [INFO ] [LOCAL ] Saved forecast: RING 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RING.txt [2025-12-31T20:30:33.320818] [INFO ] [sig ] [2703/3534] Completed RING in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m [2025-12-31T20:30:33.320863] [INFO ] [sig ] [2704/3534] Forecasting RIO... [2025-12-31T20:30:33.320892] [INFO ] [sig ] Generating forecast for: RIO [2025-12-31T20:30:33.320933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-12-31T20:30:33.332898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIO'. [2025-12-31T20:30:33.333255] [INFO ] [FORECASTER] Starting predict_future for RIO [2025-12-31T20:30:33.334070] [DEBUG] [LOCAL ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt [2025-12-31T20:30:33.334122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:33.334154] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:33.334180] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:33.334238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:33.391169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:33.392190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:33.392279] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:33.392314] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:33.519997] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:33.520164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:33.520213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:33.520247] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:33.523627] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=95.52%) [2025-12-31T20:30:33.523898] [INFO ] [FORECASTER] Completed predict_future for RIO [2025-12-31T20:30:33.524021] [INFO ] [sig ] RIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:33.667680] [INFO ] [LOCAL ] Saved forecast: RIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RIO.txt [2025-12-31T20:30:33.667834] [INFO ] [sig ] [2704/3534] Completed RIO in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.8m [2025-12-31T20:30:33.667874] [INFO ] [sig ] [2705/3534] Forecasting RITM... [2025-12-31T20:30:33.667906] [INFO ] [sig ] Generating forecast for: RITM [2025-12-31T20:30:33.667936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-12-31T20:30:33.680487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RITM'. [2025-12-31T20:30:33.680889] [INFO ] [FORECASTER] Starting predict_future for RITM [2025-12-31T20:30:33.681692] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-12-31T20:30:33.681744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:33.681776] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:33.681804] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:33.681861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:33.740669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:33.741546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:33.741680] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:33.741716] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:33.860441] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:33.860623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:33.860667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:33.860714] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:33.864219] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=76.58%) [2025-12-31T20:30:33.864523] [INFO ] [FORECASTER] Completed predict_future for RITM [2025-12-31T20:30:33.864673] [INFO ] [sig ] RITM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:34.010769] [INFO ] [LOCAL ] Saved forecast: RITM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RITM.txt [2025-12-31T20:30:34.010923] [INFO ] [sig ] [2705/3534] Completed RITM in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:34.010964] [INFO ] [sig ] [2706/3534] Forecasting RIVN... [2025-12-31T20:30:34.010995] [INFO ] [sig ] Generating forecast for: RIVN [2025-12-31T20:30:34.011026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'. [2025-12-31T20:30:34.023177] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RIVN'. [2025-12-31T20:30:34.023558] [INFO ] [FORECASTER] Starting predict_future for RIVN [2025-12-31T20:30:34.024343] [DEBUG] [LOCAL ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt [2025-12-31T20:30:34.024396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:34.024429] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:34.024457] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:34.024514] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:34.085985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:34.086882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:34.086971] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:34.087005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:34.211494] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:34.211700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:34.211748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:34.211778] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:34.215275] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-12-31T20:30:34.215565] [INFO ] [FORECASTER] Completed predict_future for RIVN [2025-12-31T20:30:34.215715] [INFO ] [sig ] RIVN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:34.367852] [INFO ] [LOCAL ] Saved forecast: RIVN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RIVN.txt [2025-12-31T20:30:34.368014] [INFO ] [sig ] [2706/3534] Completed RIVN in 0.4s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:34.368055] [INFO ] [sig ] [2707/3534] Forecasting RKLB... [2025-12-31T20:30:34.368088] [INFO ] [sig ] Generating forecast for: RKLB [2025-12-31T20:30:34.368119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'. [2025-12-31T20:30:34.380901] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RKLB'. [2025-12-31T20:30:34.381198] [INFO ] [FORECASTER] Starting predict_future for RKLB [2025-12-31T20:30:34.382015] [DEBUG] [LOCAL ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt [2025-12-31T20:30:34.382068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:34.382101] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:34.382132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:34.382191] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:34.442859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:34.443788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:34.443890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:34.443924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:34.565292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:34.565454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:34.565494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:34.565522] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:34.568956] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=7.44%) [2025-12-31T20:30:34.569409] [INFO ] [FORECASTER] Completed predict_future for RKLB [2025-12-31T20:30:34.570033] [INFO ] [sig ] RKLB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:34.710942] [INFO ] [LOCAL ] Saved forecast: RKLB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RKLB.txt [2025-12-31T20:30:34.711089] [INFO ] [sig ] [2707/3534] Completed RKLB in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:34.711141] [INFO ] [sig ] [2708/3534] Forecasting RL... [2025-12-31T20:30:34.711178] [INFO ] [sig ] Generating forecast for: RL [2025-12-31T20:30:34.711215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-12-31T20:30:34.722989] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RL'. [2025-12-31T20:30:34.723356] [INFO ] [FORECASTER] Starting predict_future for RL [2025-12-31T20:30:34.724165] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-12-31T20:30:34.724218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:34.724251] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:34.724278] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:34.724336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:34.782222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:34.782848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:34.782926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:34.782956] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:34.903701] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:34.903854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:34.903893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:34.903926] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:34.907333] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=61.70%) [2025-12-31T20:30:34.907631] [INFO ] [FORECASTER] Completed predict_future for RL [2025-12-31T20:30:34.907759] [INFO ] [sig ] RL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:35.047955] [INFO ] [LOCAL ] Saved forecast: RL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RL.txt [2025-12-31T20:30:35.048107] [INFO ] [sig ] [2708/3534] Completed RL in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:35.048148] [INFO ] [sig ] [2709/3534] Forecasting RLAY... [2025-12-31T20:30:35.048177] [INFO ] [sig ] Generating forecast for: RLAY [2025-12-31T20:30:35.048206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'. [2025-12-31T20:30:35.059327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLAY'. [2025-12-31T20:30:35.059629] [INFO ] [FORECASTER] Starting predict_future for RLAY [2025-12-31T20:30:35.060417] [DEBUG] [LOCAL ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt [2025-12-31T20:30:35.060468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:35.060500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:35.060538] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:35.060620] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:35.120272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:35.120923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:35.121001] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:35.121035] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:35.249684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:35.249837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:35.249877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:35.249905] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:35.253277] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: UP (p=95.41%) [2025-12-31T20:30:35.253547] [INFO ] [FORECASTER] Completed predict_future for RLAY [2025-12-31T20:30:35.253685] [INFO ] [sig ] RLAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:35.394682] [INFO ] [LOCAL ] Saved forecast: RLAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RLAY.txt [2025-12-31T20:30:35.394810] [INFO ] [sig ] [2709/3534] Completed RLAY in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:35.394849] [INFO ] [sig ] [2710/3534] Forecasting RLI... [2025-12-31T20:30:35.394878] [INFO ] [sig ] Generating forecast for: RLI [2025-12-31T20:30:35.394908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-12-31T20:30:35.406169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLI'. [2025-12-31T20:30:35.406450] [INFO ] [FORECASTER] Starting predict_future for RLI [2025-12-31T20:30:35.407253] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-12-31T20:30:35.407307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:35.407340] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:35.407369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:35.407429] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:35.466856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:35.467524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:35.467621] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:35.467656] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:35.591980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:35.592129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:35.592172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:35.592203] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:35.595606] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=70.53%) [2025-12-31T20:30:35.595883] [INFO ] [FORECASTER] Completed predict_future for RLI [2025-12-31T20:30:35.596008] [INFO ] [sig ] RLI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:35.737760] [INFO ] [LOCAL ] Saved forecast: RLI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RLI.txt [2025-12-31T20:30:35.737883] [INFO ] [sig ] [2710/3534] Completed RLI in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:35.737922] [INFO ] [sig ] [2711/3534] Forecasting RLJ... [2025-12-31T20:30:35.737952] [INFO ] [sig ] Generating forecast for: RLJ [2025-12-31T20:30:35.737982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-12-31T20:30:35.748745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLJ'. [2025-12-31T20:30:35.749023] [INFO ] [FORECASTER] Starting predict_future for RLJ [2025-12-31T20:30:35.749861] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-12-31T20:30:35.749913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:35.749945] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:35.749971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:35.750028] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:35.808109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:35.809010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:35.809097] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:35.809132] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:35.928418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:35.928624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:35.928682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:35.928729] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:35.933933] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=43.60%) [2025-12-31T20:30:35.934343] [INFO ] [FORECASTER] Completed predict_future for RLJ [2025-12-31T20:30:35.934521] [INFO ] [sig ] RLJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:36.082503] [INFO ] [LOCAL ] Saved forecast: RLJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RLJ.txt [2025-12-31T20:30:36.082653] [INFO ] [sig ] [2711/3534] Completed RLJ in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:36.082696] [INFO ] [sig ] [2712/3534] Forecasting RLMD... [2025-12-31T20:30:36.082727] [INFO ] [sig ] Generating forecast for: RLMD [2025-12-31T20:30:36.082757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'. [2025-12-31T20:30:36.093819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLMD'. [2025-12-31T20:30:36.094099] [INFO ] [FORECASTER] Starting predict_future for RLMD [2025-12-31T20:30:36.094884] [DEBUG] [LOCAL ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt [2025-12-31T20:30:36.094938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:36.094996] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:36.095025] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:36.095086] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:36.153054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:36.153734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:36.153811] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:36.153843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:36.275374] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:36.275518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:36.275558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:36.275606] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:36.278961] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-12-31T20:30:36.279284] [INFO ] [FORECASTER] Completed predict_future for RLMD [2025-12-31T20:30:36.279413] [INFO ] [sig ] RLMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:36.420540] [INFO ] [LOCAL ] Saved forecast: RLMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RLMD.txt [2025-12-31T20:30:36.420683] [INFO ] [sig ] [2712/3534] Completed RLMD in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:36.420722] [INFO ] [sig ] [2713/3534] Forecasting RLTY... [2025-12-31T20:30:36.420751] [INFO ] [sig ] Generating forecast for: RLTY [2025-12-31T20:30:36.420790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-12-31T20:30:36.431917] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLTY'. [2025-12-31T20:30:36.432206] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-12-31T20:30:36.432992] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-12-31T20:30:36.433044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:36.433076] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:36.433103] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:36.433160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:36.491097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:36.491762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:36.491837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:36.491869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:36.606953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:36.607093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:36.607134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:36.607164] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:36.610623] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=17.86%) [2025-12-31T20:30:36.610905] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-12-31T20:30:36.611030] [INFO ] [sig ] RLTY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:36.752692] [INFO ] [LOCAL ] Saved forecast: RLTY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RLTY.txt [2025-12-31T20:30:36.752819] [INFO ] [sig ] [2713/3534] Completed RLTY in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:36.752857] [INFO ] [sig ] [2714/3534] Forecasting RLX... [2025-12-31T20:30:36.752886] [INFO ] [sig ] Generating forecast for: RLX [2025-12-31T20:30:36.752917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-12-31T20:30:36.764773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RLX'. [2025-12-31T20:30:36.765048] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-12-31T20:30:36.765831] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-12-31T20:30:36.765882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:36.765914] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:36.765941] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:36.766003] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:36.823194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:36.823839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:36.823914] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:36.823947] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:36.940171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:36.940290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:36.940330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:36.940358] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:36.943729] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=90.59%) [2025-12-31T20:30:36.944001] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-12-31T20:30:36.944122] [INFO ] [sig ] RLX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:37.085739] [INFO ] [LOCAL ] Saved forecast: RLX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RLX.txt [2025-12-31T20:30:37.085873] [INFO ] [sig ] [2714/3534] Completed RLX in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:37.085913] [INFO ] [sig ] [2715/3534] Forecasting RM... [2025-12-31T20:30:37.085943] [INFO ] [sig ] Generating forecast for: RM [2025-12-31T20:30:37.085974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-12-31T20:30:37.096741] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RM'. [2025-12-31T20:30:37.097021] [INFO ] [FORECASTER] Starting predict_future for RM [2025-12-31T20:30:37.097797] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-12-31T20:30:37.097848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:37.097879] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:37.097906] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:37.097963] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:37.157527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:37.158176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:37.158253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:37.158286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:37.276355] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:37.276510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:37.276549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:37.276622] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:37.279995] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=97.54%) [2025-12-31T20:30:37.280281] [INFO ] [FORECASTER] Completed predict_future for RM [2025-12-31T20:30:37.280406] [INFO ] [sig ] RM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:37.419157] [INFO ] [LOCAL ] Saved forecast: RM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RM.txt [2025-12-31T20:30:37.419293] [INFO ] [sig ] [2715/3534] Completed RM in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:37.419335] [INFO ] [sig ] [2716/3534] Forecasting RMAX... [2025-12-31T20:30:37.419366] [INFO ] [sig ] Generating forecast for: RMAX [2025-12-31T20:30:37.419396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-12-31T20:30:37.430624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMAX'. [2025-12-31T20:30:37.430945] [INFO ] [FORECASTER] Starting predict_future for RMAX [2025-12-31T20:30:37.431812] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-12-31T20:30:37.431866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:37.431899] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:37.431927] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:37.431985] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:37.491455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:37.492321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:37.492406] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:37.492440] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:37.608728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:37.608880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:37.608919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:37.608948] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:37.612406] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=85.96%) [2025-12-31T20:30:37.612722] [INFO ] [FORECASTER] Completed predict_future for RMAX [2025-12-31T20:30:37.612852] [INFO ] [sig ] RMAX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:37.763838] [INFO ] [LOCAL ] Saved forecast: RMAX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RMAX.txt [2025-12-31T20:30:37.763998] [INFO ] [sig ] [2716/3534] Completed RMAX in 0.3s | 2.91 sym/s | Total: 15.5m | ETA: 4.7m [2025-12-31T20:30:37.764048] [INFO ] [sig ] [2717/3534] Forecasting RMBI... [2025-12-31T20:30:37.764079] [INFO ] [sig ] Generating forecast for: RMBI [2025-12-31T20:30:37.764109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'. [2025-12-31T20:30:37.776653] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBI'. [2025-12-31T20:30:37.777011] [INFO ] [FORECASTER] Starting predict_future for RMBI [2025-12-31T20:30:37.777896] [DEBUG] [LOCAL ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt [2025-12-31T20:30:37.777957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:37.777991] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:37.778018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:37.778078] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:37.845861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:37.846792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:37.846891] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:37.846925] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:37.966368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:37.966524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:37.966600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:37.966641] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:37.971006] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=25.90%) [2025-12-31T20:30:37.971374] [INFO ] [FORECASTER] Completed predict_future for RMBI [2025-12-31T20:30:37.971521] [INFO ] [sig ] RMBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:38.135121] [INFO ] [LOCAL ] Saved forecast: RMBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RMBI.txt [2025-12-31T20:30:38.135265] [INFO ] [sig ] [2717/3534] Completed RMBI in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m [2025-12-31T20:30:38.135305] [INFO ] [sig ] [2718/3534] Forecasting RMBS... [2025-12-31T20:30:38.135338] [INFO ] [sig ] Generating forecast for: RMBS [2025-12-31T20:30:38.135383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'. [2025-12-31T20:30:38.147739] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMBS'. [2025-12-31T20:30:38.148058] [INFO ] [FORECASTER] Starting predict_future for RMBS [2025-12-31T20:30:38.148947] [DEBUG] [LOCAL ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt [2025-12-31T20:30:38.149001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:38.149034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:38.149061] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:38.149126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:38.217117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:38.218258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:38.218342] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:38.218382] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:38.342920] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:38.343101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:38.343147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:38.343175] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:38.347020] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=29.58%) [2025-12-31T20:30:38.347337] [INFO ] [FORECASTER] Completed predict_future for RMBS [2025-12-31T20:30:38.347490] [INFO ] [sig ] RMBS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:38.512635] [INFO ] [LOCAL ] Saved forecast: RMBS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RMBS.txt [2025-12-31T20:30:38.512820] [INFO ] [sig ] [2718/3534] Completed RMBS in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m [2025-12-31T20:30:38.512870] [INFO ] [sig ] [2719/3534] Forecasting RMD... [2025-12-31T20:30:38.512900] [INFO ] [sig ] Generating forecast for: RMD [2025-12-31T20:30:38.512929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-12-31T20:30:38.525514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMD'. [2025-12-31T20:30:38.525893] [INFO ] [FORECASTER] Starting predict_future for RMD [2025-12-31T20:30:38.526866] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-12-31T20:30:38.526932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:38.526969] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:38.526998] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:38.527060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:38.590668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:38.591447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:38.591533] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:38.591594] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:38.732908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:38.733063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:38.733106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:38.733138] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:38.736789] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=21.65%) [2025-12-31T20:30:38.737074] [INFO ] [FORECASTER] Completed predict_future for RMD [2025-12-31T20:30:38.737201] [INFO ] [sig ] RMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:38.876650] [INFO ] [LOCAL ] Saved forecast: RMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RMD.txt [2025-12-31T20:30:38.876780] [INFO ] [sig ] [2719/3534] Completed RMD in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m [2025-12-31T20:30:38.876820] [INFO ] [sig ] [2720/3534] Forecasting RMI... [2025-12-31T20:30:38.876850] [INFO ] [sig ] Generating forecast for: RMI [2025-12-31T20:30:38.876879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-12-31T20:30:38.887711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMI'. [2025-12-31T20:30:38.888019] [INFO ] [FORECASTER] Starting predict_future for RMI [2025-12-31T20:30:38.888793] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-12-31T20:30:38.888845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:38.888876] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:38.888902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:38.888960] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:38.949675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:38.950530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:38.950644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:38.950689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:39.073064] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:39.073228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:39.073276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:39.073308] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:39.077143] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=48.71%) [2025-12-31T20:30:39.077448] [INFO ] [FORECASTER] Completed predict_future for RMI [2025-12-31T20:30:39.077621] [INFO ] [sig ] RMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:39.234171] [INFO ] [LOCAL ] Saved forecast: RMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RMI.txt [2025-12-31T20:30:39.234331] [INFO ] [sig ] [2720/3534] Completed RMI in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m [2025-12-31T20:30:39.234559] [INFO ] [sig ] [2721/3534] Forecasting RMM... [2025-12-31T20:30:39.234627] [INFO ] [sig ] Generating forecast for: RMM [2025-12-31T20:30:39.234667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-12-31T20:30:39.247514] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMM'. [2025-12-31T20:30:39.247865] [INFO ] [FORECASTER] Starting predict_future for RMM [2025-12-31T20:30:39.248720] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-12-31T20:30:39.248775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:39.248809] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:39.248838] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:39.248897] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:39.310442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:39.311428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:39.311509] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:39.311540] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:39.448535] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:39.448706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:39.448747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:39.448776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:39.452344] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-12-31T20:30:39.452640] [INFO ] [FORECASTER] Completed predict_future for RMM [2025-12-31T20:30:39.452766] [INFO ] [sig ] RMM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:39.610213] [INFO ] [LOCAL ] Saved forecast: RMM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RMM.txt [2025-12-31T20:30:39.610390] [INFO ] [sig ] [2721/3534] Completed RMM in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.7m [2025-12-31T20:30:39.610435] [INFO ] [sig ] [2722/3534] Forecasting RMMZ... [2025-12-31T20:30:39.610467] [INFO ] [sig ] Generating forecast for: RMMZ [2025-12-31T20:30:39.610510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-12-31T20:30:39.622497] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'. [2025-12-31T20:30:39.622889] [INFO ] [FORECASTER] Starting predict_future for RMMZ [2025-12-31T20:30:39.623820] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-12-31T20:30:39.623894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:39.623931] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:39.623960] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:39.624020] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:39.690668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:39.691636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:39.691758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:39.691794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:39.815201] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:39.815369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:39.815414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:39.815445] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:39.819410] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=59.32%) [2025-12-31T20:30:39.819734] [INFO ] [FORECASTER] Completed predict_future for RMMZ [2025-12-31T20:30:39.819881] [INFO ] [sig ] RMMZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:39.982813] [INFO ] [LOCAL ] Saved forecast: RMMZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RMMZ.txt [2025-12-31T20:30:39.982964] [INFO ] [sig ] [2722/3534] Completed RMMZ in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:39.983006] [INFO ] [sig ] [2723/3534] Forecasting RMNI... [2025-12-31T20:30:39.983035] [INFO ] [sig ] Generating forecast for: RMNI [2025-12-31T20:30:39.983066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'. [2025-12-31T20:30:39.994537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RMNI'. [2025-12-31T20:30:39.994859] [INFO ] [FORECASTER] Starting predict_future for RMNI [2025-12-31T20:30:39.995779] [DEBUG] [LOCAL ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt [2025-12-31T20:30:39.995842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:39.995882] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:39.995911] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:39.995970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:40.065120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:40.065989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:40.066079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:40.066114] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:40.202105] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:40.202273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:40.202316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:40.202356] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:40.206107] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=54.36%) [2025-12-31T20:30:40.206415] [INFO ] [FORECASTER] Completed predict_future for RMNI [2025-12-31T20:30:40.206560] [INFO ] [sig ] RMNI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:40.364315] [INFO ] [LOCAL ] Saved forecast: RMNI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RMNI.txt [2025-12-31T20:30:40.364475] [INFO ] [sig ] [2723/3534] Completed RMNI in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:40.364517] [INFO ] [sig ] [2724/3534] Forecasting RNA... [2025-12-31T20:30:40.364547] [INFO ] [sig ] Generating forecast for: RNA [2025-12-31T20:30:40.364598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'. [2025-12-31T20:30:40.375613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNA'. [2025-12-31T20:30:40.375917] [INFO ] [FORECASTER] Starting predict_future for RNA [2025-12-31T20:30:40.376698] [DEBUG] [LOCAL ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt [2025-12-31T20:30:40.376749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:40.376780] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:40.376807] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:40.376865] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:40.444769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:40.445569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:40.445670] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:40.445705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:40.572024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:40.572187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:40.572241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:40.572282] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:40.576133] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=85.83%) [2025-12-31T20:30:40.576448] [INFO ] [FORECASTER] Completed predict_future for RNA [2025-12-31T20:30:40.576593] [INFO ] [sig ] RNA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:40.728245] [INFO ] [LOCAL ] Saved forecast: RNA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RNA.txt [2025-12-31T20:30:40.728391] [INFO ] [sig ] [2724/3534] Completed RNA in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:40.728431] [INFO ] [sig ] [2725/3534] Forecasting RNAC... [2025-12-31T20:30:40.728461] [INFO ] [sig ] Generating forecast for: RNAC [2025-12-31T20:30:40.728492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'. [2025-12-31T20:30:40.740691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNAC'. [2025-12-31T20:30:40.741096] [INFO ] [FORECASTER] Starting predict_future for RNAC [2025-12-31T20:30:40.742004] [DEBUG] [LOCAL ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt [2025-12-31T20:30:40.742060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:40.742094] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:40.742122] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:40.742182] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:40.806209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:40.807095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:40.807181] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:40.807225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:40.933641] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:40.933797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:40.933838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:40.933869] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:40.937332] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=70.87%) [2025-12-31T20:30:40.937638] [INFO ] [FORECASTER] Completed predict_future for RNAC [2025-12-31T20:30:40.937765] [INFO ] [sig ] RNAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:41.090922] [INFO ] [LOCAL ] Saved forecast: RNAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RNAC.txt [2025-12-31T20:30:41.091098] [INFO ] [sig ] [2725/3534] Completed RNAC in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:41.091149] [INFO ] [sig ] [2726/3534] Forecasting RNAZ... [2025-12-31T20:30:41.091183] [INFO ] [sig ] Generating forecast for: RNAZ [2025-12-31T20:30:41.091219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'. [2025-12-31T20:30:41.102233] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'. [2025-12-31T20:30:41.102593] [INFO ] [FORECASTER] Starting predict_future for RNAZ [2025-12-31T20:30:41.103373] [DEBUG] [LOCAL ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt [2025-12-31T20:30:41.103425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:41.103458] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:41.103485] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:41.103549] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:41.167765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:41.168603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:41.168688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:41.168722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:41.293299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:41.293453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:41.293491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:41.293523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:41.297286] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: UP (p=86.57%) [2025-12-31T20:30:41.297605] [INFO ] [FORECASTER] Completed predict_future for RNAZ [2025-12-31T20:30:41.297736] [INFO ] [sig ] RNAZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:41.449340] [INFO ] [LOCAL ] Saved forecast: RNAZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RNAZ.txt [2025-12-31T20:30:41.449482] [INFO ] [sig ] [2726/3534] Completed RNAZ in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:41.449523] [INFO ] [sig ] [2727/3534] Forecasting RNG... [2025-12-31T20:30:41.449553] [INFO ] [sig ] Generating forecast for: RNG [2025-12-31T20:30:41.449603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-12-31T20:30:41.461983] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNG'. [2025-12-31T20:30:41.462347] [INFO ] [FORECASTER] Starting predict_future for RNG [2025-12-31T20:30:41.463231] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-12-31T20:30:41.463291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:41.463324] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:41.463351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:41.463409] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:41.522979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:41.523814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:41.523898] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:41.523931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:41.647995] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:41.648154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:41.648196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:41.648225] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:41.652142] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=79.27%) [2025-12-31T20:30:41.652425] [INFO ] [FORECASTER] Completed predict_future for RNG [2025-12-31T20:30:41.652587] [INFO ] [sig ] RNG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:41.799488] [INFO ] [LOCAL ] Saved forecast: RNG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RNG.txt [2025-12-31T20:30:41.799665] [INFO ] [sig ] [2727/3534] Completed RNG in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:41.799708] [INFO ] [sig ] [2728/3534] Forecasting RNP... [2025-12-31T20:30:41.799738] [INFO ] [sig ] Generating forecast for: RNP [2025-12-31T20:30:41.799787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-12-31T20:30:41.812439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RNP'. [2025-12-31T20:30:41.812784] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-12-31T20:30:41.813644] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-12-31T20:30:41.813696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:41.813729] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:41.813756] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:41.813813] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:41.871322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:41.872162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:41.872247] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:41.872279] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:41.989051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:41.989204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:41.989266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:41.989299] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:41.992710] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=26.35%) [2025-12-31T20:30:41.992984] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-12-31T20:30:41.993104] [INFO ] [sig ] RNP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:42.135738] [INFO ] [LOCAL ] Saved forecast: RNP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RNP.txt [2025-12-31T20:30:42.135885] [INFO ] [sig ] [2728/3534] Completed RNP in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:42.135926] [INFO ] [sig ] [2729/3534] Forecasting ROAD... [2025-12-31T20:30:42.135956] [INFO ] [sig ] Generating forecast for: ROAD [2025-12-31T20:30:42.135986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'. [2025-12-31T20:30:42.148095] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROAD'. [2025-12-31T20:30:42.148454] [INFO ] [FORECASTER] Starting predict_future for ROAD [2025-12-31T20:30:42.149309] [DEBUG] [LOCAL ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt [2025-12-31T20:30:42.149363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:42.149422] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:42.149451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:42.149510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:42.206160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:42.207035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:42.207119] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:42.207152] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:42.335467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:42.335646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:42.335721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:42.335763] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:42.339658] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=87.00%) [2025-12-31T20:30:42.339972] [INFO ] [FORECASTER] Completed predict_future for ROAD [2025-12-31T20:30:42.340106] [INFO ] [sig ] ROAD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:42.482137] [INFO ] [LOCAL ] Saved forecast: ROAD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ROAD.txt [2025-12-31T20:30:42.482276] [INFO ] [sig ] [2729/3534] Completed ROAD in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:42.482318] [INFO ] [sig ] [2730/3534] Forecasting ROCK... [2025-12-31T20:30:42.482349] [INFO ] [sig ] Generating forecast for: ROCK [2025-12-31T20:30:42.482383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'. [2025-12-31T20:30:42.493850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROCK'. [2025-12-31T20:30:42.494192] [INFO ] [FORECASTER] Starting predict_future for ROCK [2025-12-31T20:30:42.495066] [DEBUG] [LOCAL ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt [2025-12-31T20:30:42.495132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:42.495168] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:42.495197] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:42.495293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:42.557191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:42.558051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:42.558134] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:42.558168] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:42.679420] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:42.679593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:42.679636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:42.679665] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:42.683034] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=66.37%) [2025-12-31T20:30:42.683333] [INFO ] [FORECASTER] Completed predict_future for ROCK [2025-12-31T20:30:42.683472] [INFO ] [sig ] ROCK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:42.825978] [INFO ] [LOCAL ] Saved forecast: ROCK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ROCK.txt [2025-12-31T20:30:42.826112] [INFO ] [sig ] [2730/3534] Completed ROCK in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:42.826152] [INFO ] [sig ] [2731/3534] Forecasting ROE... [2025-12-31T20:30:42.826182] [INFO ] [sig ] Generating forecast for: ROE [2025-12-31T20:30:42.826213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'. [2025-12-31T20:30:42.837295] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROE'. [2025-12-31T20:30:42.837622] [INFO ] [FORECASTER] Starting predict_future for ROE [2025-12-31T20:30:42.838433] [DEBUG] [LOCAL ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt [2025-12-31T20:30:42.838486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:42.838521] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:42.838549] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:42.838626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:42.897646] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:42.898406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:42.898511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:42.898546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:43.016372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:43.016502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:43.016542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:43.016588] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:43.019922] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=96.59%) [2025-12-31T20:30:43.020193] [INFO ] [FORECASTER] Completed predict_future for ROE [2025-12-31T20:30:43.020312] [INFO ] [sig ] ROE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:43.158563] [INFO ] [LOCAL ] Saved forecast: ROE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ROE.txt [2025-12-31T20:30:43.158711] [INFO ] [sig ] [2731/3534] Completed ROE in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:43.158752] [INFO ] [sig ] [2732/3534] Forecasting ROP... [2025-12-31T20:30:43.158781] [INFO ] [sig ] Generating forecast for: ROP [2025-12-31T20:30:43.158813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'. [2025-12-31T20:30:43.170708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ROP'. [2025-12-31T20:30:43.171030] [INFO ] [FORECASTER] Starting predict_future for ROP [2025-12-31T20:30:43.171966] [DEBUG] [LOCAL ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt [2025-12-31T20:30:43.172020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:43.172053] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:43.172085] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:43.172169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:43.240314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:43.241256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:43.241377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:43.241429] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:43.361324] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:43.361476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:43.361516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:43.361597] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:43.365021] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-12-31T20:30:43.365298] [INFO ] [FORECASTER] Completed predict_future for ROP [2025-12-31T20:30:43.365422] [INFO ] [sig ] ROP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:43.512180] [INFO ] [LOCAL ] Saved forecast: ROP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ROP.txt [2025-12-31T20:30:43.512340] [INFO ] [sig ] [2732/3534] Completed ROP in 0.4s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:43.512388] [INFO ] [sig ] [2733/3534] Forecasting RPAY... [2025-12-31T20:30:43.512428] [INFO ] [sig ] Generating forecast for: RPAY [2025-12-31T20:30:43.512467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'. [2025-12-31T20:30:43.524717] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPAY'. [2025-12-31T20:30:43.525055] [INFO ] [FORECASTER] Starting predict_future for RPAY [2025-12-31T20:30:43.525893] [DEBUG] [LOCAL ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt [2025-12-31T20:30:43.525947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:43.525994] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:43.526036] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:43.526101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:43.585247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:43.586019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:43.586098] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:43.586130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:43.706077] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:43.706231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:43.706271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:43.706307] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:43.709778] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=61.03%) [2025-12-31T20:30:43.710058] [INFO ] [FORECASTER] Completed predict_future for RPAY [2025-12-31T20:30:43.710184] [INFO ] [sig ] RPAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:43.853286] [INFO ] [LOCAL ] Saved forecast: RPAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RPAY.txt [2025-12-31T20:30:43.853474] [INFO ] [sig ] [2733/3534] Completed RPAY in 0.3s | 2.91 sym/s | Total: 15.6m | ETA: 4.6m [2025-12-31T20:30:43.853518] [INFO ] [sig ] [2734/3534] Forecasting RPD... [2025-12-31T20:30:43.853551] [INFO ] [sig ] Generating forecast for: RPD [2025-12-31T20:30:43.853604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'. [2025-12-31T20:30:43.866870] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPD'. [2025-12-31T20:30:43.867204] [INFO ] [FORECASTER] Starting predict_future for RPD [2025-12-31T20:30:43.868112] [DEBUG] [LOCAL ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt [2025-12-31T20:30:43.868168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:43.868202] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:43.868229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:43.868290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:43.931810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:43.932674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:43.932759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:43.932794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:44.064238] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:44.064411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:44.064469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:44.064508] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:44.068503] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=77.26%) [2025-12-31T20:30:44.068814] [INFO ] [FORECASTER] Completed predict_future for RPD [2025-12-31T20:30:44.068958] [INFO ] [sig ] RPD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:44.222638] [INFO ] [LOCAL ] Saved forecast: RPD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RPD.txt [2025-12-31T20:30:44.222798] [INFO ] [sig ] [2734/3534] Completed RPD in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m [2025-12-31T20:30:44.222839] [INFO ] [sig ] [2735/3534] Forecasting RPID... [2025-12-31T20:30:44.222881] [INFO ] [sig ] Generating forecast for: RPID [2025-12-31T20:30:44.222929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'. [2025-12-31T20:30:44.235228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPID'. [2025-12-31T20:30:44.235653] [INFO ] [FORECASTER] Starting predict_future for RPID [2025-12-31T20:30:44.236513] [DEBUG] [LOCAL ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt [2025-12-31T20:30:44.236568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:44.236629] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:44.236669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:44.236733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:44.293845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:44.294530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:44.294628] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:44.294662] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:44.410955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:44.411118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:44.411159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:44.411187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:44.414552] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=17.62%) [2025-12-31T20:30:44.414849] [INFO ] [FORECASTER] Completed predict_future for RPID [2025-12-31T20:30:44.414975] [INFO ] [sig ] RPID: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:44.556153] [INFO ] [LOCAL ] Saved forecast: RPID 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RPID.txt [2025-12-31T20:30:44.556301] [INFO ] [sig ] [2735/3534] Completed RPID in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m [2025-12-31T20:30:44.556343] [INFO ] [sig ] [2736/3534] Forecasting RPRX... [2025-12-31T20:30:44.556373] [INFO ] [sig ] Generating forecast for: RPRX [2025-12-31T20:30:44.556403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'. [2025-12-31T20:30:44.567757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPRX'. [2025-12-31T20:30:44.568110] [INFO ] [FORECASTER] Starting predict_future for RPRX [2025-12-31T20:30:44.568939] [DEBUG] [LOCAL ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt [2025-12-31T20:30:44.568991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:44.569023] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:44.569049] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:44.569106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:44.627107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:44.627942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:44.628027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:44.628059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:44.754887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:44.755047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:44.755088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:44.755116] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:44.759038] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=63.57%) [2025-12-31T20:30:44.759349] [INFO ] [FORECASTER] Completed predict_future for RPRX [2025-12-31T20:30:44.759473] [INFO ] [sig ] RPRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:44.899939] [INFO ] [LOCAL ] Saved forecast: RPRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RPRX.txt [2025-12-31T20:30:44.900076] [INFO ] [sig ] [2736/3534] Completed RPRX in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m [2025-12-31T20:30:44.900118] [INFO ] [sig ] [2737/3534] Forecasting RPTX... [2025-12-31T20:30:44.900154] [INFO ] [sig ] Generating forecast for: RPTX [2025-12-31T20:30:44.900185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'. [2025-12-31T20:30:44.911786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RPTX'. [2025-12-31T20:30:44.912124] [INFO ] [FORECASTER] Starting predict_future for RPTX [2025-12-31T20:30:44.912947] [DEBUG] [LOCAL ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt [2025-12-31T20:30:44.912999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:44.913032] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:44.913059] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:44.913117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:44.973357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:44.974208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:44.974298] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:44.974331] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:45.093073] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:45.093229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:45.093268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:45.093298] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:45.096758] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=6.79%) [2025-12-31T20:30:45.097051] [INFO ] [FORECASTER] Completed predict_future for RPTX [2025-12-31T20:30:45.097179] [INFO ] [sig ] RPTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:45.257416] [INFO ] [LOCAL ] Saved forecast: RPTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RPTX.txt [2025-12-31T20:30:45.257594] [INFO ] [sig ] [2737/3534] Completed RPTX in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m [2025-12-31T20:30:45.257637] [INFO ] [sig ] [2738/3534] Forecasting RQI... [2025-12-31T20:30:45.257667] [INFO ] [sig ] Generating forecast for: RQI [2025-12-31T20:30:45.257697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-12-31T20:30:45.269630] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RQI'. [2025-12-31T20:30:45.269998] [INFO ] [FORECASTER] Starting predict_future for RQI [2025-12-31T20:30:45.270833] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-12-31T20:30:45.270885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:45.270917] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:45.270944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:45.271001] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:45.327767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:45.328680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:45.328774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:45.328807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:45.447889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:45.448051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:45.448091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:45.448120] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:45.451456] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=30.60%) [2025-12-31T20:30:45.451754] [INFO ] [FORECASTER] Completed predict_future for RQI [2025-12-31T20:30:45.451896] [INFO ] [sig ] RQI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:45.595113] [INFO ] [LOCAL ] Saved forecast: RQI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RQI.txt [2025-12-31T20:30:45.595272] [INFO ] [sig ] [2738/3534] Completed RQI in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m [2025-12-31T20:30:45.595314] [INFO ] [sig ] [2739/3534] Forecasting RRBI... [2025-12-31T20:30:45.595346] [INFO ] [sig ] Generating forecast for: RRBI [2025-12-31T20:30:45.595378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'. [2025-12-31T20:30:45.606722] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRBI'. [2025-12-31T20:30:45.607102] [INFO ] [FORECASTER] Starting predict_future for RRBI [2025-12-31T20:30:45.607939] [DEBUG] [LOCAL ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt [2025-12-31T20:30:45.607993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:45.608027] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:45.608057] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:45.608117] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:45.668796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:45.669711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:45.669834] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:45.669869] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:45.783892] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:45.784074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:45.784114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:45.784144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:45.787868] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=61.54%) [2025-12-31T20:30:45.788151] [INFO ] [FORECASTER] Completed predict_future for RRBI [2025-12-31T20:30:45.788276] [INFO ] [sig ] RRBI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:45.929083] [INFO ] [LOCAL ] Saved forecast: RRBI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RRBI.txt [2025-12-31T20:30:45.929231] [INFO ] [sig ] [2739/3534] Completed RRBI in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.6m [2025-12-31T20:30:45.929289] [INFO ] [sig ] [2740/3534] Forecasting RRC... [2025-12-31T20:30:45.929330] [INFO ] [sig ] Generating forecast for: RRC [2025-12-31T20:30:45.929364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-12-31T20:30:45.941367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRC'. [2025-12-31T20:30:45.941729] [INFO ] [FORECASTER] Starting predict_future for RRC [2025-12-31T20:30:45.942516] [DEBUG] [LOCAL ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt [2025-12-31T20:30:45.942586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:45.942621] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:45.942656] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:45.942713] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:46.000068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:46.000897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:46.000978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:46.001010] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:46.120797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:46.120958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:46.120997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:46.121045] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:46.124439] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=49.80%) [2025-12-31T20:30:46.124734] [INFO ] [FORECASTER] Completed predict_future for RRC [2025-12-31T20:30:46.124858] [INFO ] [sig ] RRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:46.263481] [INFO ] [LOCAL ] Saved forecast: RRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RRC.txt [2025-12-31T20:30:46.263651] [INFO ] [sig ] [2740/3534] Completed RRC in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:46.263694] [INFO ] [sig ] [2741/3534] Forecasting RRGB... [2025-12-31T20:30:46.263725] [INFO ] [sig ] Generating forecast for: RRGB [2025-12-31T20:30:46.263755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'. [2025-12-31T20:30:46.275044] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRGB'. [2025-12-31T20:30:46.275351] [INFO ] [FORECASTER] Starting predict_future for RRGB [2025-12-31T20:30:46.276151] [DEBUG] [LOCAL ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt [2025-12-31T20:30:46.276203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:46.276235] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:46.276261] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:46.276322] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:46.332049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:46.332720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:46.332804] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:46.332836] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:46.465908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:46.466067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:46.466112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:46.466143] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:46.469828] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=58.83%) [2025-12-31T20:30:46.470166] [INFO ] [FORECASTER] Completed predict_future for RRGB [2025-12-31T20:30:46.470303] [INFO ] [sig ] RRGB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:46.622462] [INFO ] [LOCAL ] Saved forecast: RRGB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RRGB.txt [2025-12-31T20:30:46.622654] [INFO ] [sig ] [2741/3534] Completed RRGB in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:46.622697] [INFO ] [sig ] [2742/3534] Forecasting RRX... [2025-12-31T20:30:46.622729] [INFO ] [sig ] Generating forecast for: RRX [2025-12-31T20:30:46.622766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-12-31T20:30:46.636268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RRX'. [2025-12-31T20:30:46.636650] [INFO ] [FORECASTER] Starting predict_future for RRX [2025-12-31T20:30:46.637503] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-12-31T20:30:46.637555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:46.637607] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:46.637635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:46.637700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:46.694135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:46.695110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:46.695196] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:46.695228] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:46.822367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:46.822549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:46.822631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:46.822678] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:46.827300] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=37.74%) [2025-12-31T20:30:46.827717] [INFO ] [FORECASTER] Completed predict_future for RRX [2025-12-31T20:30:46.827897] [INFO ] [sig ] RRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:46.970187] [INFO ] [LOCAL ] Saved forecast: RRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RRX.txt [2025-12-31T20:30:46.970370] [INFO ] [sig ] [2742/3534] Completed RRX in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:46.970413] [INFO ] [sig ] [2743/3534] Forecasting RS... [2025-12-31T20:30:46.970442] [INFO ] [sig ] Generating forecast for: RS [2025-12-31T20:30:46.970473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-12-31T20:30:46.982356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RS'. [2025-12-31T20:30:46.982733] [INFO ] [FORECASTER] Starting predict_future for RS [2025-12-31T20:30:46.983509] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-12-31T20:30:46.983560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:46.983613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:46.983640] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:46.983696] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:47.040448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:47.041307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:47.041393] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:47.041427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:47.170740] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:47.170902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:47.170945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:47.170985] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:47.174929] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=27.70%) [2025-12-31T20:30:47.175307] [INFO ] [FORECASTER] Completed predict_future for RS [2025-12-31T20:30:47.175485] [INFO ] [sig ] RS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:47.326656] [INFO ] [LOCAL ] Saved forecast: RS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RS.txt [2025-12-31T20:30:47.326835] [INFO ] [sig ] [2743/3534] Completed RS in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:47.326877] [INFO ] [sig ] [2744/3534] Forecasting RSG... [2025-12-31T20:30:47.326909] [INFO ] [sig ] Generating forecast for: RSG [2025-12-31T20:30:47.326943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-12-31T20:30:47.340084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSG'. [2025-12-31T20:30:47.340457] [INFO ] [FORECASTER] Starting predict_future for RSG [2025-12-31T20:30:47.341452] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-12-31T20:30:47.341506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:47.341540] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:47.341584] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:47.341668] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:47.399307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:47.400330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:47.400435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:47.400471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:47.534062] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:47.534234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:47.534275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:47.534307] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:47.537957] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=4.97%) [2025-12-31T20:30:47.538241] [INFO ] [FORECASTER] Completed predict_future for RSG [2025-12-31T20:30:47.538369] [INFO ] [sig ] RSG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:47.685172] [INFO ] [LOCAL ] Saved forecast: RSG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RSG.txt [2025-12-31T20:30:47.685326] [INFO ] [sig ] [2744/3534] Completed RSG in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:47.685386] [INFO ] [sig ] [2745/3534] Forecasting RSI... [2025-12-31T20:30:47.685433] [INFO ] [sig ] Generating forecast for: RSI [2025-12-31T20:30:47.685476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-12-31T20:30:47.698078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSI'. [2025-12-31T20:30:47.698459] [INFO ] [FORECASTER] Starting predict_future for RSI [2025-12-31T20:30:47.699330] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-12-31T20:30:47.699384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:47.699419] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:47.699447] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:47.699507] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:47.760410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:47.761306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:47.761394] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:47.761429] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:47.893298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:47.893470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:47.893514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:47.893550] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:47.897482] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=47.44%) [2025-12-31T20:30:47.897792] [INFO ] [FORECASTER] Completed predict_future for RSI [2025-12-31T20:30:47.897920] [INFO ] [sig ] RSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:48.046905] [INFO ] [LOCAL ] Saved forecast: RSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RSI.txt [2025-12-31T20:30:48.047076] [INFO ] [sig ] [2745/3534] Completed RSI in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:48.047132] [INFO ] [sig ] [2746/3534] Forecasting RSKD... [2025-12-31T20:30:48.047179] [INFO ] [sig ] Generating forecast for: RSKD [2025-12-31T20:30:48.047224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-12-31T20:30:48.058898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSKD'. [2025-12-31T20:30:48.059234] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-12-31T20:30:48.060048] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-12-31T20:30:48.060114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:48.060200] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:48.060229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:48.060292] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:48.115786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:48.116541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:48.116641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:48.116675] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:48.233765] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:48.233956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:48.234009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:48.234041] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:48.237893] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=27.03%) [2025-12-31T20:30:48.238182] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-12-31T20:30:48.238311] [INFO ] [sig ] RSKD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:48.376376] [INFO ] [LOCAL ] Saved forecast: RSKD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RSKD.txt [2025-12-31T20:30:48.376516] [INFO ] [sig ] [2746/3534] Completed RSKD in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:48.376564] [INFO ] [sig ] [2747/3534] Forecasting RSSS... [2025-12-31T20:30:48.376615] [INFO ] [sig ] Generating forecast for: RSSS [2025-12-31T20:30:48.376646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'. [2025-12-31T20:30:48.388813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RSSS'. [2025-12-31T20:30:48.389221] [INFO ] [FORECASTER] Starting predict_future for RSSS [2025-12-31T20:30:48.390135] [DEBUG] [LOCAL ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt [2025-12-31T20:30:48.390191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:48.390224] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:48.390251] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:48.390309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:48.450727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:48.451617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:48.451715] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:48.451763] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:48.570412] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:48.570556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:48.570613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:48.570644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:48.574364] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=12.08%) [2025-12-31T20:30:48.574856] [INFO ] [FORECASTER] Completed predict_future for RSSS [2025-12-31T20:30:48.574979] [INFO ] [sig ] RSSS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:48.715935] [INFO ] [LOCAL ] Saved forecast: RSSS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RSSS.txt [2025-12-31T20:30:48.716074] [INFO ] [sig ] [2747/3534] Completed RSSS in 0.3s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:48.716114] [INFO ] [sig ] [2748/3534] Forecasting RTO... [2025-12-31T20:30:48.716143] [INFO ] [sig ] Generating forecast for: RTO [2025-12-31T20:30:48.716173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-12-31T20:30:48.727714] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RTO'. [2025-12-31T20:30:48.728040] [INFO ] [FORECASTER] Starting predict_future for RTO [2025-12-31T20:30:48.728843] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-12-31T20:30:48.728897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:48.728932] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:48.728959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:48.729018] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:48.787859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:48.788687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:48.788770] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:48.788806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:48.919483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:48.919654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:48.919695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:48.919723] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:48.923093] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=35.89%) [2025-12-31T20:30:48.923365] [INFO ] [FORECASTER] Completed predict_future for RTO [2025-12-31T20:30:48.923506] [INFO ] [sig ] RTO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:49.072093] [INFO ] [LOCAL ] Saved forecast: RTO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RTO.txt [2025-12-31T20:30:49.072226] [INFO ] [sig ] [2748/3534] Completed RTO in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:49.072265] [INFO ] [sig ] [2749/3534] Forecasting RUM... [2025-12-31T20:30:49.072297] [INFO ] [sig ] Generating forecast for: RUM [2025-12-31T20:30:49.072329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'. [2025-12-31T20:30:49.086729] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUM'. [2025-12-31T20:30:49.087097] [INFO ] [FORECASTER] Starting predict_future for RUM [2025-12-31T20:30:49.087921] [DEBUG] [LOCAL ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt [2025-12-31T20:30:49.087974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:49.088007] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:49.088033] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:49.088089] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:49.150996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:49.151976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:49.152081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:49.152129] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:49.286955] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:49.287116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:49.287157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:49.287223] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:49.290894] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=51.94%) [2025-12-31T20:30:49.291198] [INFO ] [FORECASTER] Completed predict_future for RUM [2025-12-31T20:30:49.291342] [INFO ] [sig ] RUM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:49.439875] [INFO ] [LOCAL ] Saved forecast: RUM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RUM.txt [2025-12-31T20:30:49.440037] [INFO ] [sig ] [2749/3534] Completed RUM in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:49.440084] [INFO ] [sig ] [2750/3534] Forecasting RUN... [2025-12-31T20:30:49.440117] [INFO ] [sig ] Generating forecast for: RUN [2025-12-31T20:30:49.440148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'. [2025-12-31T20:30:49.452035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUN'. [2025-12-31T20:30:49.452383] [INFO ] [FORECASTER] Starting predict_future for RUN [2025-12-31T20:30:49.453266] [DEBUG] [LOCAL ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt [2025-12-31T20:30:49.453318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:49.453349] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:49.453375] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:49.453431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:49.512795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:49.513729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:49.513816] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:49.513851] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:49.636049] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:49.636210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:49.636252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:49.636281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:49.639723] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=15.77%) [2025-12-31T20:30:49.640001] [INFO ] [FORECASTER] Completed predict_future for RUN [2025-12-31T20:30:49.640124] [INFO ] [sig ] RUN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:49.849140] [INFO ] [LOCAL ] Saved forecast: RUN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RUN.txt [2025-12-31T20:30:49.849377] [INFO ] [sig ] [2750/3534] Completed RUN in 0.4s | 2.91 sym/s | Total: 15.7m | ETA: 4.5m [2025-12-31T20:30:49.849425] [INFO ] [sig ] [2751/3534] Forecasting RUNN... [2025-12-31T20:30:49.849456] [INFO ] [sig ] Generating forecast for: RUNN [2025-12-31T20:30:49.849486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'. [2025-12-31T20:30:49.864693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUNN'. [2025-12-31T20:30:49.865107] [INFO ] [FORECASTER] Starting predict_future for RUNN [2025-12-31T20:30:49.866116] [DEBUG] [LOCAL ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt [2025-12-31T20:30:49.866169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:49.866201] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:49.866228] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:49.866286] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:49.924412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:49.925442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:49.925547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:49.925603] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:50.054907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:50.055082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:50.055149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:50.055198] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:50.058687] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=14.86%) [2025-12-31T20:30:50.059015] [INFO ] [FORECASTER] Completed predict_future for RUNN [2025-12-31T20:30:50.059153] [INFO ] [sig ] RUNN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:50.233373] [INFO ] [LOCAL ] Saved forecast: RUNN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RUNN.txt [2025-12-31T20:30:50.233617] [INFO ] [sig ] [2751/3534] Completed RUNN in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m [2025-12-31T20:30:50.233682] [INFO ] [sig ] [2752/3534] Forecasting RUSHA... [2025-12-31T20:30:50.233726] [INFO ] [sig ] Generating forecast for: RUSHA [2025-12-31T20:30:50.233773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'. [2025-12-31T20:30:50.250704] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'. [2025-12-31T20:30:50.251238] [INFO ] [FORECASTER] Starting predict_future for RUSHA [2025-12-31T20:30:50.252465] [DEBUG] [LOCAL ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt [2025-12-31T20:30:50.252539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:50.252619] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:50.252663] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:50.252745] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:50.313850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:50.314969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:50.315081] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:50.315127] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:50.478953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:50.479151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:50.479197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:50.479230] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:50.483557] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-12-31T20:30:50.483934] [INFO ] [FORECASTER] Completed predict_future for RUSHA [2025-12-31T20:30:50.484098] [INFO ] [sig ] RUSHA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:50.672841] [INFO ] [LOCAL ] Saved forecast: RUSHA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RUSHA.txt [2025-12-31T20:30:50.673055] [INFO ] [sig ] [2752/3534] Completed RUSHA in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m [2025-12-31T20:30:50.673112] [INFO ] [sig ] [2753/3534] Forecasting RUSHB... [2025-12-31T20:30:50.673176] [INFO ] [sig ] Generating forecast for: RUSHB [2025-12-31T20:30:50.673225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'. [2025-12-31T20:30:50.692769] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'. [2025-12-31T20:30:50.693463] [INFO ] [FORECASTER] Starting predict_future for RUSHB [2025-12-31T20:30:50.694787] [DEBUG] [LOCAL ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt [2025-12-31T20:30:50.694860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:50.694910] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:50.694955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:50.695050] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:50.779560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:50.780698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:50.780799] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:50.780838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:50.931988] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:50.932201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:50.932254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:50.932292] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:50.937593] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=91.53%) [2025-12-31T20:30:50.938142] [INFO ] [FORECASTER] Completed predict_future for RUSHB [2025-12-31T20:30:50.938375] [INFO ] [sig ] RUSHB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:51.138876] [INFO ] [LOCAL ] Saved forecast: RUSHB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RUSHB.txt [2025-12-31T20:30:51.139073] [INFO ] [sig ] [2753/3534] Completed RUSHB in 0.5s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m [2025-12-31T20:30:51.139125] [INFO ] [sig ] [2754/3534] Forecasting RVMD... [2025-12-31T20:30:51.139157] [INFO ] [sig ] Generating forecast for: RVMD [2025-12-31T20:30:51.139188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'. [2025-12-31T20:30:51.158150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVMD'. [2025-12-31T20:30:51.158948] [INFO ] [FORECASTER] Starting predict_future for RVMD [2025-12-31T20:30:51.160454] [DEBUG] [LOCAL ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt [2025-12-31T20:30:51.160526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:51.160603] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:51.160648] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:51.160744] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:51.220506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:51.221515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:51.221626] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:51.221661] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:51.344443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:51.344632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:51.344674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:51.344703] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:51.348134] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=6.32%) [2025-12-31T20:30:51.348421] [INFO ] [FORECASTER] Completed predict_future for RVMD [2025-12-31T20:30:51.348554] [INFO ] [sig ] RVMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:51.491353] [INFO ] [LOCAL ] Saved forecast: RVMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RVMD.txt [2025-12-31T20:30:51.491536] [INFO ] [sig ] [2754/3534] Completed RVMD in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m [2025-12-31T20:30:51.491611] [INFO ] [sig ] [2755/3534] Forecasting RVSB... [2025-12-31T20:30:51.491646] [INFO ] [sig ] Generating forecast for: RVSB [2025-12-31T20:30:51.491676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'. [2025-12-31T20:30:51.504142] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVSB'. [2025-12-31T20:30:51.504523] [INFO ] [FORECASTER] Starting predict_future for RVSB [2025-12-31T20:30:51.505587] [DEBUG] [LOCAL ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt [2025-12-31T20:30:51.505642] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:51.505678] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:51.505705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:51.505764] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:51.568024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:51.568981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:51.569069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:51.569103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:51.688657] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:51.688822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:51.688869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:51.688900] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:51.692514] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-12-31T20:30:51.692838] [INFO ] [FORECASTER] Completed predict_future for RVSB [2025-12-31T20:30:51.692969] [INFO ] [sig ] RVSB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:51.834157] [INFO ] [LOCAL ] Saved forecast: RVSB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RVSB.txt [2025-12-31T20:30:51.834293] [INFO ] [sig ] [2755/3534] Completed RVSB in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m [2025-12-31T20:30:51.834335] [INFO ] [sig ] [2756/3534] Forecasting RVTY... [2025-12-31T20:30:51.834364] [INFO ] [sig ] Generating forecast for: RVTY [2025-12-31T20:30:51.834393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-12-31T20:30:51.845590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RVTY'. [2025-12-31T20:30:51.845930] [INFO ] [FORECASTER] Starting predict_future for RVTY [2025-12-31T20:30:51.846838] [DEBUG] [LOCAL ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt [2025-12-31T20:30:51.846893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:51.846927] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:51.846955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:51.847014] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:51.911235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:51.912159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:51.912278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:51.912326] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:52.040169] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:52.040289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:52.040332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:52.040364] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:52.043871] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=18.46%) [2025-12-31T20:30:52.044159] [INFO ] [FORECASTER] Completed predict_future for RVTY [2025-12-31T20:30:52.044289] [INFO ] [sig ] RVTY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:52.183266] [INFO ] [LOCAL ] Saved forecast: RVTY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RVTY.txt [2025-12-31T20:30:52.183420] [INFO ] [sig ] [2756/3534] Completed RVTY in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m [2025-12-31T20:30:52.183459] [INFO ] [sig ] [2757/3534] Forecasting RWAY... [2025-12-31T20:30:52.183490] [INFO ] [sig ] Generating forecast for: RWAY [2025-12-31T20:30:52.183520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'. [2025-12-31T20:30:52.195288] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RWAY'. [2025-12-31T20:30:52.195677] [INFO ] [FORECASTER] Starting predict_future for RWAY [2025-12-31T20:30:52.196533] [DEBUG] [LOCAL ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt [2025-12-31T20:30:52.196618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:52.196695] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:52.196739] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:52.196805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:52.260755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:52.261721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:52.261819] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:52.261866] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:52.389673] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:52.389831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:52.389873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:52.389902] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:52.393258] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=60.58%) [2025-12-31T20:30:52.393538] [INFO ] [FORECASTER] Completed predict_future for RWAY [2025-12-31T20:30:52.393682] [INFO ] [sig ] RWAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:52.541079] [INFO ] [LOCAL ] Saved forecast: RWAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RWAY.txt [2025-12-31T20:30:52.541216] [INFO ] [sig ] [2757/3534] Completed RWAY in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.5m [2025-12-31T20:30:52.541257] [INFO ] [sig ] [2758/3534] Forecasting RXO... [2025-12-31T20:30:52.541287] [INFO ] [sig ] Generating forecast for: RXO [2025-12-31T20:30:52.541324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-12-31T20:30:52.553034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXO'. [2025-12-31T20:30:52.553376] [INFO ] [FORECASTER] Starting predict_future for RXO [2025-12-31T20:30:52.554227] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-12-31T20:30:52.554289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:52.554330] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:52.554359] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:52.554417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:52.616650] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:52.617397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:52.617493] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:52.617530] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:52.742279] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:52.742446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:52.742489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:52.742522] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:52.746214] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=89.87%) [2025-12-31T20:30:52.746529] [INFO ] [FORECASTER] Completed predict_future for RXO [2025-12-31T20:30:52.746689] [INFO ] [sig ] RXO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:52.888829] [INFO ] [LOCAL ] Saved forecast: RXO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RXO.txt [2025-12-31T20:30:52.888964] [INFO ] [sig ] [2758/3534] Completed RXO in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:52.889002] [INFO ] [sig ] [2759/3534] Forecasting RXRX... [2025-12-31T20:30:52.889033] [INFO ] [sig ] Generating forecast for: RXRX [2025-12-31T20:30:52.889063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'. [2025-12-31T20:30:52.900488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RXRX'. [2025-12-31T20:30:52.900946] [INFO ] [FORECASTER] Starting predict_future for RXRX [2025-12-31T20:30:52.901713] [DEBUG] [LOCAL ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt [2025-12-31T20:30:52.901765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:52.901797] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:52.901823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:52.901881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:52.958810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:52.959528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:52.959625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:52.959659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:53.082071] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:53.082214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:53.082253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:53.082282] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:53.085660] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=92.68%) [2025-12-31T20:30:53.085929] [INFO ] [FORECASTER] Completed predict_future for RXRX [2025-12-31T20:30:53.086048] [INFO ] [sig ] RXRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:53.226253] [INFO ] [LOCAL ] Saved forecast: RXRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RXRX.txt [2025-12-31T20:30:53.226403] [INFO ] [sig ] [2759/3534] Completed RXRX in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:53.226443] [INFO ] [sig ] [2760/3534] Forecasting RY... [2025-12-31T20:30:53.226471] [INFO ] [sig ] Generating forecast for: RY [2025-12-31T20:30:53.226500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-12-31T20:30:53.238736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RY'. [2025-12-31T20:30:53.238997] [INFO ] [FORECASTER] Starting predict_future for RY [2025-12-31T20:30:53.239837] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-12-31T20:30:53.239888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:53.240109] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:53.240135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:53.240192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:53.296950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:53.297565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:53.297657] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:53.297690] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:53.422115] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:53.422218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:53.422255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:53.422283] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:53.425446] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=83.86%) [2025-12-31T20:30:53.425737] [INFO ] [FORECASTER] Completed predict_future for RY [2025-12-31T20:30:53.425857] [INFO ] [sig ] RY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:53.567219] [INFO ] [LOCAL ] Saved forecast: RY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RY.txt [2025-12-31T20:30:53.567334] [INFO ] [sig ] [2760/3534] Completed RY in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:53.567379] [INFO ] [sig ] [2761/3534] Forecasting RYAAY... [2025-12-31T20:30:53.567407] [INFO ] [sig ] Generating forecast for: RYAAY [2025-12-31T20:30:53.567437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'. [2025-12-31T20:30:53.578687] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'. [2025-12-31T20:30:53.579126] [INFO ] [FORECASTER] Starting predict_future for RYAAY [2025-12-31T20:30:53.580122] [DEBUG] [LOCAL ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt [2025-12-31T20:30:53.580172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:53.580203] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:53.580229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:53.580285] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:53.637301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:53.637928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:53.638003] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:53.638034] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:53.762456] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:53.762630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:53.762670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:53.762699] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:53.766388] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: UP (p=88.14%) [2025-12-31T20:30:53.766686] [INFO ] [FORECASTER] Completed predict_future for RYAAY [2025-12-31T20:30:53.766809] [INFO ] [sig ] RYAAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:53.907522] [INFO ] [LOCAL ] Saved forecast: RYAAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RYAAY.txt [2025-12-31T20:30:53.907666] [INFO ] [sig ] [2761/3534] Completed RYAAY in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:53.907722] [INFO ] [sig ] [2762/3534] Forecasting RYAM... [2025-12-31T20:30:53.907753] [INFO ] [sig ] Generating forecast for: RYAM [2025-12-31T20:30:53.907785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-12-31T20:30:53.918940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAM'. [2025-12-31T20:30:53.919189] [INFO ] [FORECASTER] Starting predict_future for RYAM [2025-12-31T20:30:53.919997] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-12-31T20:30:53.920049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:53.920081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:53.920106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:53.920162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:53.976372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:53.977266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:53.977344] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:53.977376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:54.100907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:54.101043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:54.101084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:54.101112] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:54.104744] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=93.20%) [2025-12-31T20:30:54.105017] [INFO ] [FORECASTER] Completed predict_future for RYAM [2025-12-31T20:30:54.105163] [INFO ] [sig ] RYAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:54.244648] [INFO ] [LOCAL ] Saved forecast: RYAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RYAM.txt [2025-12-31T20:30:54.244770] [INFO ] [sig ] [2762/3534] Completed RYAM in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:54.244808] [INFO ] [sig ] [2763/3534] Forecasting RYAN... [2025-12-31T20:30:54.244838] [INFO ] [sig ] Generating forecast for: RYAN [2025-12-31T20:30:54.244868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'. [2025-12-31T20:30:54.256262] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYAN'. [2025-12-31T20:30:54.256533] [INFO ] [FORECASTER] Starting predict_future for RYAN [2025-12-31T20:30:54.257298] [DEBUG] [LOCAL ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt [2025-12-31T20:30:54.257350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:54.257405] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:54.257433] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:54.257490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:54.314553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:54.315185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:54.315261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:54.315293] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:54.431490] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:54.431641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:54.431680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:54.431710] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:54.435013] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=4.01%) [2025-12-31T20:30:54.435281] [INFO ] [FORECASTER] Completed predict_future for RYAN [2025-12-31T20:30:54.435404] [INFO ] [sig ] RYAN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:54.575075] [INFO ] [LOCAL ] Saved forecast: RYAN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RYAN.txt [2025-12-31T20:30:54.575195] [INFO ] [sig ] [2763/3534] Completed RYAN in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:54.575233] [INFO ] [sig ] [2764/3534] Forecasting RYI... [2025-12-31T20:30:54.575263] [INFO ] [sig ] Generating forecast for: RYI [2025-12-31T20:30:54.575293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-12-31T20:30:54.587849] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYI'. [2025-12-31T20:30:54.588220] [INFO ] [FORECASTER] Starting predict_future for RYI [2025-12-31T20:30:54.589054] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-12-31T20:30:54.589108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:54.589152] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:54.589201] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:54.589293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:54.649475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:54.650497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:54.650637] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:54.650698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:54.773492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:54.773692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:54.773756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:54.773788] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:54.777272] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=71.77%) [2025-12-31T20:30:54.777563] [INFO ] [FORECASTER] Completed predict_future for RYI [2025-12-31T20:30:54.777709] [INFO ] [sig ] RYI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:54.920539] [INFO ] [LOCAL ] Saved forecast: RYI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RYI.txt [2025-12-31T20:30:54.920742] [INFO ] [sig ] [2764/3534] Completed RYI in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:54.920788] [INFO ] [sig ] [2765/3534] Forecasting RYN... [2025-12-31T20:30:54.920821] [INFO ] [sig ] Generating forecast for: RYN [2025-12-31T20:30:54.920852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-12-31T20:30:54.932852] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYN'. [2025-12-31T20:30:54.933181] [INFO ] [FORECASTER] Starting predict_future for RYN [2025-12-31T20:30:54.933973] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-12-31T20:30:54.934025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:54.934057] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:54.934084] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:54.934140] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:54.991353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:54.992156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:54.992239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:54.992273] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:55.107334] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:55.107453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:55.107493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:55.107520] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:55.110957] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=58.08%) [2025-12-31T20:30:55.111232] [INFO ] [FORECASTER] Completed predict_future for RYN [2025-12-31T20:30:55.111352] [INFO ] [sig ] RYN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:55.255084] [INFO ] [LOCAL ] Saved forecast: RYN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RYN.txt [2025-12-31T20:30:55.255211] [INFO ] [sig ] [2765/3534] Completed RYN in 0.3s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:55.255251] [INFO ] [sig ] [2766/3534] Forecasting RYTM... [2025-12-31T20:30:55.255280] [INFO ] [sig ] Generating forecast for: RYTM [2025-12-31T20:30:55.255311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'. [2025-12-31T20:30:55.267558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RYTM'. [2025-12-31T20:30:55.267934] [INFO ] [FORECASTER] Starting predict_future for RYTM [2025-12-31T20:30:55.268764] [DEBUG] [LOCAL ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt [2025-12-31T20:30:55.268818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:55.268851] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:55.268878] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:55.268935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:55.329291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:55.330205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:55.330314] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:55.330349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:55.459369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:55.459533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:55.459601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:55.459668] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:55.463364] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=12.58%) [2025-12-31T20:30:55.463676] [INFO ] [FORECASTER] Completed predict_future for RYTM [2025-12-31T20:30:55.463806] [INFO ] [sig ] RYTM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:55.609322] [INFO ] [LOCAL ] Saved forecast: RYTM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RYTM.txt [2025-12-31T20:30:55.609466] [INFO ] [sig ] [2766/3534] Completed RYTM in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:55.609507] [INFO ] [sig ] [2767/3534] Forecasting RZB... [2025-12-31T20:30:55.609536] [INFO ] [sig ] Generating forecast for: RZB [2025-12-31T20:30:55.609567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-12-31T20:30:55.621633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZB'. [2025-12-31T20:30:55.621996] [INFO ] [FORECASTER] Starting predict_future for RZB [2025-12-31T20:30:55.622787] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-12-31T20:30:55.622840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:55.622873] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:55.623080] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:55.623137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:55.683906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:55.684800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:55.684887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:55.684920] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:55.809474] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:55.809674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:55.809723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:55.809754] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:55.813684] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=9.30%) [2025-12-31T20:30:55.814017] [INFO ] [FORECASTER] Completed predict_future for RZB [2025-12-31T20:30:55.814156] [INFO ] [sig ] RZB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:55.978055] [INFO ] [LOCAL ] Saved forecast: RZB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/RZB.txt [2025-12-31T20:30:55.978228] [INFO ] [sig ] [2767/3534] Completed RZB in 0.4s | 2.91 sym/s | Total: 15.8m | ETA: 4.4m [2025-12-31T20:30:55.978269] [INFO ] [sig ] [2768/3534] Forecasting RZC... [2025-12-31T20:30:55.978301] [INFO ] [sig ] Generating forecast for: RZC [2025-12-31T20:30:55.978346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-12-31T20:30:55.991265] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'RZC'. [2025-12-31T20:30:55.991660] [INFO ] [FORECASTER] Starting predict_future for RZC [2025-12-31T20:30:55.992466] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-12-31T20:30:55.992519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:55.992551] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:55.992613] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:55.992677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:56.059799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:56.061056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:56.061147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:56.061181] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:56.187343] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:56.187520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:56.187592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:56.187629] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:56.191251] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=91.69%) [2025-12-31T20:30:56.191591] [INFO ] [FORECASTER] Completed predict_future for RZC [2025-12-31T20:30:56.191732] [INFO ] [sig ] RZC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:56.344556] [INFO ] [LOCAL ] Saved forecast: RZC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/RZC.txt [2025-12-31T20:30:56.344740] [INFO ] [sig ] [2768/3534] Completed RZC in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m [2025-12-31T20:30:56.344781] [INFO ] [sig ] [2769/3534] Forecasting S... [2025-12-31T20:30:56.344812] [INFO ] [sig ] Generating forecast for: S [2025-12-31T20:30:56.344844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-12-31T20:30:56.357127] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'S'. [2025-12-31T20:30:56.357515] [INFO ] [FORECASTER] Starting predict_future for S [2025-12-31T20:30:56.358363] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-12-31T20:30:56.358417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:56.358449] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:56.358475] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:56.358532] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:56.418304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:56.419268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:56.419365] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:56.419398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:56.550887] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:56.551056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:56.551105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:56.551136] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:56.554802] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=18.90%) [2025-12-31T20:30:56.555120] [INFO ] [FORECASTER] Completed predict_future for S [2025-12-31T20:30:56.555257] [INFO ] [sig ] S: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:56.705254] [INFO ] [LOCAL ] Saved forecast: S 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/S.txt [2025-12-31T20:30:56.705412] [INFO ] [sig ] [2769/3534] Completed S in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m [2025-12-31T20:30:56.705454] [INFO ] [sig ] [2770/3534] Forecasting SA... [2025-12-31T20:30:56.705485] [INFO ] [sig ] Generating forecast for: SA [2025-12-31T20:30:56.705516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-12-31T20:30:56.717751] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SA'. [2025-12-31T20:30:56.718105] [INFO ] [FORECASTER] Starting predict_future for SA [2025-12-31T20:30:56.718951] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-12-31T20:30:56.719005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:56.719038] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:56.719065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:56.719123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:56.775059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:56.775747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:56.775846] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:56.775879] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:56.897072] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:56.897240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:56.897281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:56.897311] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:56.900795] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=61.70%) [2025-12-31T20:30:56.901078] [INFO ] [FORECASTER] Completed predict_future for SA [2025-12-31T20:30:56.901205] [INFO ] [sig ] SA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:57.040350] [INFO ] [LOCAL ] Saved forecast: SA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SA.txt [2025-12-31T20:30:57.040496] [INFO ] [sig ] [2770/3534] Completed SA in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m [2025-12-31T20:30:57.040535] [INFO ] [sig ] [2771/3534] Forecasting SAFE... [2025-12-31T20:30:57.040566] [INFO ] [sig ] Generating forecast for: SAFE [2025-12-31T20:30:57.040618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-12-31T20:30:57.052617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAFE'. [2025-12-31T20:30:57.053007] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-12-31T20:30:57.053805] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-12-31T20:30:57.053857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:57.053889] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:57.053915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:57.053973] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:57.110185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:57.111064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:57.111146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:57.111178] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:57.236563] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:57.236759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:57.236799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:57.236828] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:57.240332] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=22.87%) [2025-12-31T20:30:57.240675] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-12-31T20:30:57.240822] [INFO ] [sig ] SAFE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:57.383340] [INFO ] [LOCAL ] Saved forecast: SAFE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAFE.txt [2025-12-31T20:30:57.383506] [INFO ] [sig ] [2771/3534] Completed SAFE in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m [2025-12-31T20:30:57.383547] [INFO ] [sig ] [2772/3534] Forecasting SAH... [2025-12-31T20:30:57.383595] [INFO ] [sig ] Generating forecast for: SAH [2025-12-31T20:30:57.383638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-12-31T20:30:57.395925] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAH'. [2025-12-31T20:30:57.396251] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-12-31T20:30:57.397066] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-12-31T20:30:57.397118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:57.397149] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:57.397175] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:57.397233] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:57.453819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:57.454479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:57.454560] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:57.454612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:57.573136] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:57.573287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:57.573328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:57.573363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:57.576765] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=35.03%) [2025-12-31T20:30:57.577043] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-12-31T20:30:57.577171] [INFO ] [sig ] SAH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:57.715957] [INFO ] [LOCAL ] Saved forecast: SAH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAH.txt [2025-12-31T20:30:57.716104] [INFO ] [sig ] [2772/3534] Completed SAH in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m [2025-12-31T20:30:57.716144] [INFO ] [sig ] [2773/3534] Forecasting SAIA... [2025-12-31T20:30:57.716173] [INFO ] [sig ] Generating forecast for: SAIA [2025-12-31T20:30:57.716204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'. [2025-12-31T20:30:57.727620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIA'. [2025-12-31T20:30:57.727952] [INFO ] [FORECASTER] Starting predict_future for SAIA [2025-12-31T20:30:57.728759] [DEBUG] [LOCAL ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt [2025-12-31T20:30:57.728811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:57.728845] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:57.728873] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:57.728932] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:57.789702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:57.790697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:57.790805] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:57.790838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:57.915055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:57.915236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:57.915280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:57.915309] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:57.918659] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=31.86%) [2025-12-31T20:30:57.918939] [INFO ] [FORECASTER] Completed predict_future for SAIA [2025-12-31T20:30:57.919064] [INFO ] [sig ] SAIA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:58.056416] [INFO ] [LOCAL ] Saved forecast: SAIA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAIA.txt [2025-12-31T20:30:58.056588] [INFO ] [sig ] [2773/3534] Completed SAIA in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m [2025-12-31T20:30:58.056634] [INFO ] [sig ] [2774/3534] Forecasting SAIC... [2025-12-31T20:30:58.056667] [INFO ] [sig ] Generating forecast for: SAIC [2025-12-31T20:30:58.056697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'. [2025-12-31T20:30:58.067545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAIC'. [2025-12-31T20:30:58.067863] [INFO ] [FORECASTER] Starting predict_future for SAIC [2025-12-31T20:30:58.068713] [DEBUG] [LOCAL ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt [2025-12-31T20:30:58.068767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:58.068800] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:58.068828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:58.068886] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:58.126945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:58.127843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:58.127946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:58.127980] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:58.254772] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:58.254956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:58.254997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:58.255026] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:58.258693] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=26.07%) [2025-12-31T20:30:58.259044] [INFO ] [FORECASTER] Completed predict_future for SAIC [2025-12-31T20:30:58.259187] [INFO ] [sig ] SAIC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:58.401461] [INFO ] [LOCAL ] Saved forecast: SAIC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAIC.txt [2025-12-31T20:30:58.401655] [INFO ] [sig ] [2774/3534] Completed SAIC in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.4m [2025-12-31T20:30:58.401702] [INFO ] [sig ] [2775/3534] Forecasting SAM... [2025-12-31T20:30:58.401731] [INFO ] [sig ] Generating forecast for: SAM [2025-12-31T20:30:58.401763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-12-31T20:30:58.413318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAM'. [2025-12-31T20:30:58.413717] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-12-31T20:30:58.414508] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-12-31T20:30:58.414561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:58.414614] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:58.414643] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:58.414701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:58.472008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:58.472923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:58.473025] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:58.473076] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:58.591950] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:58.592092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:58.592131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:58.592160] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:58.595499] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=3.96%) [2025-12-31T20:30:58.595789] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-12-31T20:30:58.595915] [INFO ] [sig ] SAM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:58.736249] [INFO ] [LOCAL ] Saved forecast: SAM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAM.txt [2025-12-31T20:30:58.736383] [INFO ] [sig ] [2775/3534] Completed SAM in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:30:58.736422] [INFO ] [sig ] [2776/3534] Forecasting SAMG... [2025-12-31T20:30:58.736453] [INFO ] [sig ] Generating forecast for: SAMG [2025-12-31T20:30:58.736483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'. [2025-12-31T20:30:58.747366] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAMG'. [2025-12-31T20:30:58.747671] [INFO ] [FORECASTER] Starting predict_future for SAMG [2025-12-31T20:30:58.748420] [DEBUG] [LOCAL ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt [2025-12-31T20:30:58.748472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:58.748504] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:58.748531] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:58.748605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:58.805355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:58.806185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:58.806267] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:58.806301] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:58.926766] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:58.926909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:58.926947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:58.926976] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:58.930335] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=19.61%) [2025-12-31T20:30:58.930629] [INFO ] [FORECASTER] Completed predict_future for SAMG [2025-12-31T20:30:58.930750] [INFO ] [sig ] SAMG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:59.072946] [INFO ] [LOCAL ] Saved forecast: SAMG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAMG.txt [2025-12-31T20:30:59.073098] [INFO ] [sig ] [2776/3534] Completed SAMG in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:30:59.073138] [INFO ] [sig ] [2777/3534] Forecasting SAN... [2025-12-31T20:30:59.073168] [INFO ] [sig ] Generating forecast for: SAN [2025-12-31T20:30:59.073198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-12-31T20:30:59.084384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAN'. [2025-12-31T20:30:59.084678] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-12-31T20:30:59.085445] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-12-31T20:30:59.085496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:59.085528] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:59.085555] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:59.085632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:59.144467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:59.145129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:59.145206] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:59.145239] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:59.270301] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:59.270463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:59.270506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:59.270536] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:59.274004] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=25.31%) [2025-12-31T20:30:59.274286] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-12-31T20:30:59.274412] [INFO ] [sig ] SAN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:30:59.413564] [INFO ] [LOCAL ] Saved forecast: SAN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAN.txt [2025-12-31T20:30:59.413715] [INFO ] [sig ] [2777/3534] Completed SAN in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:30:59.413758] [INFO ] [sig ] [2778/3534] Forecasting SANA... [2025-12-31T20:30:59.413798] [INFO ] [sig ] Generating forecast for: SANA [2025-12-31T20:30:59.413829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'. [2025-12-31T20:30:59.424990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANA'. [2025-12-31T20:30:59.425303] [INFO ] [FORECASTER] Starting predict_future for SANA [2025-12-31T20:30:59.426134] [DEBUG] [LOCAL ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt [2025-12-31T20:30:59.426188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:59.426222] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:59.426251] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:59.426310] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:59.484629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:59.485299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:59.485379] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:59.485412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:59.606690] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:59.606846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:59.606886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:59.606916] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:59.610378] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=60.96%) [2025-12-31T20:30:59.610680] [INFO ] [FORECASTER] Completed predict_future for SANA [2025-12-31T20:30:59.610808] [INFO ] [sig ] SANA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:30:59.750050] [INFO ] [LOCAL ] Saved forecast: SANA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SANA.txt [2025-12-31T20:30:59.750188] [INFO ] [sig ] [2778/3534] Completed SANA in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:30:59.750231] [INFO ] [sig ] [2779/3534] Forecasting SANM... [2025-12-31T20:30:59.750261] [INFO ] [sig ] Generating forecast for: SANM [2025-12-31T20:30:59.750292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'. [2025-12-31T20:30:59.765899] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SANM'. [2025-12-31T20:30:59.766237] [INFO ] [FORECASTER] Starting predict_future for SANM [2025-12-31T20:30:59.767074] [DEBUG] [LOCAL ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt [2025-12-31T20:30:59.767127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:30:59.767165] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:30:59.767221] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:30:59.767306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:30:59.828173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:30:59.828891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:30:59.828972] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:30:59.829005] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:30:59.952383] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:30:59.952552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:30:59.952615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:30:59.952649] [INFO ] [FORECASTER] Training complete [2025-12-31T20:30:59.956223] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=77.05%) [2025-12-31T20:30:59.956504] [INFO ] [FORECASTER] Completed predict_future for SANM [2025-12-31T20:30:59.956651] [INFO ] [sig ] SANM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:00.103141] [INFO ] [LOCAL ] Saved forecast: SANM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SANM.txt [2025-12-31T20:31:00.103285] [INFO ] [sig ] [2779/3534] Completed SANM in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:31:00.103324] [INFO ] [sig ] [2780/3534] Forecasting SAP... [2025-12-31T20:31:00.103354] [INFO ] [sig ] Generating forecast for: SAP [2025-12-31T20:31:00.103383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-12-31T20:31:00.115185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAP'. [2025-12-31T20:31:00.115491] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-12-31T20:31:00.116290] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-12-31T20:31:00.116345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:00.116404] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:00.116434] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:00.116494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:00.175076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:00.175802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:00.175883] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:00.175917] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:00.300370] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:00.300532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:00.300591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:00.300625] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:00.304091] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=43.19%) [2025-12-31T20:31:00.304380] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-12-31T20:31:00.304509] [INFO ] [sig ] SAP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:00.442335] [INFO ] [LOCAL ] Saved forecast: SAP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SAP.txt [2025-12-31T20:31:00.442476] [INFO ] [sig ] [2780/3534] Completed SAP in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:31:00.442517] [INFO ] [sig ] [2781/3534] Forecasting SARK... [2025-12-31T20:31:00.442545] [INFO ] [sig ] Generating forecast for: SARK [2025-12-31T20:31:00.442592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'. [2025-12-31T20:31:00.454808] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SARK'. [2025-12-31T20:31:00.455117] [INFO ] [FORECASTER] Starting predict_future for SARK [2025-12-31T20:31:00.455911] [DEBUG] [LOCAL ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt [2025-12-31T20:31:00.455976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:00.456010] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:00.456039] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:00.456098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:00.514794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:00.515617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:00.515704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:00.515739] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:00.645439] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:00.645622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:00.645666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:00.645695] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:00.649355] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-12-31T20:31:00.649686] [INFO ] [FORECASTER] Completed predict_future for SARK [2025-12-31T20:31:00.649814] [INFO ] [sig ] SARK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:00.790330] [INFO ] [LOCAL ] Saved forecast: SARK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SARK.txt [2025-12-31T20:31:00.790468] [INFO ] [sig ] [2781/3534] Completed SARK in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:31:00.790509] [INFO ] [sig ] [2782/3534] Forecasting SATL... [2025-12-31T20:31:00.790541] [INFO ] [sig ] Generating forecast for: SATL [2025-12-31T20:31:00.790597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'. [2025-12-31T20:31:00.802213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATL'. [2025-12-31T20:31:00.802486] [INFO ] [FORECASTER] Starting predict_future for SATL [2025-12-31T20:31:00.803276] [DEBUG] [LOCAL ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt [2025-12-31T20:31:00.803330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:00.803365] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:00.803393] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:00.803452] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:00.862024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:00.862856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:00.862944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:00.862978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:00.984074] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:00.984238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:00.984278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:00.984306] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:00.987672] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=84.10%) [2025-12-31T20:31:00.987950] [INFO ] [FORECASTER] Completed predict_future for SATL [2025-12-31T20:31:00.988073] [INFO ] [sig ] SATL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:01.128010] [INFO ] [LOCAL ] Saved forecast: SATL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SATL.txt [2025-12-31T20:31:01.129007] [INFO ] [sig ] [2782/3534] Completed SATL in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:31:01.129052] [INFO ] [sig ] [2783/3534] Forecasting SATS... [2025-12-31T20:31:01.129081] [INFO ] [sig ] Generating forecast for: SATS [2025-12-31T20:31:01.129112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'. [2025-12-31T20:31:01.141052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SATS'. [2025-12-31T20:31:01.141332] [INFO ] [FORECASTER] Starting predict_future for SATS [2025-12-31T20:31:01.142131] [DEBUG] [LOCAL ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt [2025-12-31T20:31:01.142184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:01.142217] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:01.142245] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:01.142306] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:01.201852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:01.202514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:01.202613] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:01.202651] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:01.342562] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:01.342757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:01.342803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:01.342877] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:01.346672] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: UP (p=96.06%) [2025-12-31T20:31:01.346993] [INFO ] [FORECASTER] Completed predict_future for SATS [2025-12-31T20:31:01.347132] [INFO ] [sig ] SATS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:01.495425] [INFO ] [LOCAL ] Saved forecast: SATS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SATS.txt [2025-12-31T20:31:01.495621] [INFO ] [sig ] [2783/3534] Completed SATS in 0.4s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:31:01.495670] [INFO ] [sig ] [2784/3534] Forecasting SAVA... [2025-12-31T20:31:01.495702] [INFO ] [sig ] Generating forecast for: SAVA [2025-12-31T20:31:01.495735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'. [2025-12-31T20:31:01.508953] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SAVA'. [2025-12-31T20:31:01.509363] [INFO ] [FORECASTER] Starting predict_future for SAVA [2025-12-31T20:31:01.510187] [DEBUG] [LOCAL ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt [2025-12-31T20:31:01.510243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:01.510276] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:01.510306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:01.510370] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:01.570662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:01.571614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:01.571702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:01.571736] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:01.692937] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:01.693103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:01.693144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:01.693174] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:01.696655] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=83.74%) [2025-12-31T20:31:01.696955] [INFO ] [FORECASTER] Completed predict_future for SAVA [2025-12-31T20:31:01.697088] [INFO ] [sig ] SAVA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:01.840647] [INFO ] [LOCAL ] Saved forecast: SAVA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SAVA.txt [2025-12-31T20:31:01.840805] [INFO ] [sig ] [2784/3534] Completed SAVA in 0.3s | 2.91 sym/s | Total: 15.9m | ETA: 4.3m [2025-12-31T20:31:01.840854] [INFO ] [sig ] [2785/3534] Forecasting SB... [2025-12-31T20:31:01.840884] [INFO ] [sig ] Generating forecast for: SB [2025-12-31T20:31:01.840916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-12-31T20:31:01.853664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SB'. [2025-12-31T20:31:01.854009] [INFO ] [FORECASTER] Starting predict_future for SB [2025-12-31T20:31:01.854801] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-12-31T20:31:01.854853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:01.854885] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:01.854912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:01.854969] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:01.914785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:01.915870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:01.915959] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:01.915992] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:02.037079] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:02.037236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:02.037275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:02.037305] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:02.040680] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=71.99%) [2025-12-31T20:31:02.040954] [INFO ] [FORECASTER] Completed predict_future for SB [2025-12-31T20:31:02.041076] [INFO ] [sig ] SB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:02.183873] [INFO ] [LOCAL ] Saved forecast: SB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SB.txt [2025-12-31T20:31:02.184238] [INFO ] [sig ] [2785/3534] Completed SB in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m [2025-12-31T20:31:02.184286] [INFO ] [sig ] [2786/3534] Forecasting SBAC... [2025-12-31T20:31:02.184319] [INFO ] [sig ] Generating forecast for: SBAC [2025-12-31T20:31:02.184355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'. [2025-12-31T20:31:02.197198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBAC'. [2025-12-31T20:31:02.197543] [INFO ] [FORECASTER] Starting predict_future for SBAC [2025-12-31T20:31:02.198346] [DEBUG] [LOCAL ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt [2025-12-31T20:31:02.198399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:02.198431] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:02.198460] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:02.198519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:02.259041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:02.259992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:02.260272] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:02.260307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:02.382126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:02.382284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:02.382325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:02.382354] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:02.385922] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=14.10%) [2025-12-31T20:31:02.386202] [INFO ] [FORECASTER] Completed predict_future for SBAC [2025-12-31T20:31:02.386348] [INFO ] [sig ] SBAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:02.528056] [INFO ] [LOCAL ] Saved forecast: SBAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBAC.txt [2025-12-31T20:31:02.528193] [INFO ] [sig ] [2786/3534] Completed SBAC in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m [2025-12-31T20:31:02.528236] [INFO ] [sig ] [2787/3534] Forecasting SBCF... [2025-12-31T20:31:02.528267] [INFO ] [sig ] Generating forecast for: SBCF [2025-12-31T20:31:02.528298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'. [2025-12-31T20:31:02.539848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBCF'. [2025-12-31T20:31:02.540141] [INFO ] [FORECASTER] Starting predict_future for SBCF [2025-12-31T20:31:02.540962] [DEBUG] [LOCAL ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt [2025-12-31T20:31:02.541016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:02.541049] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:02.541078] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:02.541139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:02.600132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:02.600809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:02.600895] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:02.600928] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:02.723377] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:02.723539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:02.723598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:02.723632] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:02.727058] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=5.97%) [2025-12-31T20:31:02.727353] [INFO ] [FORECASTER] Completed predict_future for SBCF [2025-12-31T20:31:02.727484] [INFO ] [sig ] SBCF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:02.874660] [INFO ] [LOCAL ] Saved forecast: SBCF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBCF.txt [2025-12-31T20:31:02.874826] [INFO ] [sig ] [2787/3534] Completed SBCF in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m [2025-12-31T20:31:02.874867] [INFO ] [sig ] [2788/3534] Forecasting SBFM... [2025-12-31T20:31:02.874900] [INFO ] [sig ] Generating forecast for: SBFM [2025-12-31T20:31:02.874932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'. [2025-12-31T20:31:02.887755] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBFM'. [2025-12-31T20:31:02.888378] [INFO ] [FORECASTER] Starting predict_future for SBFM [2025-12-31T20:31:02.889194] [DEBUG] [LOCAL ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt [2025-12-31T20:31:02.889274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:02.889309] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:02.889337] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:02.889395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:02.948327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:02.949182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:02.949307] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:02.949358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:03.069418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:03.069563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:03.069641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:03.069673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:03.073562] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=47.96%) [2025-12-31T20:31:03.073854] [INFO ] [FORECASTER] Completed predict_future for SBFM [2025-12-31T20:31:03.074171] [INFO ] [sig ] SBFM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:03.218162] [INFO ] [LOCAL ] Saved forecast: SBFM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBFM.txt [2025-12-31T20:31:03.218294] [INFO ] [sig ] [2788/3534] Completed SBFM in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m [2025-12-31T20:31:03.218333] [INFO ] [sig ] [2789/3534] Forecasting SBGI... [2025-12-31T20:31:03.218363] [INFO ] [sig ] Generating forecast for: SBGI [2025-12-31T20:31:03.218392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'. [2025-12-31T20:31:03.230473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBGI'. [2025-12-31T20:31:03.230769] [INFO ] [FORECASTER] Starting predict_future for SBGI [2025-12-31T20:31:03.231537] [DEBUG] [LOCAL ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt [2025-12-31T20:31:03.231608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:03.231643] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:03.231673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:03.231732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:03.290589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:03.291443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:03.291523] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:03.291557] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:03.407492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:03.407688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:03.407730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:03.407758] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:03.411083] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=43.09%) [2025-12-31T20:31:03.411361] [INFO ] [FORECASTER] Completed predict_future for SBGI [2025-12-31T20:31:03.411485] [INFO ] [sig ] SBGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:03.550056] [INFO ] [LOCAL ] Saved forecast: SBGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBGI.txt [2025-12-31T20:31:03.550183] [INFO ] [sig ] [2789/3534] Completed SBGI in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m [2025-12-31T20:31:03.550223] [INFO ] [sig ] [2790/3534] Forecasting SBH... [2025-12-31T20:31:03.550252] [INFO ] [sig ] Generating forecast for: SBH [2025-12-31T20:31:03.550282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-12-31T20:31:03.561588] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBH'. [2025-12-31T20:31:03.561879] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-12-31T20:31:03.562648] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-12-31T20:31:03.562699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:03.562731] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:03.562759] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:03.562816] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:03.623568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:03.624478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:03.624603] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:03.624642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:03.766464] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:03.766641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:03.766695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:03.766730] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:03.770127] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=37.72%) [2025-12-31T20:31:03.770402] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-12-31T20:31:03.770525] [INFO ] [sig ] SBH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:03.909715] [INFO ] [LOCAL ] Saved forecast: SBH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBH.txt [2025-12-31T20:31:03.909851] [INFO ] [sig ] [2790/3534] Completed SBH in 0.4s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m [2025-12-31T20:31:03.909891] [INFO ] [sig ] [2791/3534] Forecasting SBI... [2025-12-31T20:31:03.909920] [INFO ] [sig ] Generating forecast for: SBI [2025-12-31T20:31:03.909950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-12-31T20:31:03.920896] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBI'. [2025-12-31T20:31:03.921197] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-12-31T20:31:03.922004] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-12-31T20:31:03.922057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:03.922089] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:03.922116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:03.922174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:03.978475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:03.979193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:03.979289] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:03.979323] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:04.091800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:04.091938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:04.091977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:04.092005] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:04.095287] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-12-31T20:31:04.095556] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-12-31T20:31:04.095698] [INFO ] [sig ] SBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:04.234861] [INFO ] [LOCAL ] Saved forecast: SBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBI.txt [2025-12-31T20:31:04.235029] [INFO ] [sig ] [2791/3534] Completed SBI in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.3m [2025-12-31T20:31:04.235071] [INFO ] [sig ] [2792/3534] Forecasting SBLK... [2025-12-31T20:31:04.235100] [INFO ] [sig ] Generating forecast for: SBLK [2025-12-31T20:31:04.235131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'. [2025-12-31T20:31:04.246608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBLK'. [2025-12-31T20:31:04.246904] [INFO ] [FORECASTER] Starting predict_future for SBLK [2025-12-31T20:31:04.247706] [DEBUG] [LOCAL ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt [2025-12-31T20:31:04.247762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:04.247807] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:04.247835] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:04.247891] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:04.304663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:04.305712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:04.305796] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:04.305828] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:04.427954] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:04.428132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:04.428173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:04.428200] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:04.431776] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=38.83%) [2025-12-31T20:31:04.432060] [INFO ] [FORECASTER] Completed predict_future for SBLK [2025-12-31T20:31:04.432184] [INFO ] [sig ] SBLK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:04.569232] [INFO ] [LOCAL ] Saved forecast: SBLK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBLK.txt [2025-12-31T20:31:04.569393] [INFO ] [sig ] [2792/3534] Completed SBLK in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:04.569434] [INFO ] [sig ] [2793/3534] Forecasting SBRA... [2025-12-31T20:31:04.569462] [INFO ] [sig ] Generating forecast for: SBRA [2025-12-31T20:31:04.569492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'. [2025-12-31T20:31:04.581200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBRA'. [2025-12-31T20:31:04.581559] [INFO ] [FORECASTER] Starting predict_future for SBRA [2025-12-31T20:31:04.582396] [DEBUG] [LOCAL ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt [2025-12-31T20:31:04.582450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:04.582484] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:04.582512] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:04.582597] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:04.639812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:04.640568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:04.640671] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:04.640705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:04.761031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:04.761192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:04.761231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:04.761261] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:04.764663] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=0.82%) [2025-12-31T20:31:04.764963] [INFO ] [FORECASTER] Completed predict_future for SBRA [2025-12-31T20:31:04.765091] [INFO ] [sig ] SBRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:04.906124] [INFO ] [LOCAL ] Saved forecast: SBRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBRA.txt [2025-12-31T20:31:04.906289] [INFO ] [sig ] [2793/3534] Completed SBRA in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:04.906330] [INFO ] [sig ] [2794/3534] Forecasting SBS... [2025-12-31T20:31:04.906360] [INFO ] [sig ] Generating forecast for: SBS [2025-12-31T20:31:04.906391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-12-31T20:31:04.917708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBS'. [2025-12-31T20:31:04.918063] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-12-31T20:31:04.918861] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-12-31T20:31:04.918914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:04.918948] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:04.918976] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:04.919035] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:04.975232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:04.975898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:04.975973] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:04.976004] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:05.103004] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:05.103160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:05.103199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:05.103229] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:05.106544] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: DOWN (p=5.34%) [2025-12-31T20:31:05.106833] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-12-31T20:31:05.106956] [INFO ] [sig ] SBS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:05.249765] [INFO ] [LOCAL ] Saved forecast: SBS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SBS.txt [2025-12-31T20:31:05.249894] [INFO ] [sig ] [2794/3534] Completed SBS in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:05.249935] [INFO ] [sig ] [2795/3534] Forecasting SBSI... [2025-12-31T20:31:05.249963] [INFO ] [sig ] Generating forecast for: SBSI [2025-12-31T20:31:05.249993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-12-31T20:31:05.262426] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBSI'. [2025-12-31T20:31:05.262708] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-12-31T20:31:05.263633] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-12-31T20:31:05.263684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:05.263716] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:05.263742] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:05.263799] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:05.321665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:05.322327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:05.322406] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:05.322438] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:05.437009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:05.437164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:05.437203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:05.437231] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:05.440652] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=81.76%) [2025-12-31T20:31:05.440932] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-12-31T20:31:05.441056] [INFO ] [sig ] SBSI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:05.580818] [INFO ] [LOCAL ] Saved forecast: SBSI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SBSI.txt [2025-12-31T20:31:05.580962] [INFO ] [sig ] [2795/3534] Completed SBSI in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:05.581002] [INFO ] [sig ] [2796/3534] Forecasting SBUX... [2025-12-31T20:31:05.581039] [INFO ] [sig ] Generating forecast for: SBUX [2025-12-31T20:31:05.581070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'. [2025-12-31T20:31:05.593437] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SBUX'. [2025-12-31T20:31:05.593804] [INFO ] [FORECASTER] Starting predict_future for SBUX [2025-12-31T20:31:05.594600] [DEBUG] [LOCAL ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt [2025-12-31T20:31:05.594662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:05.594698] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:05.594725] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:05.594783] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:05.651415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:05.652173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:05.652256] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:05.652289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:05.774618] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:05.774774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:05.774815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:05.774844] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:05.778213] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=95.38%) [2025-12-31T20:31:05.778492] [INFO ] [FORECASTER] Completed predict_future for SBUX [2025-12-31T20:31:05.778634] [INFO ] [sig ] SBUX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:05.917933] [INFO ] [LOCAL ] Saved forecast: SBUX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SBUX.txt [2025-12-31T20:31:05.918070] [INFO ] [sig ] [2796/3534] Completed SBUX in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:05.918111] [INFO ] [sig ] [2797/3534] Forecasting SCD... [2025-12-31T20:31:05.918140] [INFO ] [sig ] Generating forecast for: SCD [2025-12-31T20:31:05.918171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-12-31T20:31:05.930035] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCD'. [2025-12-31T20:31:05.930356] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-12-31T20:31:05.931134] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-12-31T20:31:05.931186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:05.931243] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:05.931271] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:05.931343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:05.990623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:05.991529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:05.991625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:05.991659] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:06.108363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:06.108553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:06.108610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:06.108642] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:06.112136] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=91.93%) [2025-12-31T20:31:06.112425] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-12-31T20:31:06.112556] [INFO ] [sig ] SCD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:06.256242] [INFO ] [LOCAL ] Saved forecast: SCD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SCD.txt [2025-12-31T20:31:06.256405] [INFO ] [sig ] [2797/3534] Completed SCD in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:06.256446] [INFO ] [sig ] [2798/3534] Forecasting SCHL... [2025-12-31T20:31:06.256475] [INFO ] [sig ] Generating forecast for: SCHL [2025-12-31T20:31:06.256506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'. [2025-12-31T20:31:06.267781] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCHL'. [2025-12-31T20:31:06.268137] [INFO ] [FORECASTER] Starting predict_future for SCHL [2025-12-31T20:31:06.268917] [DEBUG] [LOCAL ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt [2025-12-31T20:31:06.268970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:06.269001] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:06.269027] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:06.269085] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:06.326638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:06.327473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:06.327561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:06.327616] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:06.451067] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:06.451222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:06.451349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:06.451386] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:06.454722] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=5.72%) [2025-12-31T20:31:06.454999] [INFO ] [FORECASTER] Completed predict_future for SCHL [2025-12-31T20:31:06.455120] [INFO ] [sig ] SCHL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:06.594254] [INFO ] [LOCAL ] Saved forecast: SCHL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SCHL.txt [2025-12-31T20:31:06.594382] [INFO ] [sig ] [2798/3534] Completed SCHL in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:06.594422] [INFO ] [sig ] [2799/3534] Forecasting SCI... [2025-12-31T20:31:06.594452] [INFO ] [sig ] Generating forecast for: SCI [2025-12-31T20:31:06.594481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-12-31T20:31:06.605664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCI'. [2025-12-31T20:31:06.605944] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-12-31T20:31:06.606716] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-12-31T20:31:06.606768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:06.606801] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:06.606828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:06.606885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:06.666636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:06.667410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:06.667497] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:06.667532] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:06.784818] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:06.784965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:06.785003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:06.785048] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:06.788391] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=87.07%) [2025-12-31T20:31:06.788679] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-12-31T20:31:06.788809] [INFO ] [sig ] SCI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:06.932282] [INFO ] [LOCAL ] Saved forecast: SCI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SCI.txt [2025-12-31T20:31:06.932414] [INFO ] [sig ] [2799/3534] Completed SCI in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:06.932454] [INFO ] [sig ] [2800/3534] Forecasting SCL... [2025-12-31T20:31:06.932483] [INFO ] [sig ] Generating forecast for: SCL [2025-12-31T20:31:06.932514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-12-31T20:31:06.943889] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCL'. [2025-12-31T20:31:06.944164] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-12-31T20:31:06.944968] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-12-31T20:31:06.945021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:06.945053] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:06.945079] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:06.945137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:07.003345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:07.004039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:07.004120] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:07.004154] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:07.124739] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:07.124886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:07.124932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:07.125009] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:07.128535] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=44.19%) [2025-12-31T20:31:07.128832] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-12-31T20:31:07.128964] [INFO ] [sig ] SCL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:07.275853] [INFO ] [LOCAL ] Saved forecast: SCL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SCL.txt [2025-12-31T20:31:07.276028] [INFO ] [sig ] [2800/3534] Completed SCL in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:07.276069] [INFO ] [sig ] [2801/3534] Forecasting SCM... [2025-12-31T20:31:07.276099] [INFO ] [sig ] Generating forecast for: SCM [2025-12-31T20:31:07.276130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-12-31T20:31:07.288123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCM'. [2025-12-31T20:31:07.288465] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-12-31T20:31:07.289283] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-12-31T20:31:07.289336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:07.289368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:07.289396] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:07.289453] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:07.349774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:07.350642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:07.350725] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:07.350773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:07.475558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:07.475758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:07.475801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:07.475831] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:07.479373] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=71.70%) [2025-12-31T20:31:07.479691] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-12-31T20:31:07.479832] [INFO ] [sig ] SCM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:07.622990] [INFO ] [LOCAL ] Saved forecast: SCM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SCM.txt [2025-12-31T20:31:07.623129] [INFO ] [sig ] [2801/3534] Completed SCM in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:07.623169] [INFO ] [sig ] [2802/3534] Forecasting SCSC... [2025-12-31T20:31:07.623200] [INFO ] [sig ] Generating forecast for: SCSC [2025-12-31T20:31:07.623230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'. [2025-12-31T20:31:07.634907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCSC'. [2025-12-31T20:31:07.635233] [INFO ] [FORECASTER] Starting predict_future for SCSC [2025-12-31T20:31:07.636016] [DEBUG] [LOCAL ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt [2025-12-31T20:31:07.636068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:07.636100] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:07.636126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:07.636184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:07.693415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:07.694090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:07.694169] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:07.694202] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:07.815940] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:07.816087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:07.816127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:07.816158] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:07.819653] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=68.72%) [2025-12-31T20:31:07.819933] [INFO ] [FORECASTER] Completed predict_future for SCSC [2025-12-31T20:31:07.820057] [INFO ] [sig ] SCSC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:07.963030] [INFO ] [LOCAL ] Saved forecast: SCSC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SCSC.txt [2025-12-31T20:31:07.963159] [INFO ] [sig ] [2802/3534] Completed SCSC in 0.3s | 2.91 sym/s | Total: 16.0m | ETA: 4.2m [2025-12-31T20:31:07.963197] [INFO ] [sig ] [2803/3534] Forecasting SCVL... [2025-12-31T20:31:07.963225] [INFO ] [sig ] Generating forecast for: SCVL [2025-12-31T20:31:07.963256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'. [2025-12-31T20:31:07.974859] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCVL'. [2025-12-31T20:31:07.975138] [INFO ] [FORECASTER] Starting predict_future for SCVL [2025-12-31T20:31:07.975908] [DEBUG] [LOCAL ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt [2025-12-31T20:31:07.975960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:07.975995] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:07.976036] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:07.976094] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:08.034295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:08.035115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:08.035200] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:08.035234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:08.156642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:08.156787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:08.156825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:08.156853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:08.160208] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: UP (p=89.61%) [2025-12-31T20:31:08.160484] [INFO ] [FORECASTER] Completed predict_future for SCVL [2025-12-31T20:31:08.160628] [INFO ] [sig ] SCVL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:08.306405] [INFO ] [LOCAL ] Saved forecast: SCVL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SCVL.txt [2025-12-31T20:31:08.306561] [INFO ] [sig ] [2803/3534] Completed SCVL in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m [2025-12-31T20:31:08.306624] [INFO ] [sig ] [2804/3534] Forecasting SCZ... [2025-12-31T20:31:08.306654] [INFO ] [sig ] Generating forecast for: SCZ [2025-12-31T20:31:08.306686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'. [2025-12-31T20:31:08.318248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SCZ'. [2025-12-31T20:31:08.318635] [INFO ] [FORECASTER] Starting predict_future for SCZ [2025-12-31T20:31:08.319467] [DEBUG] [LOCAL ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt [2025-12-31T20:31:08.319521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:08.319554] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:08.319602] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:08.319682] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:08.380747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:08.381621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:08.381707] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:08.381741] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:08.503685] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:08.503853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:08.503896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:08.503933] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:08.507504] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=23.50%) [2025-12-31T20:31:08.507815] [INFO ] [FORECASTER] Completed predict_future for SCZ [2025-12-31T20:31:08.507950] [INFO ] [sig ] SCZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:08.648808] [INFO ] [LOCAL ] Saved forecast: SCZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SCZ.txt [2025-12-31T20:31:08.648953] [INFO ] [sig ] [2804/3534] Completed SCZ in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m [2025-12-31T20:31:08.648994] [INFO ] [sig ] [2805/3534] Forecasting SD... [2025-12-31T20:31:08.649024] [INFO ] [sig ] Generating forecast for: SD [2025-12-31T20:31:08.649054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-12-31T20:31:08.660735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SD'. [2025-12-31T20:31:08.661046] [INFO ] [FORECASTER] Starting predict_future for SD [2025-12-31T20:31:08.661833] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-12-31T20:31:08.661889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:08.661923] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:08.661953] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:08.662011] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:08.718829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:08.719537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:08.719676] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:08.719713] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:08.841651] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:08.841801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:08.841844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:08.841875] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:08.845295] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=40.70%) [2025-12-31T20:31:08.845591] [INFO ] [FORECASTER] Completed predict_future for SD [2025-12-31T20:31:08.845715] [INFO ] [sig ] SD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:08.987273] [INFO ] [LOCAL ] Saved forecast: SD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SD.txt [2025-12-31T20:31:08.987400] [INFO ] [sig ] [2805/3534] Completed SD in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m [2025-12-31T20:31:08.987441] [INFO ] [sig ] [2806/3534] Forecasting SDA... [2025-12-31T20:31:08.987471] [INFO ] [sig ] Generating forecast for: SDA [2025-12-31T20:31:08.987501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'. [2025-12-31T20:31:08.999358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDA'. [2025-12-31T20:31:08.999762] [INFO ] [FORECASTER] Starting predict_future for SDA [2025-12-31T20:31:09.000558] [DEBUG] [LOCAL ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt [2025-12-31T20:31:09.000630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:09.000664] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:09.000693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:09.000754] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:09.058786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:09.059511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:09.059608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:09.059644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:09.179116] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:09.179285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:09.179330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:09.179363] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:09.182865] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=82.70%) [2025-12-31T20:31:09.183152] [INFO ] [FORECASTER] Completed predict_future for SDA [2025-12-31T20:31:09.183278] [INFO ] [sig ] SDA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:09.325221] [INFO ] [LOCAL ] Saved forecast: SDA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SDA.txt [2025-12-31T20:31:09.325373] [INFO ] [sig ] [2806/3534] Completed SDA in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m [2025-12-31T20:31:09.325413] [INFO ] [sig ] [2807/3534] Forecasting SDHY... [2025-12-31T20:31:09.325443] [INFO ] [sig ] Generating forecast for: SDHY [2025-12-31T20:31:09.325472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-12-31T20:31:09.337154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDHY'. [2025-12-31T20:31:09.337418] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-12-31T20:31:09.338198] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-12-31T20:31:09.338249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:09.338280] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:09.338307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:09.338363] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:09.397344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:09.398028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:09.398109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:09.398170] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:09.520985] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:09.521141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:09.521181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:09.521212] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:09.524686] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=73.13%) [2025-12-31T20:31:09.524982] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-12-31T20:31:09.525110] [INFO ] [sig ] SDHY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:09.668702] [INFO ] [LOCAL ] Saved forecast: SDHY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SDHY.txt [2025-12-31T20:31:09.668858] [INFO ] [sig ] [2807/3534] Completed SDHY in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m [2025-12-31T20:31:09.668899] [INFO ] [sig ] [2808/3534] Forecasting SDRL... [2025-12-31T20:31:09.668929] [INFO ] [sig ] Generating forecast for: SDRL [2025-12-31T20:31:09.668960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-12-31T20:31:09.680450] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDRL'. [2025-12-31T20:31:09.680847] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-12-31T20:31:09.681657] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-12-31T20:31:09.681710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:09.681744] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:09.681772] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:09.681831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:09.742535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:09.743429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:09.743514] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:09.743548] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:09.865135] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:09.865294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:09.865339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:09.865369] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:09.868934] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=3.51%) [2025-12-31T20:31:09.869269] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-12-31T20:31:09.869410] [INFO ] [sig ] SDRL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:10.018847] [INFO ] [LOCAL ] Saved forecast: SDRL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SDRL.txt [2025-12-31T20:31:10.019013] [INFO ] [sig ] [2808/3534] Completed SDRL in 0.4s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m [2025-12-31T20:31:10.019059] [INFO ] [sig ] [2809/3534] Forecasting SDVY... [2025-12-31T20:31:10.019089] [INFO ] [sig ] Generating forecast for: SDVY [2025-12-31T20:31:10.019120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'. [2025-12-31T20:31:10.031197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SDVY'. [2025-12-31T20:31:10.031584] [INFO ] [FORECASTER] Starting predict_future for SDVY [2025-12-31T20:31:10.032374] [DEBUG] [LOCAL ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt [2025-12-31T20:31:10.032427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:10.032461] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:10.032488] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:10.032547] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:10.098055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:10.099000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:10.099090] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:10.099123] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:10.219117] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:10.219301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:10.219344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:10.219375] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:10.222870] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=22.07%) [2025-12-31T20:31:10.223162] [INFO ] [FORECASTER] Completed predict_future for SDVY [2025-12-31T20:31:10.223295] [INFO ] [sig ] SDVY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:10.366312] [INFO ] [LOCAL ] Saved forecast: SDVY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SDVY.txt [2025-12-31T20:31:10.366464] [INFO ] [sig ] [2809/3534] Completed SDVY in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.2m [2025-12-31T20:31:10.366505] [INFO ] [sig ] [2810/3534] Forecasting SE... [2025-12-31T20:31:10.366534] [INFO ] [sig ] Generating forecast for: SE [2025-12-31T20:31:10.366565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-12-31T20:31:10.377831] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SE'. [2025-12-31T20:31:10.378158] [INFO ] [FORECASTER] Starting predict_future for SE [2025-12-31T20:31:10.378960] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-12-31T20:31:10.379012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:10.379047] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:10.379078] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:10.379138] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:10.436592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:10.437451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:10.437541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:10.437594] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:10.561158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:10.561319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:10.561359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:10.561388] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:10.564827] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=89.11%) [2025-12-31T20:31:10.565137] [INFO ] [FORECASTER] Completed predict_future for SE [2025-12-31T20:31:10.565265] [INFO ] [sig ] SE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:10.705509] [INFO ] [LOCAL ] Saved forecast: SE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SE.txt [2025-12-31T20:31:10.705710] [INFO ] [sig ] [2810/3534] Completed SE in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:10.705751] [INFO ] [sig ] [2811/3534] Forecasting SEDG... [2025-12-31T20:31:10.705781] [INFO ] [sig ] Generating forecast for: SEDG [2025-12-31T20:31:10.705813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'. [2025-12-31T20:31:10.717341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEDG'. [2025-12-31T20:31:10.717697] [INFO ] [FORECASTER] Starting predict_future for SEDG [2025-12-31T20:31:10.718456] [DEBUG] [LOCAL ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt [2025-12-31T20:31:10.718508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:10.718540] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:10.718567] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:10.718652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:10.775219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:10.776075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:10.776159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:10.776191] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:10.896698] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:10.896858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:10.896899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:10.896927] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:10.900432] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=6.25%) [2025-12-31T20:31:10.900740] [INFO ] [FORECASTER] Completed predict_future for SEDG [2025-12-31T20:31:10.900868] [INFO ] [sig ] SEDG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:11.040071] [INFO ] [LOCAL ] Saved forecast: SEDG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SEDG.txt [2025-12-31T20:31:11.040198] [INFO ] [sig ] [2811/3534] Completed SEDG in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:11.040238] [INFO ] [sig ] [2812/3534] Forecasting SEE... [2025-12-31T20:31:11.040268] [INFO ] [sig ] Generating forecast for: SEE [2025-12-31T20:31:11.040298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-12-31T20:31:11.051745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEE'. [2025-12-31T20:31:11.052029] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-12-31T20:31:11.052791] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-12-31T20:31:11.052843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:11.052874] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:11.052902] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:11.052958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:11.108745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:11.109355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:11.109430] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:11.109462] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:11.229694] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:11.229872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:11.229913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:11.229942] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:11.233308] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=97.03%) [2025-12-31T20:31:11.233600] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-12-31T20:31:11.233725] [INFO ] [sig ] SEE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:11.375036] [INFO ] [LOCAL ] Saved forecast: SEE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SEE.txt [2025-12-31T20:31:11.375163] [INFO ] [sig ] [2812/3534] Completed SEE in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:11.375203] [INFO ] [sig ] [2813/3534] Forecasting SEIC... [2025-12-31T20:31:11.375231] [INFO ] [sig ] Generating forecast for: SEIC [2025-12-31T20:31:11.375261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'. [2025-12-31T20:31:11.386512] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEIC'. [2025-12-31T20:31:11.386800] [INFO ] [FORECASTER] Starting predict_future for SEIC [2025-12-31T20:31:11.387535] [DEBUG] [LOCAL ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt [2025-12-31T20:31:11.387612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:11.387647] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:11.387674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:11.387731] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:11.443956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:11.444560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:11.444653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:11.444685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:11.561971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:11.562114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:11.562153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:11.562181] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:11.565425] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: UP (p=54.13%) [2025-12-31T20:31:11.565716] [INFO ] [FORECASTER] Completed predict_future for SEIC [2025-12-31T20:31:11.565837] [INFO ] [sig ] SEIC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:11.705394] [INFO ] [LOCAL ] Saved forecast: SEIC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SEIC.txt [2025-12-31T20:31:11.705509] [INFO ] [sig ] [2813/3534] Completed SEIC in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:11.705548] [INFO ] [sig ] [2814/3534] Forecasting SELF... [2025-12-31T20:31:11.705594] [INFO ] [sig ] Generating forecast for: SELF [2025-12-31T20:31:11.705627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'. [2025-12-31T20:31:11.718802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SELF'. [2025-12-31T20:31:11.719196] [INFO ] [FORECASTER] Starting predict_future for SELF [2025-12-31T20:31:11.720035] [DEBUG] [LOCAL ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt [2025-12-31T20:31:11.720088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:11.720149] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:11.720177] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:11.720234] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:11.776356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:11.777104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:11.777186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:11.777218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:11.882302] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:11.882491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:11.882533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:11.882561] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:11.886005] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: UP (p=80.80%) [2025-12-31T20:31:11.886282] [INFO ] [FORECASTER] Completed predict_future for SELF [2025-12-31T20:31:11.886406] [INFO ] [sig ] SELF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:12.024826] [INFO ] [LOCAL ] Saved forecast: SELF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SELF.txt [2025-12-31T20:31:12.024966] [INFO ] [sig ] [2814/3534] Completed SELF in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:12.025007] [INFO ] [sig ] [2815/3534] Forecasting SEM... [2025-12-31T20:31:12.025037] [INFO ] [sig ] Generating forecast for: SEM [2025-12-31T20:31:12.025068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-12-31T20:31:12.037301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEM'. [2025-12-31T20:31:12.037708] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-12-31T20:31:12.038553] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-12-31T20:31:12.038631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:12.038672] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:12.038700] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:12.038759] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:12.096207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:12.097098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:12.097185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:12.097217] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:12.217101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:12.217268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:12.217308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:12.217337] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:12.220709] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-12-31T20:31:12.220984] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-12-31T20:31:12.221105] [INFO ] [sig ] SEM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:12.360224] [INFO ] [LOCAL ] Saved forecast: SEM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SEM.txt [2025-12-31T20:31:12.360355] [INFO ] [sig ] [2815/3534] Completed SEM in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:12.360395] [INFO ] [sig ] [2816/3534] Forecasting SENEA... [2025-12-31T20:31:12.360425] [INFO ] [sig ] Generating forecast for: SENEA [2025-12-31T20:31:12.360456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'. [2025-12-31T20:31:12.370979] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENEA'. [2025-12-31T20:31:12.371267] [INFO ] [FORECASTER] Starting predict_future for SENEA [2025-12-31T20:31:12.372136] [DEBUG] [LOCAL ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt [2025-12-31T20:31:12.372194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:12.372238] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:12.372267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:12.372328] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:12.429057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:12.429705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:12.429781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:12.429812] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:12.545221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:12.545383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:12.545421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:12.545449] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:12.548856] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=23.65%) [2025-12-31T20:31:12.549153] [INFO ] [FORECASTER] Completed predict_future for SENEA [2025-12-31T20:31:12.549301] [INFO ] [sig ] SENEA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:12.687925] [INFO ] [LOCAL ] Saved forecast: SENEA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SENEA.txt [2025-12-31T20:31:12.688092] [INFO ] [sig ] [2816/3534] Completed SENEA in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:12.688134] [INFO ] [sig ] [2817/3534] Forecasting SENS... [2025-12-31T20:31:12.688165] [INFO ] [sig ] Generating forecast for: SENS [2025-12-31T20:31:12.688196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'. [2025-12-31T20:31:12.699959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SENS'. [2025-12-31T20:31:12.700306] [INFO ] [FORECASTER] Starting predict_future for SENS [2025-12-31T20:31:12.701123] [DEBUG] [LOCAL ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt [2025-12-31T20:31:12.701177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:12.701209] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:12.701237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:12.701295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:12.757752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:12.758629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:12.758716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:12.758747] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:12.877773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:12.877932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:12.877975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:12.878049] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:12.882668] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: UP (p=75.80%) [2025-12-31T20:31:12.882994] [INFO ] [FORECASTER] Completed predict_future for SENS [2025-12-31T20:31:12.883137] [INFO ] [sig ] SENS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:13.023137] [INFO ] [LOCAL ] Saved forecast: SENS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SENS.txt [2025-12-31T20:31:13.023288] [INFO ] [sig ] [2817/3534] Completed SENS in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:13.023328] [INFO ] [sig ] [2818/3534] Forecasting SERA... [2025-12-31T20:31:13.023359] [INFO ] [sig ] Generating forecast for: SERA [2025-12-31T20:31:13.023392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'. [2025-12-31T20:31:13.034658] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SERA'. [2025-12-31T20:31:13.034942] [INFO ] [FORECASTER] Starting predict_future for SERA [2025-12-31T20:31:13.035783] [DEBUG] [LOCAL ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt [2025-12-31T20:31:13.035838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:13.035871] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:13.035899] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:13.035958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:13.094053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:13.094677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:13.094765] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:13.094799] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:13.211777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:13.211919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:13.211958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:13.211986] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:13.215301] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=81.67%) [2025-12-31T20:31:13.215588] [INFO ] [FORECASTER] Completed predict_future for SERA [2025-12-31T20:31:13.215712] [INFO ] [sig ] SERA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:13.357651] [INFO ] [LOCAL ] Saved forecast: SERA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SERA.txt [2025-12-31T20:31:13.357843] [INFO ] [sig ] [2818/3534] Completed SERA in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:13.357912] [INFO ] [sig ] [2819/3534] Forecasting SES... [2025-12-31T20:31:13.357963] [INFO ] [sig ] Generating forecast for: SES [2025-12-31T20:31:13.358012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-12-31T20:31:13.372498] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SES'. [2025-12-31T20:31:13.372877] [INFO ] [FORECASTER] Starting predict_future for SES [2025-12-31T20:31:13.373814] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-12-31T20:31:13.373869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:13.373903] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:13.373931] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:13.373992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:13.431123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:13.431748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:13.431824] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:13.431856] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:13.551827] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:13.551958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:13.551996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:13.552025] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:13.555299] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=86.46%) [2025-12-31T20:31:13.555583] [INFO ] [FORECASTER] Completed predict_future for SES [2025-12-31T20:31:13.555707] [INFO ] [sig ] SES: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:13.695126] [INFO ] [LOCAL ] Saved forecast: SES 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SES.txt [2025-12-31T20:31:13.695258] [INFO ] [sig ] [2819/3534] Completed SES in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:13.695308] [INFO ] [sig ] [2820/3534] Forecasting SEVN... [2025-12-31T20:31:13.695340] [INFO ] [sig ] Generating forecast for: SEVN [2025-12-31T20:31:13.695371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'. [2025-12-31T20:31:13.706592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEVN'. [2025-12-31T20:31:13.706863] [INFO ] [FORECASTER] Starting predict_future for SEVN [2025-12-31T20:31:13.707641] [DEBUG] [LOCAL ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt [2025-12-31T20:31:13.707694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:13.707725] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:13.707752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:13.707808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:13.764881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:13.765471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:13.765547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:13.765598] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:13.882746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:13.882908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:13.882951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:13.882981] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:13.886517] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=74.75%) [2025-12-31T20:31:13.886847] [INFO ] [FORECASTER] Completed predict_future for SEVN [2025-12-31T20:31:13.886983] [INFO ] [sig ] SEVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:14.028304] [INFO ] [LOCAL ] Saved forecast: SEVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SEVN.txt [2025-12-31T20:31:14.028466] [INFO ] [sig ] [2820/3534] Completed SEVN in 0.3s | 2.91 sym/s | Total: 16.1m | ETA: 4.1m [2025-12-31T20:31:14.028507] [INFO ] [sig ] [2821/3534] Forecasting SEZL... [2025-12-31T20:31:14.028537] [INFO ] [sig ] Generating forecast for: SEZL [2025-12-31T20:31:14.028567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'. [2025-12-31T20:31:14.039805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SEZL'. [2025-12-31T20:31:14.040168] [INFO ] [FORECASTER] Starting predict_future for SEZL [2025-12-31T20:31:14.040957] [DEBUG] [LOCAL ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt [2025-12-31T20:31:14.041009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:14.041042] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:14.041068] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:14.041126] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:14.098807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:14.099704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:14.099788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:14.099823] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:14.216647] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:14.216806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:14.216846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:14.216874] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:14.220282] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=95.01%) [2025-12-31T20:31:14.220596] [INFO ] [FORECASTER] Completed predict_future for SEZL [2025-12-31T20:31:14.220743] [INFO ] [sig ] SEZL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:14.366778] [INFO ] [LOCAL ] Saved forecast: SEZL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SEZL.txt [2025-12-31T20:31:14.366938] [INFO ] [sig ] [2821/3534] Completed SEZL in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m [2025-12-31T20:31:14.366980] [INFO ] [sig ] [2822/3534] Forecasting SF... [2025-12-31T20:31:14.367010] [INFO ] [sig ] Generating forecast for: SF [2025-12-31T20:31:14.367040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-12-31T20:31:14.379651] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SF'. [2025-12-31T20:31:14.380037] [INFO ] [FORECASTER] Starting predict_future for SF [2025-12-31T20:31:14.380924] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-12-31T20:31:14.380980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:14.381015] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:14.381045] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:14.381105] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:14.439418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:14.440260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:14.440343] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:14.440378] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:14.564756] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:14.564916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:14.564957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:14.564989] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:14.568442] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=37.27%) [2025-12-31T20:31:14.568739] [INFO ] [FORECASTER] Completed predict_future for SF [2025-12-31T20:31:14.568865] [INFO ] [sig ] SF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:14.708703] [INFO ] [LOCAL ] Saved forecast: SF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SF.txt [2025-12-31T20:31:14.708830] [INFO ] [sig ] [2822/3534] Completed SF in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m [2025-12-31T20:31:14.708870] [INFO ] [sig ] [2823/3534] Forecasting SFB... [2025-12-31T20:31:14.708900] [INFO ] [sig ] Generating forecast for: SFB [2025-12-31T20:31:14.708931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-12-31T20:31:14.720067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFB'. [2025-12-31T20:31:14.720331] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-12-31T20:31:14.721098] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-12-31T20:31:14.721149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:14.721181] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:14.721208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:14.721265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:14.778001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:14.778631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:14.778706] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:14.778738] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:14.886653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:14.886784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:14.886822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:14.886867] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:14.890144] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: DOWN (p=46.05%) [2025-12-31T20:31:14.890437] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-12-31T20:31:14.890563] [INFO ] [sig ] SFB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:15.028523] [INFO ] [LOCAL ] Saved forecast: SFB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SFB.txt [2025-12-31T20:31:15.028659] [INFO ] [sig ] [2823/3534] Completed SFB in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m [2025-12-31T20:31:15.028699] [INFO ] [sig ] [2824/3534] Forecasting SFBS... [2025-12-31T20:31:15.028730] [INFO ] [sig ] Generating forecast for: SFBS [2025-12-31T20:31:15.028760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-12-31T20:31:15.039981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFBS'. [2025-12-31T20:31:15.040246] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-12-31T20:31:15.041033] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-12-31T20:31:15.041091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:15.041125] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:15.041154] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:15.041214] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:15.100850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:15.101488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:15.101610] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:15.101648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:15.220060] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:15.220177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:15.220215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:15.220245] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:15.223451] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=53.50%) [2025-12-31T20:31:15.223829] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-12-31T20:31:15.223960] [INFO ] [sig ] SFBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:15.362674] [INFO ] [LOCAL ] Saved forecast: SFBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SFBS.txt [2025-12-31T20:31:15.362797] [INFO ] [sig ] [2824/3534] Completed SFBS in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m [2025-12-31T20:31:15.362836] [INFO ] [sig ] [2825/3534] Forecasting SFIX... [2025-12-31T20:31:15.362866] [INFO ] [sig ] Generating forecast for: SFIX [2025-12-31T20:31:15.362896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'. [2025-12-31T20:31:15.373792] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFIX'. [2025-12-31T20:31:15.374112] [INFO ] [FORECASTER] Starting predict_future for SFIX [2025-12-31T20:31:15.374907] [DEBUG] [LOCAL ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt [2025-12-31T20:31:15.374959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:15.374991] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:15.375018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:15.375076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:15.430903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:15.431532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:15.431646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:15.431681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:15.549403] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:15.549556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:15.549615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:15.549644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:15.552963] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=75.86%) [2025-12-31T20:31:15.553248] [INFO ] [FORECASTER] Completed predict_future for SFIX [2025-12-31T20:31:15.553371] [INFO ] [sig ] SFIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:15.691338] [INFO ] [LOCAL ] Saved forecast: SFIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SFIX.txt [2025-12-31T20:31:15.691466] [INFO ] [sig ] [2825/3534] Completed SFIX in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m [2025-12-31T20:31:15.691505] [INFO ] [sig ] [2826/3534] Forecasting SFL... [2025-12-31T20:31:15.691535] [INFO ] [sig ] Generating forecast for: SFL [2025-12-31T20:31:15.691566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-12-31T20:31:15.703452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFL'. [2025-12-31T20:31:15.703868] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-12-31T20:31:15.704679] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-12-31T20:31:15.704732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:15.704764] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:15.704790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:15.704847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:15.763125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:15.764071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:15.764161] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:15.764195] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:15.888604] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:15.888773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:15.888816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:15.888846] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:15.892351] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=92.43%) [2025-12-31T20:31:15.892658] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-12-31T20:31:15.892786] [INFO ] [sig ] SFL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:16.035598] [INFO ] [LOCAL ] Saved forecast: SFL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SFL.txt [2025-12-31T20:31:16.035771] [INFO ] [sig ] [2826/3534] Completed SFL in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.1m [2025-12-31T20:31:16.035813] [INFO ] [sig ] [2827/3534] Forecasting SFLO... [2025-12-31T20:31:16.035844] [INFO ] [sig ] Generating forecast for: SFLO [2025-12-31T20:31:16.035877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'. [2025-12-31T20:31:16.047203] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFLO'. [2025-12-31T20:31:16.047602] [INFO ] [FORECASTER] Starting predict_future for SFLO [2025-12-31T20:31:16.048408] [DEBUG] [LOCAL ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt [2025-12-31T20:31:16.048473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:16.048523] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:16.048554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:16.048640] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:16.108171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:16.109058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:16.109147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:16.109182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:16.236709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:16.236874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:16.236915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:16.236945] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:16.240521] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=66.74%) [2025-12-31T20:31:16.240848] [INFO ] [FORECASTER] Completed predict_future for SFLO [2025-12-31T20:31:16.240979] [INFO ] [sig ] SFLO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:16.390154] [INFO ] [LOCAL ] Saved forecast: SFLO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SFLO.txt [2025-12-31T20:31:16.390371] [INFO ] [sig ] [2827/3534] Completed SFLO in 0.4s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:16.390426] [INFO ] [sig ] [2828/3534] Forecasting SFM... [2025-12-31T20:31:16.390459] [INFO ] [sig ] Generating forecast for: SFM [2025-12-31T20:31:16.390508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'. [2025-12-31T20:31:16.403976] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFM'. [2025-12-31T20:31:16.404344] [INFO ] [FORECASTER] Starting predict_future for SFM [2025-12-31T20:31:16.405205] [DEBUG] [LOCAL ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt [2025-12-31T20:31:16.405259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:16.405292] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:16.405320] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:16.405379] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:16.467083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:16.467845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:16.467926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:16.467958] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:16.584959] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:16.585118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:16.585158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:16.585186] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:16.588620] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=27.44%) [2025-12-31T20:31:16.588893] [INFO ] [FORECASTER] Completed predict_future for SFM [2025-12-31T20:31:16.589017] [INFO ] [sig ] SFM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:16.726557] [INFO ] [LOCAL ] Saved forecast: SFM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SFM.txt [2025-12-31T20:31:16.726713] [INFO ] [sig ] [2828/3534] Completed SFM in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:16.726753] [INFO ] [sig ] [2829/3534] Forecasting SFNC... [2025-12-31T20:31:16.726782] [INFO ] [sig ] Generating forecast for: SFNC [2025-12-31T20:31:16.726811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'. [2025-12-31T20:31:16.737884] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SFNC'. [2025-12-31T20:31:16.738182] [INFO ] [FORECASTER] Starting predict_future for SFNC [2025-12-31T20:31:16.738987] [DEBUG] [LOCAL ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt [2025-12-31T20:31:16.739038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:16.739069] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:16.739099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:16.739158] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:16.794728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:16.795380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:16.795458] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:16.795489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:16.917361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:16.917515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:16.917556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:16.917605] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:16.921062] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=10.69%) [2025-12-31T20:31:16.921338] [INFO ] [FORECASTER] Completed predict_future for SFNC [2025-12-31T20:31:16.921464] [INFO ] [sig ] SFNC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:17.061019] [INFO ] [LOCAL ] Saved forecast: SFNC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SFNC.txt [2025-12-31T20:31:17.061158] [INFO ] [sig ] [2829/3534] Completed SFNC in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:17.061198] [INFO ] [sig ] [2830/3534] Forecasting SG... [2025-12-31T20:31:17.061229] [INFO ] [sig ] Generating forecast for: SG [2025-12-31T20:31:17.061260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-12-31T20:31:17.074382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SG'. [2025-12-31T20:31:17.074840] [INFO ] [FORECASTER] Starting predict_future for SG [2025-12-31T20:31:17.075731] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-12-31T20:31:17.075787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:17.075821] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:17.075850] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:17.075910] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:17.134367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:17.135299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:17.135384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:17.135418] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:17.267309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:17.267476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:17.267522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:17.267553] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:17.271050] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=79.41%) [2025-12-31T20:31:17.271337] [INFO ] [FORECASTER] Completed predict_future for SG [2025-12-31T20:31:17.271466] [INFO ] [sig ] SG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:17.413981] [INFO ] [LOCAL ] Saved forecast: SG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SG.txt [2025-12-31T20:31:17.414150] [INFO ] [sig ] [2830/3534] Completed SG in 0.4s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:17.414190] [INFO ] [sig ] [2831/3534] Forecasting SGBX... [2025-12-31T20:31:17.414220] [INFO ] [sig ] Generating forecast for: SGBX [2025-12-31T20:31:17.414260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'. [2025-12-31T20:31:17.426091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGBX'. [2025-12-31T20:31:17.426453] [INFO ] [FORECASTER] Starting predict_future for SGBX [2025-12-31T20:31:17.427264] [DEBUG] [LOCAL ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt [2025-12-31T20:31:17.427318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:17.427378] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:17.427408] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:17.427468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:17.485785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:17.486733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:17.486818] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:17.486852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:17.608478] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:17.608657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:17.608700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:17.608730] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:17.612185] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=2.77%) [2025-12-31T20:31:17.612466] [INFO ] [FORECASTER] Completed predict_future for SGBX [2025-12-31T20:31:17.612609] [INFO ] [sig ] SGBX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:17.757415] [INFO ] [LOCAL ] Saved forecast: SGBX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SGBX.txt [2025-12-31T20:31:17.757594] [INFO ] [sig ] [2831/3534] Completed SGBX in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:17.757637] [INFO ] [sig ] [2832/3534] Forecasting SGC... [2025-12-31T20:31:17.757668] [INFO ] [sig ] Generating forecast for: SGC [2025-12-31T20:31:17.757699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'. [2025-12-31T20:31:17.769662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGC'. [2025-12-31T20:31:17.770020] [INFO ] [FORECASTER] Starting predict_future for SGC [2025-12-31T20:31:17.770835] [DEBUG] [LOCAL ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt [2025-12-31T20:31:17.770889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:17.770923] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:17.770952] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:17.771013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:17.830153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:17.831043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:17.831128] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:17.831163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:17.948191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:17.948353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:17.948393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:17.948422] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:17.951820] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=33.18%) [2025-12-31T20:31:17.952099] [INFO ] [FORECASTER] Completed predict_future for SGC [2025-12-31T20:31:17.952225] [INFO ] [sig ] SGC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:18.094448] [INFO ] [LOCAL ] Saved forecast: SGC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SGC.txt [2025-12-31T20:31:18.094632] [INFO ] [sig ] [2832/3534] Completed SGC in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:18.094676] [INFO ] [sig ] [2833/3534] Forecasting SGHC... [2025-12-31T20:31:18.094706] [INFO ] [sig ] Generating forecast for: SGHC [2025-12-31T20:31:18.094737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-12-31T20:31:18.106799] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGHC'. [2025-12-31T20:31:18.107149] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-12-31T20:31:18.107930] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-12-31T20:31:18.107981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:18.108013] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:18.108040] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:18.108098] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:18.166769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:18.167675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:18.167760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:18.167794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:18.292298] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:18.292460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:18.292499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:18.292527] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:18.295998] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=4.72%) [2025-12-31T20:31:18.296288] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-12-31T20:31:18.296417] [INFO ] [sig ] SGHC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:18.442354] [INFO ] [LOCAL ] Saved forecast: SGHC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SGHC.txt [2025-12-31T20:31:18.442514] [INFO ] [sig ] [2833/3534] Completed SGHC in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:18.442556] [INFO ] [sig ] [2834/3534] Forecasting SGRY... [2025-12-31T20:31:18.442610] [INFO ] [sig ] Generating forecast for: SGRY [2025-12-31T20:31:18.442646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'. [2025-12-31T20:31:18.453915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SGRY'. [2025-12-31T20:31:18.454238] [INFO ] [FORECASTER] Starting predict_future for SGRY [2025-12-31T20:31:18.455038] [DEBUG] [LOCAL ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt [2025-12-31T20:31:18.455095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:18.455141] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:18.455177] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:18.455238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:18.518655] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:18.519636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:18.519723] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:18.519758] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:18.645226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:18.645390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:18.645431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:18.645510] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:18.649022] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: DOWN (p=28.82%) [2025-12-31T20:31:18.649347] [INFO ] [FORECASTER] Completed predict_future for SGRY [2025-12-31T20:31:18.649489] [INFO ] [sig ] SGRY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:18.790425] [INFO ] [LOCAL ] Saved forecast: SGRY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SGRY.txt [2025-12-31T20:31:18.790619] [INFO ] [sig ] [2834/3534] Completed SGRY in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:18.790674] [INFO ] [sig ] [2835/3534] Forecasting SHAK... [2025-12-31T20:31:18.790706] [INFO ] [sig ] Generating forecast for: SHAK [2025-12-31T20:31:18.790739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-12-31T20:31:18.802010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHAK'. [2025-12-31T20:31:18.802289] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-12-31T20:31:18.803079] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-12-31T20:31:18.803141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:18.803179] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:18.803206] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:18.803262] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:18.861940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:18.862797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:18.862889] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:18.862924] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:18.988041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:18.988203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:18.988248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:18.988280] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:18.991698] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=16.74%) [2025-12-31T20:31:18.991978] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-12-31T20:31:18.992103] [INFO ] [sig ] SHAK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:19.133509] [INFO ] [LOCAL ] Saved forecast: SHAK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHAK.txt [2025-12-31T20:31:19.133666] [INFO ] [sig ] [2835/3534] Completed SHAK in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:19.133708] [INFO ] [sig ] [2836/3534] Forecasting SHBI... [2025-12-31T20:31:19.133739] [INFO ] [sig ] Generating forecast for: SHBI [2025-12-31T20:31:19.133770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'. [2025-12-31T20:31:19.145419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHBI'. [2025-12-31T20:31:19.145727] [INFO ] [FORECASTER] Starting predict_future for SHBI [2025-12-31T20:31:19.146478] [DEBUG] [LOCAL ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt [2025-12-31T20:31:19.146529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:19.146561] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:19.146607] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:19.146666] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:19.202891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:19.203609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:19.203687] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:19.203719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:19.329720] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:19.329875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:19.329915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:19.329946] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:19.333447] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=28.04%) [2025-12-31T20:31:19.333742] [INFO ] [FORECASTER] Completed predict_future for SHBI [2025-12-31T20:31:19.333868] [INFO ] [sig ] SHBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:19.474696] [INFO ] [LOCAL ] Saved forecast: SHBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHBI.txt [2025-12-31T20:31:19.474841] [INFO ] [sig ] [2836/3534] Completed SHBI in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:19.474880] [INFO ] [sig ] [2837/3534] Forecasting SHC... [2025-12-31T20:31:19.474910] [INFO ] [sig ] Generating forecast for: SHC [2025-12-31T20:31:19.474942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'. [2025-12-31T20:31:19.486817] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHC'. [2025-12-31T20:31:19.487134] [INFO ] [FORECASTER] Starting predict_future for SHC [2025-12-31T20:31:19.487954] [DEBUG] [LOCAL ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt [2025-12-31T20:31:19.488007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:19.488039] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:19.488066] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:19.488124] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:19.545336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:19.546081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:19.546163] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:19.546197] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:19.664291] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:19.664459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:19.664502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:19.664532] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:19.667974] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=99.85%) [2025-12-31T20:31:19.668252] [INFO ] [FORECASTER] Completed predict_future for SHC [2025-12-31T20:31:19.668381] [INFO ] [sig ] SHC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:19.811682] [INFO ] [LOCAL ] Saved forecast: SHC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SHC.txt [2025-12-31T20:31:19.811838] [INFO ] [sig ] [2837/3534] Completed SHC in 0.3s | 2.91 sym/s | Total: 16.2m | ETA: 4.0m [2025-12-31T20:31:19.811880] [INFO ] [sig ] [2838/3534] Forecasting SHCO... [2025-12-31T20:31:19.811910] [INFO ] [sig ] Generating forecast for: SHCO [2025-12-31T20:31:19.811941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-12-31T20:31:19.823418] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHCO'. [2025-12-31T20:31:19.823800] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-12-31T20:31:19.824762] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-12-31T20:31:19.824817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:19.824850] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:19.824879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:19.824952] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:19.888513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:19.889436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:19.889521] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:19.889553] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:20.025712] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:20.025868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:20.025909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:20.025949] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:20.029611] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=86.43%) [2025-12-31T20:31:20.029908] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-12-31T20:31:20.030038] [INFO ] [sig ] SHCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:20.179528] [INFO ] [LOCAL ] Saved forecast: SHCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SHCO.txt [2025-12-31T20:31:20.179681] [INFO ] [sig ] [2838/3534] Completed SHCO in 0.4s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m [2025-12-31T20:31:20.179721] [INFO ] [sig ] [2839/3534] Forecasting SHEL... [2025-12-31T20:31:20.179752] [INFO ] [sig ] Generating forecast for: SHEL [2025-12-31T20:31:20.179782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-12-31T20:31:20.191201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEL'. [2025-12-31T20:31:20.191481] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-12-31T20:31:20.192269] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-12-31T20:31:20.192323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:20.192356] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:20.192383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:20.192442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:20.252096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:20.252946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:20.253028] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:20.253060] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:20.376725] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:20.376880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:20.376921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:20.376951] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:20.380419] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-12-31T20:31:20.380715] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-12-31T20:31:20.380836] [INFO ] [sig ] SHEL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:20.526563] [INFO ] [LOCAL ] Saved forecast: SHEL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHEL.txt [2025-12-31T20:31:20.526737] [INFO ] [sig ] [2839/3534] Completed SHEL in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m [2025-12-31T20:31:20.526778] [INFO ] [sig ] [2840/3534] Forecasting SHEN... [2025-12-31T20:31:20.526809] [INFO ] [sig ] Generating forecast for: SHEN [2025-12-31T20:31:20.526840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'. [2025-12-31T20:31:20.538246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHEN'. [2025-12-31T20:31:20.538537] [INFO ] [FORECASTER] Starting predict_future for SHEN [2025-12-31T20:31:20.539330] [DEBUG] [LOCAL ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt [2025-12-31T20:31:20.539395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:20.539427] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:20.539454] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:20.539512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:20.597403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:20.598152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:20.598232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:20.598266] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:20.720234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:20.720384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:20.720425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:20.720454] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:20.723816] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=94.08%) [2025-12-31T20:31:20.724088] [INFO ] [FORECASTER] Completed predict_future for SHEN [2025-12-31T20:31:20.724208] [INFO ] [sig ] SHEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:20.862619] [INFO ] [LOCAL ] Saved forecast: SHEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SHEN.txt [2025-12-31T20:31:20.862752] [INFO ] [sig ] [2840/3534] Completed SHEN in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m [2025-12-31T20:31:20.862792] [INFO ] [sig ] [2841/3534] Forecasting SHFS... [2025-12-31T20:31:20.862822] [INFO ] [sig ] Generating forecast for: SHFS [2025-12-31T20:31:20.862851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'. [2025-12-31T20:31:20.874386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHFS'. [2025-12-31T20:31:20.874730] [INFO ] [FORECASTER] Starting predict_future for SHFS [2025-12-31T20:31:20.875487] [DEBUG] [LOCAL ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt [2025-12-31T20:31:20.875539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:20.875592] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:20.875624] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:20.875681] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:20.932048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:20.932788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:20.932895] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:20.932932] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:21.045079] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:21.045234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:21.045275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:21.045305] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:21.048757] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: UP (p=78.22%) [2025-12-31T20:31:21.049040] [INFO ] [FORECASTER] Completed predict_future for SHFS [2025-12-31T20:31:21.049168] [INFO ] [sig ] SHFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:21.190695] [INFO ] [LOCAL ] Saved forecast: SHFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SHFS.txt [2025-12-31T20:31:21.190832] [INFO ] [sig ] [2841/3534] Completed SHFS in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m [2025-12-31T20:31:21.190873] [INFO ] [sig ] [2842/3534] Forecasting SHG... [2025-12-31T20:31:21.190902] [INFO ] [sig ] Generating forecast for: SHG [2025-12-31T20:31:21.190933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-12-31T20:31:21.202622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHG'. [2025-12-31T20:31:21.202886] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-12-31T20:31:21.203714] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-12-31T20:31:21.203769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:21.203801] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:21.203831] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:21.203890] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:21.263141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:21.264122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:21.264206] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:21.264240] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:21.391117] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:21.391304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:21.391360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:21.391398] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:21.395770] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=26.62%) [2025-12-31T20:31:21.396128] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-12-31T20:31:21.396296] [INFO ] [sig ] SHG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:21.543134] [INFO ] [LOCAL ] Saved forecast: SHG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHG.txt [2025-12-31T20:31:21.543263] [INFO ] [sig ] [2842/3534] Completed SHG in 0.4s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m [2025-12-31T20:31:21.543303] [INFO ] [sig ] [2843/3534] Forecasting SHIP... [2025-12-31T20:31:21.543332] [INFO ] [sig ] Generating forecast for: SHIP [2025-12-31T20:31:21.543362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'. [2025-12-31T20:31:21.554533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHIP'. [2025-12-31T20:31:21.554801] [INFO ] [FORECASTER] Starting predict_future for SHIP [2025-12-31T20:31:21.555587] [DEBUG] [LOCAL ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt [2025-12-31T20:31:21.555640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:21.555672] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:21.555698] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:21.555756] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:21.612519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:21.613121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:21.613198] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:21.613231] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:21.731897] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:21.732021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:21.732058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:21.732086] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:21.735293] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=9.89%) [2025-12-31T20:31:21.735563] [INFO ] [FORECASTER] Completed predict_future for SHIP [2025-12-31T20:31:21.735735] [INFO ] [sig ] SHIP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:21.873782] [INFO ] [LOCAL ] Saved forecast: SHIP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHIP.txt [2025-12-31T20:31:21.873900] [INFO ] [sig ] [2843/3534] Completed SHIP in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m [2025-12-31T20:31:21.873939] [INFO ] [sig ] [2844/3534] Forecasting SHLS... [2025-12-31T20:31:21.873969] [INFO ] [sig ] Generating forecast for: SHLS [2025-12-31T20:31:21.873998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'. [2025-12-31T20:31:21.885183] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHLS'. [2025-12-31T20:31:21.885426] [INFO ] [FORECASTER] Starting predict_future for SHLS [2025-12-31T20:31:21.886191] [DEBUG] [LOCAL ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt [2025-12-31T20:31:21.886243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:21.886275] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:21.886302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:21.886359] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:21.942281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:21.942875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:21.942951] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:21.942982] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:22.060646] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:22.060760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:22.060795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:22.060823] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:22.063995] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=4.69%) [2025-12-31T20:31:22.064261] [INFO ] [FORECASTER] Completed predict_future for SHLS [2025-12-31T20:31:22.064382] [INFO ] [sig ] SHLS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:22.207107] [INFO ] [LOCAL ] Saved forecast: SHLS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHLS.txt [2025-12-31T20:31:22.207237] [INFO ] [sig ] [2844/3534] Completed SHLS in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 4.0m [2025-12-31T20:31:22.207276] [INFO ] [sig ] [2845/3534] Forecasting SHO... [2025-12-31T20:31:22.207306] [INFO ] [sig ] Generating forecast for: SHO [2025-12-31T20:31:22.207336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-12-31T20:31:22.218126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHO'. [2025-12-31T20:31:22.218374] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-12-31T20:31:22.219145] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-12-31T20:31:22.219196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:22.219228] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:22.219288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:22.219348] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:22.275154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:22.275771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:22.275847] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:22.275878] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:22.395863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:22.395955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:22.395991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:22.396020] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:22.399121] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=16.14%) [2025-12-31T20:31:22.399423] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-12-31T20:31:22.399542] [INFO ] [sig ] SHO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:22.537618] [INFO ] [LOCAL ] Saved forecast: SHO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHO.txt [2025-12-31T20:31:22.537727] [INFO ] [sig ] [2845/3534] Completed SHO in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:22.537765] [INFO ] [sig ] [2846/3534] Forecasting SHOC... [2025-12-31T20:31:22.537795] [INFO ] [sig ] Generating forecast for: SHOC [2025-12-31T20:31:22.537825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-12-31T20:31:22.550010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOC'. [2025-12-31T20:31:22.550392] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-12-31T20:31:22.551303] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-12-31T20:31:22.551357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:22.551391] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:22.551419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:22.551478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:22.612398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:22.613140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:22.613224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:22.613258] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:22.730016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:22.730172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:22.730212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:22.730241] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:22.733597] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=9.12%) [2025-12-31T20:31:22.733875] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-12-31T20:31:22.733998] [INFO ] [sig ] SHOC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:22.871326] [INFO ] [LOCAL ] Saved forecast: SHOC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHOC.txt [2025-12-31T20:31:22.871463] [INFO ] [sig ] [2846/3534] Completed SHOC in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:22.871502] [INFO ] [sig ] [2847/3534] Forecasting SHOO... [2025-12-31T20:31:22.871532] [INFO ] [sig ] Generating forecast for: SHOO [2025-12-31T20:31:22.871561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'. [2025-12-31T20:31:22.882429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOO'. [2025-12-31T20:31:22.882762] [INFO ] [FORECASTER] Starting predict_future for SHOO [2025-12-31T20:31:22.883537] [DEBUG] [LOCAL ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt [2025-12-31T20:31:22.883609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:22.883644] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:22.883671] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:22.883729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:22.939463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:22.940134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:22.940215] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:22.940247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:23.058598] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:23.058772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:23.058814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:23.058843] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:23.062215] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=80.54%) [2025-12-31T20:31:23.062490] [INFO ] [FORECASTER] Completed predict_future for SHOO [2025-12-31T20:31:23.062629] [INFO ] [sig ] SHOO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:23.200155] [INFO ] [LOCAL ] Saved forecast: SHOO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SHOO.txt [2025-12-31T20:31:23.200299] [INFO ] [sig ] [2847/3534] Completed SHOO in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:23.200340] [INFO ] [sig ] [2848/3534] Forecasting SHOP... [2025-12-31T20:31:23.200371] [INFO ] [sig ] Generating forecast for: SHOP [2025-12-31T20:31:23.200401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'. [2025-12-31T20:31:23.211937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHOP'. [2025-12-31T20:31:23.212242] [INFO ] [FORECASTER] Starting predict_future for SHOP [2025-12-31T20:31:23.213022] [DEBUG] [LOCAL ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt [2025-12-31T20:31:23.213074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:23.213130] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:23.213159] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:23.213218] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:23.269365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:23.270071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:23.270148] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:23.270181] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:23.394014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:23.394173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:23.394214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:23.394243] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:23.397669] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=2.51%) [2025-12-31T20:31:23.397951] [INFO ] [FORECASTER] Completed predict_future for SHOP [2025-12-31T20:31:23.398079] [INFO ] [sig ] SHOP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:23.535766] [INFO ] [LOCAL ] Saved forecast: SHOP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SHOP.txt [2025-12-31T20:31:23.535906] [INFO ] [sig ] [2848/3534] Completed SHOP in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:23.535946] [INFO ] [sig ] [2849/3534] Forecasting SHY... [2025-12-31T20:31:23.535976] [INFO ] [sig ] Generating forecast for: SHY [2025-12-31T20:31:23.536007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'. [2025-12-31T20:31:23.547663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SHY'. [2025-12-31T20:31:23.547987] [INFO ] [FORECASTER] Starting predict_future for SHY [2025-12-31T20:31:23.548789] [DEBUG] [LOCAL ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt [2025-12-31T20:31:23.548843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:23.548876] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:23.548903] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:23.548962] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:23.608879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:23.609841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:23.609936] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:23.609973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:23.729726] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:23.729882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:23.729922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:23.729953] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:23.733336] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=84.36%) [2025-12-31T20:31:23.733643] [INFO ] [FORECASTER] Completed predict_future for SHY [2025-12-31T20:31:23.733766] [INFO ] [sig ] SHY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:23.871257] [INFO ] [LOCAL ] Saved forecast: SHY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SHY.txt [2025-12-31T20:31:23.871418] [INFO ] [sig ] [2849/3534] Completed SHY in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:23.871459] [INFO ] [sig ] [2850/3534] Forecasting SIBN... [2025-12-31T20:31:23.871488] [INFO ] [sig ] Generating forecast for: SIBN [2025-12-31T20:31:23.871518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'. [2025-12-31T20:31:23.883157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIBN'. [2025-12-31T20:31:23.883481] [INFO ] [FORECASTER] Starting predict_future for SIBN [2025-12-31T20:31:23.884262] [DEBUG] [LOCAL ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt [2025-12-31T20:31:23.884318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:23.884351] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:23.884377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:23.884434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:23.942440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:23.943297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:23.943378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:23.943411] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:24.060023] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:24.060174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:24.060213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:24.060241] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:24.063532] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=5.97%) [2025-12-31T20:31:24.063844] [INFO ] [FORECASTER] Completed predict_future for SIBN [2025-12-31T20:31:24.063965] [INFO ] [sig ] SIBN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:24.203322] [INFO ] [LOCAL ] Saved forecast: SIBN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SIBN.txt [2025-12-31T20:31:24.203464] [INFO ] [sig ] [2850/3534] Completed SIBN in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:24.203513] [INFO ] [sig ] [2851/3534] Forecasting SID... [2025-12-31T20:31:24.203545] [INFO ] [sig ] Generating forecast for: SID [2025-12-31T20:31:24.203593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-12-31T20:31:24.214707] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SID'. [2025-12-31T20:31:24.215000] [INFO ] [FORECASTER] Starting predict_future for SID [2025-12-31T20:31:24.215775] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-12-31T20:31:24.215827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:24.215895] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:24.215925] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:24.215983] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:24.272348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:24.273026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:24.273104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:24.273136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:24.394039] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:24.394209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:24.394255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:24.394330] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:24.397976] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=61.98%) [2025-12-31T20:31:24.398258] [INFO ] [FORECASTER] Completed predict_future for SID [2025-12-31T20:31:24.398390] [INFO ] [sig ] SID: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:24.536322] [INFO ] [LOCAL ] Saved forecast: SID 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SID.txt [2025-12-31T20:31:24.536449] [INFO ] [sig ] [2851/3534] Completed SID in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:24.536490] [INFO ] [sig ] [2852/3534] Forecasting SIEB... [2025-12-31T20:31:24.536520] [INFO ] [sig ] Generating forecast for: SIEB [2025-12-31T20:31:24.536758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'. [2025-12-31T20:31:24.548474] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIEB'. [2025-12-31T20:31:24.548794] [INFO ] [FORECASTER] Starting predict_future for SIEB [2025-12-31T20:31:24.549622] [DEBUG] [LOCAL ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt [2025-12-31T20:31:24.549675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:24.549706] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:24.549733] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:24.549795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:24.606639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:24.607307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:24.607385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:24.607417] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:24.724438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:24.724606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:24.724645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:24.724673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:24.727993] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=70.55%) [2025-12-31T20:31:24.728268] [INFO ] [FORECASTER] Completed predict_future for SIEB [2025-12-31T20:31:24.728390] [INFO ] [sig ] SIEB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:24.868962] [INFO ] [LOCAL ] Saved forecast: SIEB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SIEB.txt [2025-12-31T20:31:24.869090] [INFO ] [sig ] [2852/3534] Completed SIEB in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:24.869131] [INFO ] [sig ] [2853/3534] Forecasting SIFY... [2025-12-31T20:31:24.869160] [INFO ] [sig ] Generating forecast for: SIFY [2025-12-31T20:31:24.869190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'. [2025-12-31T20:31:24.880436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIFY'. [2025-12-31T20:31:24.880723] [INFO ] [FORECASTER] Starting predict_future for SIFY [2025-12-31T20:31:24.881476] [DEBUG] [LOCAL ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt [2025-12-31T20:31:24.881528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:24.881559] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:24.881608] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:24.881667] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:24.940320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:24.940995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:24.941072] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:24.941103] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:25.061438] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:25.061663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:25.061716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:25.061747] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:25.065673] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=98.10%) [2025-12-31T20:31:25.065997] [INFO ] [FORECASTER] Completed predict_future for SIFY [2025-12-31T20:31:25.066136] [INFO ] [sig ] SIFY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:25.205246] [INFO ] [LOCAL ] Saved forecast: SIFY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SIFY.txt [2025-12-31T20:31:25.205373] [INFO ] [sig ] [2853/3534] Completed SIFY in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:25.205413] [INFO ] [sig ] [2854/3534] Forecasting SIG... [2025-12-31T20:31:25.205442] [INFO ] [sig ] Generating forecast for: SIG [2025-12-31T20:31:25.205481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-12-31T20:31:25.218258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIG'. [2025-12-31T20:31:25.218779] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-12-31T20:31:25.219640] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-12-31T20:31:25.219693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:25.219724] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:25.219752] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:25.219820] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:25.277134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:25.277885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:25.277964] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:25.277997] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:25.392988] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:25.393122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:25.393159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:25.393188] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:25.396448] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=13.50%) [2025-12-31T20:31:25.396739] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-12-31T20:31:25.396862] [INFO ] [sig ] SIG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:25.535431] [INFO ] [LOCAL ] Saved forecast: SIG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SIG.txt [2025-12-31T20:31:25.535559] [INFO ] [sig ] [2854/3534] Completed SIG in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:25.535642] [INFO ] [sig ] [2855/3534] Forecasting SIGA... [2025-12-31T20:31:25.535675] [INFO ] [sig ] Generating forecast for: SIGA [2025-12-31T20:31:25.535706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'. [2025-12-31T20:31:25.546566] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGA'. [2025-12-31T20:31:25.546856] [INFO ] [FORECASTER] Starting predict_future for SIGA [2025-12-31T20:31:25.547627] [DEBUG] [LOCAL ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt [2025-12-31T20:31:25.547678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:25.547710] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:25.547737] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:25.547795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:25.605116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:25.605805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:25.605882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:25.605914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:25.724259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:25.724397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:25.724436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:25.724465] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:25.727773] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=73.39%) [2025-12-31T20:31:25.728046] [INFO ] [FORECASTER] Completed predict_future for SIGA [2025-12-31T20:31:25.728166] [INFO ] [sig ] SIGA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:25.872265] [INFO ] [LOCAL ] Saved forecast: SIGA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SIGA.txt [2025-12-31T20:31:25.872398] [INFO ] [sig ] [2855/3534] Completed SIGA in 0.3s | 2.91 sym/s | Total: 16.3m | ETA: 3.9m [2025-12-31T20:31:25.872439] [INFO ] [sig ] [2856/3534] Forecasting SIGI... [2025-12-31T20:31:25.872468] [INFO ] [sig ] Generating forecast for: SIGI [2025-12-31T20:31:25.872499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'. [2025-12-31T20:31:25.885085] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIGI'. [2025-12-31T20:31:25.885433] [INFO ] [FORECASTER] Starting predict_future for SIGI [2025-12-31T20:31:25.886415] [DEBUG] [LOCAL ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt [2025-12-31T20:31:25.886468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:25.886500] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:25.886526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:25.886606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:25.943208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:25.944026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:25.944124] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:25.944157] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:26.064710] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:26.064876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:26.064918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:26.064945] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:26.068356] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=54.18%) [2025-12-31T20:31:26.068672] [INFO ] [FORECASTER] Completed predict_future for SIGI [2025-12-31T20:31:26.068819] [INFO ] [sig ] SIGI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:26.208355] [INFO ] [LOCAL ] Saved forecast: SIGI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SIGI.txt [2025-12-31T20:31:26.208497] [INFO ] [sig ] [2856/3534] Completed SIGI in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m [2025-12-31T20:31:26.208537] [INFO ] [sig ] [2857/3534] Forecasting SII... [2025-12-31T20:31:26.208566] [INFO ] [sig ] Generating forecast for: SII [2025-12-31T20:31:26.208615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-12-31T20:31:26.220124] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SII'. [2025-12-31T20:31:26.220416] [INFO ] [FORECASTER] Starting predict_future for SII [2025-12-31T20:31:26.221197] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-12-31T20:31:26.221250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:26.221281] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:26.221308] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:26.221364] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:26.277713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:26.278384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:26.278462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:26.278494] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:26.393874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:26.394023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:26.394061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:26.394089] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:26.397408] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=98.81%) [2025-12-31T20:31:26.397704] [INFO ] [FORECASTER] Completed predict_future for SII [2025-12-31T20:31:26.397831] [INFO ] [sig ] SII: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:26.536707] [INFO ] [LOCAL ] Saved forecast: SII 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SII.txt [2025-12-31T20:31:26.536863] [INFO ] [sig ] [2857/3534] Completed SII in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m [2025-12-31T20:31:26.536902] [INFO ] [sig ] [2858/3534] Forecasting SIMO... [2025-12-31T20:31:26.536932] [INFO ] [sig ] Generating forecast for: SIMO [2025-12-31T20:31:26.536963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'. [2025-12-31T20:31:26.548007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIMO'. [2025-12-31T20:31:26.548282] [INFO ] [FORECASTER] Starting predict_future for SIMO [2025-12-31T20:31:26.549078] [DEBUG] [LOCAL ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt [2025-12-31T20:31:26.549130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:26.549161] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:26.549188] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:26.549266] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:26.605257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:26.605918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:26.606034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:26.606068] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:26.724928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:26.725085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:26.725145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:26.725176] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:26.728531] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-12-31T20:31:26.728824] [INFO ] [FORECASTER] Completed predict_future for SIMO [2025-12-31T20:31:26.728945] [INFO ] [sig ] SIMO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:26.868887] [INFO ] [LOCAL ] Saved forecast: SIMO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SIMO.txt [2025-12-31T20:31:26.869016] [INFO ] [sig ] [2858/3534] Completed SIMO in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m [2025-12-31T20:31:26.869054] [INFO ] [sig ] [2859/3534] Forecasting SIRI... [2025-12-31T20:31:26.869084] [INFO ] [sig ] Generating forecast for: SIRI [2025-12-31T20:31:26.869114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'. [2025-12-31T20:31:26.884148] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIRI'. [2025-12-31T20:31:26.884557] [INFO ] [FORECASTER] Starting predict_future for SIRI [2025-12-31T20:31:26.885551] [DEBUG] [LOCAL ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt [2025-12-31T20:31:26.885634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:26.885675] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:26.885708] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:26.885787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:26.947672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:26.948424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:26.948505] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:26.948537] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:27.069584] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:27.069720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:27.069757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:27.069785] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:27.073052] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=92.45%) [2025-12-31T20:31:27.073324] [INFO ] [FORECASTER] Completed predict_future for SIRI [2025-12-31T20:31:27.073450] [INFO ] [sig ] SIRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:27.211948] [INFO ] [LOCAL ] Saved forecast: SIRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SIRI.txt [2025-12-31T20:31:27.212104] [INFO ] [sig ] [2859/3534] Completed SIRI in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m [2025-12-31T20:31:27.212144] [INFO ] [sig ] [2860/3534] Forecasting SITC... [2025-12-31T20:31:27.212176] [INFO ] [sig ] Generating forecast for: SITC [2025-12-31T20:31:27.212207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-12-31T20:31:27.223266] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITC'. [2025-12-31T20:31:27.223558] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-12-31T20:31:27.224331] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-12-31T20:31:27.224382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:27.224414] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:27.224441] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:27.224497] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:27.280422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:27.281079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:27.281168] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:27.281200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:27.399081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:27.399196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:27.399232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:27.399272] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:27.402450] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=1.66%) [2025-12-31T20:31:27.402742] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-12-31T20:31:27.402864] [INFO ] [sig ] SITC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:27.543746] [INFO ] [LOCAL ] Saved forecast: SITC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SITC.txt [2025-12-31T20:31:27.543886] [INFO ] [sig ] [2860/3534] Completed SITC in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m [2025-12-31T20:31:27.543933] [INFO ] [sig ] [2861/3534] Forecasting SITE... [2025-12-31T20:31:27.543965] [INFO ] [sig ] Generating forecast for: SITE [2025-12-31T20:31:27.543995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-12-31T20:31:27.555528] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITE'. [2025-12-31T20:31:27.555812] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-12-31T20:31:27.556592] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-12-31T20:31:27.556646] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:27.556679] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:27.556707] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:27.556766] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:27.612804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:27.613405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:27.613481] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:27.613514] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:27.732483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:27.732650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:27.732692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:27.732723] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:27.736038] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=18.42%) [2025-12-31T20:31:27.736311] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-12-31T20:31:27.736431] [INFO ] [sig ] SITE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:27.874561] [INFO ] [LOCAL ] Saved forecast: SITE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SITE.txt [2025-12-31T20:31:27.874728] [INFO ] [sig ] [2861/3534] Completed SITE in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.9m [2025-12-31T20:31:27.874771] [INFO ] [sig ] [2862/3534] Forecasting SITM... [2025-12-31T20:31:27.874802] [INFO ] [sig ] Generating forecast for: SITM [2025-12-31T20:31:27.874835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'. [2025-12-31T20:31:27.886103] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SITM'. [2025-12-31T20:31:27.886352] [INFO ] [FORECASTER] Starting predict_future for SITM [2025-12-31T20:31:27.887120] [DEBUG] [LOCAL ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt [2025-12-31T20:31:27.887173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:27.887218] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:27.887246] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:27.887303] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:27.943815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:27.944388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:27.944462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:27.944493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:28.068317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:28.068433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:28.068470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:28.068499] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:28.071732] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=33.62%) [2025-12-31T20:31:28.071998] [INFO ] [FORECASTER] Completed predict_future for SITM [2025-12-31T20:31:28.072120] [INFO ] [sig ] SITM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:28.210419] [INFO ] [LOCAL ] Saved forecast: SITM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SITM.txt [2025-12-31T20:31:28.210527] [INFO ] [sig ] [2862/3534] Completed SITM in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:28.210563] [INFO ] [sig ] [2863/3534] Forecasting SIXG... [2025-12-31T20:31:28.210611] [INFO ] [sig ] Generating forecast for: SIXG [2025-12-31T20:31:28.210643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'. [2025-12-31T20:31:28.222991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SIXG'. [2025-12-31T20:31:28.223378] [INFO ] [FORECASTER] Starting predict_future for SIXG [2025-12-31T20:31:28.224273] [DEBUG] [LOCAL ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt [2025-12-31T20:31:28.224327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:28.224360] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:28.224387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:28.224444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:28.281717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:28.282492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:28.282591] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:28.282626] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:28.404158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:28.404357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:28.404401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:28.404429] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:28.408102] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=11.86%) [2025-12-31T20:31:28.408599] [INFO ] [FORECASTER] Completed predict_future for SIXG [2025-12-31T20:31:28.408726] [INFO ] [sig ] SIXG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:28.550132] [INFO ] [LOCAL ] Saved forecast: SIXG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SIXG.txt [2025-12-31T20:31:28.550300] [INFO ] [sig ] [2863/3534] Completed SIXG in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:28.550340] [INFO ] [sig ] [2864/3534] Forecasting SJM... [2025-12-31T20:31:28.550370] [INFO ] [sig ] Generating forecast for: SJM [2025-12-31T20:31:28.550401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-12-31T20:31:28.562688] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SJM'. [2025-12-31T20:31:28.563085] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-12-31T20:31:28.563955] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-12-31T20:31:28.564010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:28.564045] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:28.564074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:28.564133] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:28.622493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:28.623469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:28.623561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:28.623617] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:28.742337] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:28.742503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:28.742543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:28.742590] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:28.746015] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=9.63%) [2025-12-31T20:31:28.746295] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-12-31T20:31:28.746418] [INFO ] [sig ] SJM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:28.888331] [INFO ] [LOCAL ] Saved forecast: SJM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SJM.txt [2025-12-31T20:31:28.888492] [INFO ] [sig ] [2864/3534] Completed SJM in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:28.888532] [INFO ] [sig ] [2865/3534] Forecasting SKE... [2025-12-31T20:31:28.888563] [INFO ] [sig ] Generating forecast for: SKE [2025-12-31T20:31:28.888616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-12-31T20:31:28.900922] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKE'. [2025-12-31T20:31:28.901273] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-12-31T20:31:28.902157] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-12-31T20:31:28.902212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:28.902295] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:28.902343] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:28.902426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:28.961027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:28.961924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:28.962007] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:28.962042] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:29.081753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:29.081914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:29.081956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:29.081987] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:29.085406] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=4.91%) [2025-12-31T20:31:29.085711] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-12-31T20:31:29.085839] [INFO ] [sig ] SKE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:29.228147] [INFO ] [LOCAL ] Saved forecast: SKE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SKE.txt [2025-12-31T20:31:29.228303] [INFO ] [sig ] [2865/3534] Completed SKE in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:29.228345] [INFO ] [sig ] [2866/3534] Forecasting SKIL... [2025-12-31T20:31:29.228382] [INFO ] [sig ] Generating forecast for: SKIL [2025-12-31T20:31:29.228414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-12-31T20:31:29.241887] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIL'. [2025-12-31T20:31:29.242268] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-12-31T20:31:29.243202] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-12-31T20:31:29.243261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:29.243298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:29.243329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:29.243400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:29.308560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:29.309434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:29.309517] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:29.309551] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:29.429307] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:29.429469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:29.429512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:29.429540] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:29.432989] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=84.71%) [2025-12-31T20:31:29.433273] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-12-31T20:31:29.433399] [INFO ] [sig ] SKIL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:29.574627] [INFO ] [LOCAL ] Saved forecast: SKIL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SKIL.txt [2025-12-31T20:31:29.574773] [INFO ] [sig ] [2866/3534] Completed SKIL in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:29.574814] [INFO ] [sig ] [2867/3534] Forecasting SKIN... [2025-12-31T20:31:29.574842] [INFO ] [sig ] Generating forecast for: SKIN [2025-12-31T20:31:29.574873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'. [2025-12-31T20:31:29.586026] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKIN'. [2025-12-31T20:31:29.586311] [INFO ] [FORECASTER] Starting predict_future for SKIN [2025-12-31T20:31:29.587071] [DEBUG] [LOCAL ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt [2025-12-31T20:31:29.587123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:29.587155] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:29.587181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:29.587239] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:29.645190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:29.645889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:29.645970] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:29.646003] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:29.771363] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:29.771531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:29.771589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:29.771623] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:29.775151] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=97.14%) [2025-12-31T20:31:29.775430] [INFO ] [FORECASTER] Completed predict_future for SKIN [2025-12-31T20:31:29.775562] [INFO ] [sig ] SKIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:29.916863] [INFO ] [LOCAL ] Saved forecast: SKIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SKIN.txt [2025-12-31T20:31:29.916991] [INFO ] [sig ] [2867/3534] Completed SKIN in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:29.917029] [INFO ] [sig ] [2868/3534] Forecasting SKLZ... [2025-12-31T20:31:29.917059] [INFO ] [sig ] Generating forecast for: SKLZ [2025-12-31T20:31:29.917089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-12-31T20:31:29.928243] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'. [2025-12-31T20:31:29.928560] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-12-31T20:31:29.929394] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-12-31T20:31:29.929447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:29.929483] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:29.929514] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:29.929595] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:29.986628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:29.987248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:29.987327] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:29.987358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:30.107915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:30.108066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:30.108106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:30.108166] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:30.112636] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-12-31T20:31:30.112925] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-12-31T20:31:30.113055] [INFO ] [sig ] SKLZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:30.253053] [INFO ] [LOCAL ] Saved forecast: SKLZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SKLZ.txt [2025-12-31T20:31:30.253191] [INFO ] [sig ] [2868/3534] Completed SKLZ in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:30.253232] [INFO ] [sig ] [2869/3534] Forecasting SKM... [2025-12-31T20:31:30.253261] [INFO ] [sig ] Generating forecast for: SKM [2025-12-31T20:31:30.253292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-12-31T20:31:30.264661] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKM'. [2025-12-31T20:31:30.264969] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-12-31T20:31:30.265767] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-12-31T20:31:30.265821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:30.265853] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:30.265881] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:30.265940] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:30.323671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:30.324367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:30.324446] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:30.324480] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:30.444189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:30.444343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:30.444384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:30.444432] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:30.447897] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=72.97%) [2025-12-31T20:31:30.448177] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-12-31T20:31:30.448306] [INFO ] [sig ] SKM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:30.592376] [INFO ] [LOCAL ] Saved forecast: SKM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SKM.txt [2025-12-31T20:31:30.592512] [INFO ] [sig ] [2869/3534] Completed SKM in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:30.592552] [INFO ] [sig ] [2870/3534] Forecasting SKRE... [2025-12-31T20:31:30.592600] [INFO ] [sig ] Generating forecast for: SKRE [2025-12-31T20:31:30.592631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'. [2025-12-31T20:31:30.604327] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKRE'. [2025-12-31T20:31:30.604675] [INFO ] [FORECASTER] Starting predict_future for SKRE [2025-12-31T20:31:30.605479] [DEBUG] [LOCAL ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt [2025-12-31T20:31:30.605533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:30.605566] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:30.605614] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:30.605674] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:30.664998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:30.665701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:30.665781] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:30.665814] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:30.782356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:30.782516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:30.782563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:30.782613] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:30.786150] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=55.18%) [2025-12-31T20:31:30.786434] [INFO ] [FORECASTER] Completed predict_future for SKRE [2025-12-31T20:31:30.786559] [INFO ] [sig ] SKRE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:30.927093] [INFO ] [LOCAL ] Saved forecast: SKRE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SKRE.txt [2025-12-31T20:31:30.927235] [INFO ] [sig ] [2870/3534] Completed SKRE in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:30.927276] [INFO ] [sig ] [2871/3534] Forecasting SKWD... [2025-12-31T20:31:30.927306] [INFO ] [sig ] Generating forecast for: SKWD [2025-12-31T20:31:30.927339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'. [2025-12-31T20:31:30.938617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKWD'. [2025-12-31T20:31:30.938932] [INFO ] [FORECASTER] Starting predict_future for SKWD [2025-12-31T20:31:30.939764] [DEBUG] [LOCAL ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt [2025-12-31T20:31:30.939817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:30.939864] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:30.939915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:30.939990] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:30.997611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:30.998302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:30.998382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:30.998430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:31.116601] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:31.116753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:31.116793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:31.116822] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:31.120380] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=75.93%) [2025-12-31T20:31:31.120687] [INFO ] [FORECASTER] Completed predict_future for SKWD [2025-12-31T20:31:31.120811] [INFO ] [sig ] SKWD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:31.270447] [INFO ] [LOCAL ] Saved forecast: SKWD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SKWD.txt [2025-12-31T20:31:31.270614] [INFO ] [sig ] [2871/3534] Completed SKWD in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:31.270667] [INFO ] [sig ] [2872/3534] Forecasting SKY... [2025-12-31T20:31:31.270699] [INFO ] [sig ] Generating forecast for: SKY [2025-12-31T20:31:31.270729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-12-31T20:31:31.282657] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKY'. [2025-12-31T20:31:31.282959] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-12-31T20:31:31.283787] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-12-31T20:31:31.283841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:31.283876] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:31.283905] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:31.283965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:31.345385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:31.346246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:31.346332] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:31.346367] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:31.470500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:31.470666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:31.470709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:31.470739] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:31.474128] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=20.85%) [2025-12-31T20:31:31.474408] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-12-31T20:31:31.474532] [INFO ] [sig ] SKY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:31.615721] [INFO ] [LOCAL ] Saved forecast: SKY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SKY.txt [2025-12-31T20:31:31.615854] [INFO ] [sig ] [2872/3534] Completed SKY in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:31.615895] [INFO ] [sig ] [2873/3534] Forecasting SKYH... [2025-12-31T20:31:31.615925] [INFO ] [sig ] Generating forecast for: SKYH [2025-12-31T20:31:31.615955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-12-31T20:31:31.627322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYH'. [2025-12-31T20:31:31.627675] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-12-31T20:31:31.628491] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-12-31T20:31:31.628545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:31.628598] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:31.628629] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:31.628703] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:31.686468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:31.687146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:31.687224] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:31.687256] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:31.807834] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:31.807984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:31.808025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:31.808054] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:31.811410] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=22.55%) [2025-12-31T20:31:31.811707] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-12-31T20:31:31.811828] [INFO ] [sig ] SKYH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:31.952737] [INFO ] [LOCAL ] Saved forecast: SKYH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SKYH.txt [2025-12-31T20:31:31.952870] [INFO ] [sig ] [2873/3534] Completed SKYH in 0.3s | 2.91 sym/s | Total: 16.4m | ETA: 3.8m [2025-12-31T20:31:31.952910] [INFO ] [sig ] [2874/3534] Forecasting SKYX... [2025-12-31T20:31:31.952939] [INFO ] [sig ] Generating forecast for: SKYX [2025-12-31T20:31:31.952968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'. [2025-12-31T20:31:31.964376] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYX'. [2025-12-31T20:31:31.964705] [INFO ] [FORECASTER] Starting predict_future for SKYX [2025-12-31T20:31:31.965466] [DEBUG] [LOCAL ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt [2025-12-31T20:31:31.965518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:31.965551] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:31.965595] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:31.965655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:32.024550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:32.025540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:32.025655] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:32.025700] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:32.141679] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:32.141829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:32.141871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:32.141898] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:32.145246] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=10.28%) [2025-12-31T20:31:32.145521] [INFO ] [FORECASTER] Completed predict_future for SKYX [2025-12-31T20:31:32.145660] [INFO ] [sig ] SKYX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:32.284627] [INFO ] [LOCAL ] Saved forecast: SKYX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SKYX.txt [2025-12-31T20:31:32.284772] [INFO ] [sig ] [2874/3534] Completed SKYX in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m [2025-12-31T20:31:32.284812] [INFO ] [sig ] [2875/3534] Forecasting SKYY... [2025-12-31T20:31:32.284841] [INFO ] [sig ] Generating forecast for: SKYY [2025-12-31T20:31:32.284871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'. [2025-12-31T20:31:32.296037] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SKYY'. [2025-12-31T20:31:32.296374] [INFO ] [FORECASTER] Starting predict_future for SKYY [2025-12-31T20:31:32.297219] [DEBUG] [LOCAL ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt [2025-12-31T20:31:32.297272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:32.297305] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:32.297334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:32.297393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:32.354234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:32.355108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:32.355238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:32.355286] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:32.478218] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:32.478380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:32.478449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:32.478490] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:32.481977] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=98.01%) [2025-12-31T20:31:32.482256] [INFO ] [FORECASTER] Completed predict_future for SKYY [2025-12-31T20:31:32.482382] [INFO ] [sig ] SKYY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:32.625838] [INFO ] [LOCAL ] Saved forecast: SKYY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SKYY.txt [2025-12-31T20:31:32.625982] [INFO ] [sig ] [2875/3534] Completed SKYY in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m [2025-12-31T20:31:32.626023] [INFO ] [sig ] [2876/3534] Forecasting SLAB... [2025-12-31T20:31:32.626052] [INFO ] [sig ] Generating forecast for: SLAB [2025-12-31T20:31:32.626083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'. [2025-12-31T20:31:32.637522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLAB'. [2025-12-31T20:31:32.637831] [INFO ] [FORECASTER] Starting predict_future for SLAB [2025-12-31T20:31:32.638612] [DEBUG] [LOCAL ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt [2025-12-31T20:31:32.638663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:32.638695] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:32.638721] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:32.638778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:32.696225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:32.697092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:32.697173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:32.697206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:32.819562] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:32.819737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:32.819778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:32.819808] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:32.823187] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=57.60%) [2025-12-31T20:31:32.823473] [INFO ] [FORECASTER] Completed predict_future for SLAB [2025-12-31T20:31:32.823616] [INFO ] [sig ] SLAB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:32.961767] [INFO ] [LOCAL ] Saved forecast: SLAB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLAB.txt [2025-12-31T20:31:32.961910] [INFO ] [sig ] [2876/3534] Completed SLAB in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m [2025-12-31T20:31:32.961950] [INFO ] [sig ] [2877/3534] Forecasting SLB... [2025-12-31T20:31:32.961979] [INFO ] [sig ] Generating forecast for: SLB [2025-12-31T20:31:32.962018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-12-31T20:31:32.979121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLB'. [2025-12-31T20:31:32.979918] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-12-31T20:31:32.981201] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-12-31T20:31:32.981270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:32.981316] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:32.981351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:32.981436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:33.051518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:33.052845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:33.052951] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:33.052985] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:33.184287] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:33.184454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:33.184502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:33.184537] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:33.187973] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=73.32%) [2025-12-31T20:31:33.188252] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-12-31T20:31:33.188381] [INFO ] [sig ] SLB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:33.326298] [INFO ] [LOCAL ] Saved forecast: SLB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLB.txt [2025-12-31T20:31:33.326467] [INFO ] [sig ] [2877/3534] Completed SLB in 0.4s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m [2025-12-31T20:31:33.326507] [INFO ] [sig ] [2878/3534] Forecasting SLDB... [2025-12-31T20:31:33.326538] [INFO ] [sig ] Generating forecast for: SLDB [2025-12-31T20:31:33.326593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'. [2025-12-31T20:31:33.337949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDB'. [2025-12-31T20:31:33.338225] [INFO ] [FORECASTER] Starting predict_future for SLDB [2025-12-31T20:31:33.339001] [DEBUG] [LOCAL ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt [2025-12-31T20:31:33.339052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:33.339085] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:33.339112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:33.339169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:33.401716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:33.402752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:33.402851] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:33.402887] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:33.529123] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:33.529309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:33.529352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:33.529383] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:33.532994] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=17.93%) [2025-12-31T20:31:33.533334] [INFO ] [FORECASTER] Completed predict_future for SLDB [2025-12-31T20:31:33.533494] [INFO ] [sig ] SLDB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:33.684945] [INFO ] [LOCAL ] Saved forecast: SLDB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SLDB.txt [2025-12-31T20:31:33.685143] [INFO ] [sig ] [2878/3534] Completed SLDB in 0.4s | 2.91 sym/s | Total: 16.5m | ETA: 3.8m [2025-12-31T20:31:33.685185] [INFO ] [sig ] [2879/3534] Forecasting SLDP... [2025-12-31T20:31:33.685217] [INFO ] [sig ] Generating forecast for: SLDP [2025-12-31T20:31:33.685248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'. [2025-12-31T20:31:33.696654] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLDP'. [2025-12-31T20:31:33.697034] [INFO ] [FORECASTER] Starting predict_future for SLDP [2025-12-31T20:31:33.697864] [DEBUG] [LOCAL ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt [2025-12-31T20:31:33.697918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:33.697951] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:33.697977] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:33.698034] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:33.754598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:33.755471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:33.755561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:33.755618] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:33.874807] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:33.874981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:33.875023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:33.875054] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:33.878559] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=19.26%) [2025-12-31T20:31:33.878860] [INFO ] [FORECASTER] Completed predict_future for SLDP [2025-12-31T20:31:33.878995] [INFO ] [sig ] SLDP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:34.017001] [INFO ] [LOCAL ] Saved forecast: SLDP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SLDP.txt [2025-12-31T20:31:34.017117] [INFO ] [sig ] [2879/3534] Completed SLDP in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:34.017156] [INFO ] [sig ] [2880/3534] Forecasting SLF... [2025-12-31T20:31:34.017187] [INFO ] [sig ] Generating forecast for: SLF [2025-12-31T20:31:34.017218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-12-31T20:31:34.028290] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLF'. [2025-12-31T20:31:34.028563] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-12-31T20:31:34.029360] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-12-31T20:31:34.029412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:34.029444] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:34.029471] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:34.029528] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:34.085887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:34.086483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:34.086563] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:34.086615] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:34.207072] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:34.207211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:34.207252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:34.207281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:34.210723] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=6.64%) [2025-12-31T20:31:34.211000] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-12-31T20:31:34.211123] [INFO ] [sig ] SLF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:34.350134] [INFO ] [LOCAL ] Saved forecast: SLF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SLF.txt [2025-12-31T20:31:34.350246] [INFO ] [sig ] [2880/3534] Completed SLF in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:34.350285] [INFO ] [sig ] [2881/3534] Forecasting SLG... [2025-12-31T20:31:34.350314] [INFO ] [sig ] Generating forecast for: SLG [2025-12-31T20:31:34.350344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-12-31T20:31:34.364092] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLG'. [2025-12-31T20:31:34.364611] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-12-31T20:31:34.365486] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-12-31T20:31:34.365538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:34.365588] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:34.365617] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:34.365675] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:34.422184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:34.423051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:34.423143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:34.423176] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:34.545630] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:34.545764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:34.545806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:34.545836] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:34.549288] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=96.93%) [2025-12-31T20:31:34.549596] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-12-31T20:31:34.549733] [INFO ] [sig ] SLG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:34.754941] [INFO ] [LOCAL ] Saved forecast: SLG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLG.txt [2025-12-31T20:31:34.755160] [INFO ] [sig ] [2881/3534] Completed SLG in 0.4s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:34.755208] [INFO ] [sig ] [2882/3534] Forecasting SLGN... [2025-12-31T20:31:34.755238] [INFO ] [sig ] Generating forecast for: SLGN [2025-12-31T20:31:34.755268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-12-31T20:31:34.767415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLGN'. [2025-12-31T20:31:34.767892] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-12-31T20:31:34.768748] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-12-31T20:31:34.768802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:34.768867] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:34.768896] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:34.768953] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:34.825519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:34.826456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:34.826547] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:34.826598] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:34.944296] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:34.944525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:34.944588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:34.944621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:34.948183] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=8.10%) [2025-12-31T20:31:34.948488] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-12-31T20:31:34.948640] [INFO ] [sig ] SLGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:35.094147] [INFO ] [LOCAL ] Saved forecast: SLGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SLGN.txt [2025-12-31T20:31:35.094333] [INFO ] [sig ] [2882/3534] Completed SLGN in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:35.094378] [INFO ] [sig ] [2883/3534] Forecasting SLM... [2025-12-31T20:31:35.094415] [INFO ] [sig ] Generating forecast for: SLM [2025-12-31T20:31:35.094459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'. [2025-12-31T20:31:35.107353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLM'. [2025-12-31T20:31:35.107793] [INFO ] [FORECASTER] Starting predict_future for SLM [2025-12-31T20:31:35.108760] [DEBUG] [LOCAL ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt [2025-12-31T20:31:35.108821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:35.108856] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:35.108883] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:35.108942] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:35.171258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:35.172305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:35.172395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:35.172430] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:35.297823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:35.297990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:35.298034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:35.298066] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:35.301790] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=97.57%) [2025-12-31T20:31:35.302085] [INFO ] [FORECASTER] Completed predict_future for SLM [2025-12-31T20:31:35.302214] [INFO ] [sig ] SLM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:35.453930] [INFO ] [LOCAL ] Saved forecast: SLM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLM.txt [2025-12-31T20:31:35.454087] [INFO ] [sig ] [2883/3534] Completed SLM in 0.4s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:35.454129] [INFO ] [sig ] [2884/3534] Forecasting SLN... [2025-12-31T20:31:35.454159] [INFO ] [sig ] Generating forecast for: SLN [2025-12-31T20:31:35.454191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'. [2025-12-31T20:31:35.466858] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLN'. [2025-12-31T20:31:35.467258] [INFO ] [FORECASTER] Starting predict_future for SLN [2025-12-31T20:31:35.468186] [DEBUG] [LOCAL ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt [2025-12-31T20:31:35.468242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:35.468275] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:35.468303] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:35.468360] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:35.533201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:35.534217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:35.534302] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:35.534336] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:35.661422] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:35.661627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:35.661694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:35.661733] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:35.665301] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=15.29%) [2025-12-31T20:31:35.665610] [INFO ] [FORECASTER] Completed predict_future for SLN [2025-12-31T20:31:35.665750] [INFO ] [sig ] SLN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:35.813739] [INFO ] [LOCAL ] Saved forecast: SLN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SLN.txt [2025-12-31T20:31:35.813908] [INFO ] [sig ] [2884/3534] Completed SLN in 0.4s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:35.813951] [INFO ] [sig ] [2885/3534] Forecasting SLNO... [2025-12-31T20:31:35.813981] [INFO ] [sig ] Generating forecast for: SLNO [2025-12-31T20:31:35.814017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'. [2025-12-31T20:31:35.826079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLNO'. [2025-12-31T20:31:35.826410] [INFO ] [FORECASTER] Starting predict_future for SLNO [2025-12-31T20:31:35.827207] [DEBUG] [LOCAL ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt [2025-12-31T20:31:35.827258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:35.827290] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:35.827316] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:35.827373] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:35.883386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:35.884088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:35.884170] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:35.884201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:36.003113] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:36.003282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:36.003329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:36.003402] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:36.007568] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=99.57%) [2025-12-31T20:31:36.007946] [INFO ] [FORECASTER] Completed predict_future for SLNO [2025-12-31T20:31:36.008098] [INFO ] [sig ] SLNO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:36.149319] [INFO ] [LOCAL ] Saved forecast: SLNO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLNO.txt [2025-12-31T20:31:36.149462] [INFO ] [sig ] [2885/3534] Completed SLNO in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:36.149503] [INFO ] [sig ] [2886/3534] Forecasting SLP... [2025-12-31T20:31:36.149534] [INFO ] [sig ] Generating forecast for: SLP [2025-12-31T20:31:36.149568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'. [2025-12-31T20:31:36.160693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLP'. [2025-12-31T20:31:36.160966] [INFO ] [FORECASTER] Starting predict_future for SLP [2025-12-31T20:31:36.161742] [DEBUG] [LOCAL ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt [2025-12-31T20:31:36.161806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:36.161838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:36.161865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:36.161921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:36.218134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:36.218779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:36.218854] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:36.218887] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:36.335432] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:36.335600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:36.335641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:36.335669] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:36.338962] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: UP (p=76.07%) [2025-12-31T20:31:36.339233] [INFO ] [FORECASTER] Completed predict_future for SLP [2025-12-31T20:31:36.339403] [INFO ] [sig ] SLP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:36.477845] [INFO ] [LOCAL ] Saved forecast: SLP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLP.txt [2025-12-31T20:31:36.477984] [INFO ] [sig ] [2886/3534] Completed SLP in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:36.478024] [INFO ] [sig ] [2887/3534] Forecasting SLQD... [2025-12-31T20:31:36.478053] [INFO ] [sig ] Generating forecast for: SLQD [2025-12-31T20:31:36.478083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'. [2025-12-31T20:31:36.489009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLQD'. [2025-12-31T20:31:36.489305] [INFO ] [FORECASTER] Starting predict_future for SLQD [2025-12-31T20:31:36.490105] [DEBUG] [LOCAL ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt [2025-12-31T20:31:36.490157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:36.490188] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:36.490214] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:36.490272] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:36.546712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:36.547359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:36.547439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:36.547471] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:36.660560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:36.660748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:36.660787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:36.660816] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:36.664189] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=83.60%) [2025-12-31T20:31:36.664466] [INFO ] [FORECASTER] Completed predict_future for SLQD [2025-12-31T20:31:36.664613] [INFO ] [sig ] SLQD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:36.807292] [INFO ] [LOCAL ] Saved forecast: SLQD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLQD.txt [2025-12-31T20:31:36.807478] [INFO ] [sig ] [2887/3534] Completed SLQD in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:36.807528] [INFO ] [sig ] [2888/3534] Forecasting SLRC... [2025-12-31T20:31:36.807559] [INFO ] [sig ] Generating forecast for: SLRC [2025-12-31T20:31:36.807611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'. [2025-12-31T20:31:36.819868] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLRC'. [2025-12-31T20:31:36.820202] [INFO ] [FORECASTER] Starting predict_future for SLRC [2025-12-31T20:31:36.821026] [DEBUG] [LOCAL ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt [2025-12-31T20:31:36.821078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:36.821110] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:36.821137] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:36.821195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:36.877178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:36.878013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:36.878096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:36.878128] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:36.994461] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:36.994605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:36.994643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:36.994672] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:36.997878] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=22.03%) [2025-12-31T20:31:36.998149] [INFO ] [FORECASTER] Completed predict_future for SLRC [2025-12-31T20:31:36.998269] [INFO ] [sig ] SLRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:37.136497] [INFO ] [LOCAL ] Saved forecast: SLRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SLRC.txt [2025-12-31T20:31:37.136655] [INFO ] [sig ] [2888/3534] Completed SLRC in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:37.136698] [INFO ] [sig ] [2889/3534] Forecasting SLS... [2025-12-31T20:31:37.136727] [INFO ] [sig ] Generating forecast for: SLS [2025-12-31T20:31:37.136759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'. [2025-12-31T20:31:37.147556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLS'. [2025-12-31T20:31:37.147851] [INFO ] [FORECASTER] Starting predict_future for SLS [2025-12-31T20:31:37.148621] [DEBUG] [LOCAL ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt [2025-12-31T20:31:37.148673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:37.148705] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:37.148732] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:37.148790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:37.204980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:37.205610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:37.205688] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:37.205720] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:37.320631] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:37.320789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:37.320831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:37.320860] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:37.324186] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=91.47%) [2025-12-31T20:31:37.324459] [INFO ] [FORECASTER] Completed predict_future for SLS [2025-12-31T20:31:37.324596] [INFO ] [sig ] SLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:37.465477] [INFO ] [LOCAL ] Saved forecast: SLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLS.txt [2025-12-31T20:31:37.465631] [INFO ] [sig ] [2889/3534] Completed SLS in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:37.465682] [INFO ] [sig ] [2890/3534] Forecasting SLVM... [2025-12-31T20:31:37.465713] [INFO ] [sig ] Generating forecast for: SLVM [2025-12-31T20:31:37.465744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-12-31T20:31:37.477013] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVM'. [2025-12-31T20:31:37.477312] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-12-31T20:31:37.478085] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-12-31T20:31:37.478137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:37.478169] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:37.478196] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:37.478252] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:37.534622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:37.535333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:37.535416] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:37.535447] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:37.655558] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:37.655740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:37.655783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:37.655810] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:37.659154] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=96.39%) [2025-12-31T20:31:37.659454] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-12-31T20:31:37.659593] [INFO ] [sig ] SLVM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:37.804833] [INFO ] [LOCAL ] Saved forecast: SLVM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLVM.txt [2025-12-31T20:31:37.805003] [INFO ] [sig ] [2890/3534] Completed SLVM in 0.3s | 2.91 sym/s | Total: 16.5m | ETA: 3.7m [2025-12-31T20:31:37.805044] [INFO ] [sig ] [2891/3534] Forecasting SLVO... [2025-12-31T20:31:37.805074] [INFO ] [sig ] Generating forecast for: SLVO [2025-12-31T20:31:37.805103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'. [2025-12-31T20:31:37.816226] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLVO'. [2025-12-31T20:31:37.816606] [INFO ] [FORECASTER] Starting predict_future for SLVO [2025-12-31T20:31:37.817387] [DEBUG] [LOCAL ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt [2025-12-31T20:31:37.817439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:37.817471] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:37.817497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:37.817555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:37.874367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:37.875291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:37.875381] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:37.875414] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:38.002407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:38.002603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:38.002649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:38.002677] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:38.006289] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=98.93%) [2025-12-31T20:31:38.006607] [INFO ] [FORECASTER] Completed predict_future for SLVO [2025-12-31T20:31:38.006762] [INFO ] [sig ] SLVO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:38.156806] [INFO ] [LOCAL ] Saved forecast: SLVO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLVO.txt [2025-12-31T20:31:38.156981] [INFO ] [sig ] [2891/3534] Completed SLVO in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m [2025-12-31T20:31:38.157026] [INFO ] [sig ] [2892/3534] Forecasting SLXN... [2025-12-31T20:31:38.157055] [INFO ] [sig ] Generating forecast for: SLXN [2025-12-31T20:31:38.157085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'. [2025-12-31T20:31:38.169834] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SLXN'. [2025-12-31T20:31:38.170251] [INFO ] [FORECASTER] Starting predict_future for SLXN [2025-12-31T20:31:38.171088] [DEBUG] [LOCAL ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt [2025-12-31T20:31:38.171142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:38.171174] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:38.171201] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:38.171259] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:38.235956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:38.237012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:38.237135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:38.237169] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:38.388101] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:38.388280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:38.388323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:38.388353] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:38.392375] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=84.81%) [2025-12-31T20:31:38.392800] [INFO ] [FORECASTER] Completed predict_future for SLXN [2025-12-31T20:31:38.392977] [INFO ] [sig ] SLXN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:38.565666] [INFO ] [LOCAL ] Saved forecast: SLXN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SLXN.txt [2025-12-31T20:31:38.565844] [INFO ] [sig ] [2892/3534] Completed SLXN in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m [2025-12-31T20:31:38.565889] [INFO ] [sig ] [2893/3534] Forecasting SM... [2025-12-31T20:31:38.565920] [INFO ] [sig ] Generating forecast for: SM [2025-12-31T20:31:38.565952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-12-31T20:31:38.579340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SM'. [2025-12-31T20:31:38.579821] [INFO ] [FORECASTER] Starting predict_future for SM [2025-12-31T20:31:38.580773] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-12-31T20:31:38.580830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:38.580863] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:38.580890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:38.580949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:38.663462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:38.664769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:38.664911] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:38.664969] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:38.806913] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:38.807115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:38.807193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:38.807233] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:38.812110] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=13.90%) [2025-12-31T20:31:38.812529] [INFO ] [FORECASTER] Completed predict_future for SM [2025-12-31T20:31:38.812734] [INFO ] [sig ] SM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:38.979844] [INFO ] [LOCAL ] Saved forecast: SM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SM.txt [2025-12-31T20:31:38.980015] [INFO ] [sig ] [2893/3534] Completed SM in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m [2025-12-31T20:31:38.980064] [INFO ] [sig ] [2894/3534] Forecasting SMBC... [2025-12-31T20:31:38.980095] [INFO ] [sig ] Generating forecast for: SMBC [2025-12-31T20:31:38.980125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'. [2025-12-31T20:31:38.991508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBC'. [2025-12-31T20:31:38.991894] [INFO ] [FORECASTER] Starting predict_future for SMBC [2025-12-31T20:31:38.992712] [DEBUG] [LOCAL ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt [2025-12-31T20:31:38.992765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:38.992797] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:38.992823] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:38.992879] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:39.051240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:39.052209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:39.052305] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:39.052338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:39.169891] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:39.170052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:39.170093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:39.170123] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:39.173631] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=37.15%) [2025-12-31T20:31:39.173930] [INFO ] [FORECASTER] Completed predict_future for SMBC [2025-12-31T20:31:39.174062] [INFO ] [sig ] SMBC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:39.317492] [INFO ] [LOCAL ] Saved forecast: SMBC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMBC.txt [2025-12-31T20:31:39.317656] [INFO ] [sig ] [2894/3534] Completed SMBC in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m [2025-12-31T20:31:39.317701] [INFO ] [sig ] [2895/3534] Forecasting SMBK... [2025-12-31T20:31:39.317731] [INFO ] [sig ] Generating forecast for: SMBK [2025-12-31T20:31:39.317762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-12-31T20:31:39.329091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMBK'. [2025-12-31T20:31:39.329429] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-12-31T20:31:39.330240] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-12-31T20:31:39.330303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:39.330343] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:39.330370] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:39.330428] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:39.388446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:39.389282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:39.389384] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:39.389418] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:39.506850] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:39.507012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:39.507053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:39.507083] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:39.510980] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=83.35%) [2025-12-31T20:31:39.511331] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-12-31T20:31:39.511471] [INFO ] [sig ] SMBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:39.662528] [INFO ] [LOCAL ] Saved forecast: SMBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SMBK.txt [2025-12-31T20:31:39.662747] [INFO ] [sig ] [2895/3534] Completed SMBK in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m [2025-12-31T20:31:39.662984] [INFO ] [sig ] [2896/3534] Forecasting SMCI... [2025-12-31T20:31:39.663017] [INFO ] [sig ] Generating forecast for: SMCI [2025-12-31T20:31:39.663047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'. [2025-12-31T20:31:39.674463] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCI'. [2025-12-31T20:31:39.674789] [INFO ] [FORECASTER] Starting predict_future for SMCI [2025-12-31T20:31:39.675545] [DEBUG] [LOCAL ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt [2025-12-31T20:31:39.675617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:39.675650] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:39.675676] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:39.675733] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:39.733739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:39.734428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:39.734507] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:39.734538] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:39.861108] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:39.861267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:39.861307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:39.861335] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:39.864969] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=25.60%) [2025-12-31T20:31:39.865449] [INFO ] [FORECASTER] Completed predict_future for SMCI [2025-12-31T20:31:39.865593] [INFO ] [sig ] SMCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:40.011806] [INFO ] [LOCAL ] Saved forecast: SMCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMCI.txt [2025-12-31T20:31:40.011963] [INFO ] [sig ] [2896/3534] Completed SMCI in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.7m [2025-12-31T20:31:40.012004] [INFO ] [sig ] [2897/3534] Forecasting SMCX... [2025-12-31T20:31:40.012032] [INFO ] [sig ] Generating forecast for: SMCX [2025-12-31T20:31:40.012062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'. [2025-12-31T20:31:40.023447] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMCX'. [2025-12-31T20:31:40.023776] [INFO ] [FORECASTER] Starting predict_future for SMCX [2025-12-31T20:31:40.024551] [DEBUG] [LOCAL ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt [2025-12-31T20:31:40.024631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:40.024681] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:40.024712] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:40.024785] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:40.083788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:40.084740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:40.084825] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:40.084857] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:40.215547] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:40.215729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:40.215768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:40.215798] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:40.219180] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-12-31T20:31:40.219490] [INFO ] [FORECASTER] Completed predict_future for SMCX [2025-12-31T20:31:40.219635] [INFO ] [sig ] SMCX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:40.359353] [INFO ] [LOCAL ] Saved forecast: SMCX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMCX.txt [2025-12-31T20:31:40.359506] [INFO ] [sig ] [2897/3534] Completed SMCX in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:40.359548] [INFO ] [sig ] [2898/3534] Forecasting SMFG... [2025-12-31T20:31:40.359596] [INFO ] [sig ] Generating forecast for: SMFG [2025-12-31T20:31:40.359631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-12-31T20:31:40.371185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMFG'. [2025-12-31T20:31:40.371552] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-12-31T20:31:40.372474] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-12-31T20:31:40.372528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:40.372561] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:40.372623] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:40.372700] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:40.430128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:40.431087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:40.431173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:40.431206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:40.552351] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:40.552516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:40.552556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:40.552611] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:40.556073] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=9.64%) [2025-12-31T20:31:40.556377] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-12-31T20:31:40.556509] [INFO ] [sig ] SMFG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:40.697833] [INFO ] [LOCAL ] Saved forecast: SMFG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMFG.txt [2025-12-31T20:31:40.697972] [INFO ] [sig ] [2898/3534] Completed SMFG in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:40.698013] [INFO ] [sig ] [2899/3534] Forecasting SMH... [2025-12-31T20:31:40.698043] [INFO ] [sig ] Generating forecast for: SMH [2025-12-31T20:31:40.698073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'. [2025-12-31T20:31:40.710351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMH'. [2025-12-31T20:31:40.710700] [INFO ] [FORECASTER] Starting predict_future for SMH [2025-12-31T20:31:40.711474] [DEBUG] [LOCAL ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt [2025-12-31T20:31:40.711527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:40.711605] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:40.711635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:40.711693] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:40.770953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:40.771643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:40.771740] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:40.771780] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:40.894346] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:40.894499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:40.894540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:40.894569] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:40.898043] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=11.79%) [2025-12-31T20:31:40.898324] [INFO ] [FORECASTER] Completed predict_future for SMH [2025-12-31T20:31:40.898448] [INFO ] [sig ] SMH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:41.041283] [INFO ] [LOCAL ] Saved forecast: SMH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMH.txt [2025-12-31T20:31:41.041435] [INFO ] [sig ] [2899/3534] Completed SMH in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:41.041480] [INFO ] [sig ] [2900/3534] Forecasting SMHI... [2025-12-31T20:31:41.041510] [INFO ] [sig ] Generating forecast for: SMHI [2025-12-31T20:31:41.041544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-12-31T20:31:41.054154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHI'. [2025-12-31T20:31:41.054458] [INFO ] [FORECASTER] Starting predict_future for SMHI [2025-12-31T20:31:41.055283] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-12-31T20:31:41.055345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:41.055380] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:41.055407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:41.055466] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:41.115141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:41.115808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:41.115887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:41.115920] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:41.234967] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:41.235147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:41.235188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:41.235216] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:41.238754] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: UP (p=68.08%) [2025-12-31T20:31:41.239053] [INFO ] [FORECASTER] Completed predict_future for SMHI [2025-12-31T20:31:41.239187] [INFO ] [sig ] SMHI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:41.379747] [INFO ] [LOCAL ] Saved forecast: SMHI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SMHI.txt [2025-12-31T20:31:41.379878] [INFO ] [sig ] [2900/3534] Completed SMHI in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:41.379919] [INFO ] [sig ] [2901/3534] Forecasting SMHX... [2025-12-31T20:31:41.379955] [INFO ] [sig ] Generating forecast for: SMHX [2025-12-31T20:31:41.379986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'. [2025-12-31T20:31:41.391188] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMHX'. [2025-12-31T20:31:41.391462] [INFO ] [FORECASTER] Starting predict_future for SMHX [2025-12-31T20:31:41.392252] [DEBUG] [LOCAL ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt [2025-12-31T20:31:41.392304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:41.392336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:41.392362] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:41.392419] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:41.449857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:41.450726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:41.450809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:41.450842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:41.573742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:41.573905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:41.573945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:41.573973] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:41.577442] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=86.92%) [2025-12-31T20:31:41.577760] [INFO ] [FORECASTER] Completed predict_future for SMHX [2025-12-31T20:31:41.577891] [INFO ] [sig ] SMHX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:41.721689] [INFO ] [LOCAL ] Saved forecast: SMHX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SMHX.txt [2025-12-31T20:31:41.721817] [INFO ] [sig ] [2901/3534] Completed SMHX in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:41.721855] [INFO ] [sig ] [2902/3534] Forecasting SMID... [2025-12-31T20:31:41.721885] [INFO ] [sig ] Generating forecast for: SMID [2025-12-31T20:31:41.721916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'. [2025-12-31T20:31:41.733622] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMID'. [2025-12-31T20:31:41.733981] [INFO ] [FORECASTER] Starting predict_future for SMID [2025-12-31T20:31:41.734869] [DEBUG] [LOCAL ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt [2025-12-31T20:31:41.734927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:41.734961] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:41.734988] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:41.735046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:41.791729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:41.792418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:41.792497] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:41.792533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:41.905774] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:41.905930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:41.905969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:41.906034] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:41.909411] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=0.55%) [2025-12-31T20:31:41.909718] [INFO ] [FORECASTER] Completed predict_future for SMID [2025-12-31T20:31:41.909846] [INFO ] [sig ] SMID: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:42.049030] [INFO ] [LOCAL ] Saved forecast: SMID 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMID.txt [2025-12-31T20:31:42.049166] [INFO ] [sig ] [2902/3534] Completed SMID in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:42.049207] [INFO ] [sig ] [2903/3534] Forecasting SMPL... [2025-12-31T20:31:42.049235] [INFO ] [sig ] Generating forecast for: SMPL [2025-12-31T20:31:42.049290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'. [2025-12-31T20:31:42.060628] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMPL'. [2025-12-31T20:31:42.060969] [INFO ] [FORECASTER] Starting predict_future for SMPL [2025-12-31T20:31:42.061814] [DEBUG] [LOCAL ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt [2025-12-31T20:31:42.061869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:42.061904] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:42.061932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:42.061992] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:42.120449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:42.121200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:42.121296] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:42.121338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:42.243855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:42.244014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:42.244054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:42.244083] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:42.247464] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=48.36%) [2025-12-31T20:31:42.247755] [INFO ] [FORECASTER] Completed predict_future for SMPL [2025-12-31T20:31:42.247877] [INFO ] [sig ] SMPL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:42.391372] [INFO ] [LOCAL ] Saved forecast: SMPL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMPL.txt [2025-12-31T20:31:42.391500] [INFO ] [sig ] [2903/3534] Completed SMPL in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:42.391540] [INFO ] [sig ] [2904/3534] Forecasting SMTC... [2025-12-31T20:31:42.391585] [INFO ] [sig ] Generating forecast for: SMTC [2025-12-31T20:31:42.391618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'. [2025-12-31T20:31:42.402663] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTC'. [2025-12-31T20:31:42.402951] [INFO ] [FORECASTER] Starting predict_future for SMTC [2025-12-31T20:31:42.403757] [DEBUG] [LOCAL ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt [2025-12-31T20:31:42.403810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:42.403842] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:42.403869] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:42.403928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:42.461555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:42.462193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:42.462269] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:42.462301] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:42.593323] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:42.593494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:42.593534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:42.593620] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:42.597175] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=62.08%) [2025-12-31T20:31:42.597547] [INFO ] [FORECASTER] Completed predict_future for SMTC [2025-12-31T20:31:42.597729] [INFO ] [sig ] SMTC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:42.745869] [INFO ] [LOCAL ] Saved forecast: SMTC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SMTC.txt [2025-12-31T20:31:42.746025] [INFO ] [sig ] [2904/3534] Completed SMTC in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:42.746064] [INFO ] [sig ] [2905/3534] Forecasting SMTI... [2025-12-31T20:31:42.746094] [INFO ] [sig ] Generating forecast for: SMTI [2025-12-31T20:31:42.746124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'. [2025-12-31T20:31:42.757488] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMTI'. [2025-12-31T20:31:42.757884] [INFO ] [FORECASTER] Starting predict_future for SMTI [2025-12-31T20:31:42.758756] [DEBUG] [LOCAL ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt [2025-12-31T20:31:42.758811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:42.758843] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:42.758871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:42.758930] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:42.818101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:42.819011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:42.819098] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:42.819133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:42.943600] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:42.943790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:42.943832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:42.943863] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:42.947355] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=87.49%) [2025-12-31T20:31:42.947678] [INFO ] [FORECASTER] Completed predict_future for SMTI [2025-12-31T20:31:42.947813] [INFO ] [sig ] SMTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:43.098564] [INFO ] [LOCAL ] Saved forecast: SMTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SMTI.txt [2025-12-31T20:31:43.098750] [INFO ] [sig ] [2905/3534] Completed SMTI in 0.4s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:43.098793] [INFO ] [sig ] [2906/3534] Forecasting SMWB... [2025-12-31T20:31:43.098822] [INFO ] [sig ] Generating forecast for: SMWB [2025-12-31T20:31:43.098852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-12-31T20:31:43.112126] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMWB'. [2025-12-31T20:31:43.112558] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-12-31T20:31:43.113401] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-12-31T20:31:43.113469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:43.113501] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:43.113528] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:43.113610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:43.171663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:43.172564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:43.172672] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:43.172745] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:43.293457] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:43.293628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:43.293670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:43.293699] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:43.297030] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=27.93%) [2025-12-31T20:31:43.297308] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-12-31T20:31:43.297431] [INFO ] [sig ] SMWB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:43.439406] [INFO ] [LOCAL ] Saved forecast: SMWB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMWB.txt [2025-12-31T20:31:43.439538] [INFO ] [sig ] [2906/3534] Completed SMWB in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:43.439595] [INFO ] [sig ] [2907/3534] Forecasting SMX... [2025-12-31T20:31:43.439626] [INFO ] [sig ] Generating forecast for: SMX [2025-12-31T20:31:43.439657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'. [2025-12-31T20:31:43.450780] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SMX'. [2025-12-31T20:31:43.451068] [INFO ] [FORECASTER] Starting predict_future for SMX [2025-12-31T20:31:43.451848] [DEBUG] [LOCAL ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt [2025-12-31T20:31:43.451900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:43.451932] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:43.451959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:43.452016] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:43.508120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:43.508778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:43.508854] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:43.508887] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:43.608140] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:43.608297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:43.608336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:43.608365] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:43.612028] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=14.87%) [2025-12-31T20:31:43.612373] [INFO ] [FORECASTER] Completed predict_future for SMX [2025-12-31T20:31:43.612511] [INFO ] [sig ] SMX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:43.750045] [INFO ] [LOCAL ] Saved forecast: SMX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SMX.txt [2025-12-31T20:31:43.750175] [INFO ] [sig ] [2907/3534] Completed SMX in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:43.750214] [INFO ] [sig ] [2908/3534] Forecasting SN... [2025-12-31T20:31:43.750243] [INFO ] [sig ] Generating forecast for: SN [2025-12-31T20:31:43.750273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-12-31T20:31:43.761633] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SN'. [2025-12-31T20:31:43.761910] [INFO ] [FORECASTER] Starting predict_future for SN [2025-12-31T20:31:43.762682] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-12-31T20:31:43.762735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:43.762769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:43.762807] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:43.762866] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:43.820781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:43.821645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:43.821728] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:43.821761] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:43.947506] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:43.947679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:43.947719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:43.947748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:43.951154] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=26.31%) [2025-12-31T20:31:43.951438] [INFO ] [FORECASTER] Completed predict_future for SN [2025-12-31T20:31:43.951564] [INFO ] [sig ] SN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:44.094211] [INFO ] [LOCAL ] Saved forecast: SN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SN.txt [2025-12-31T20:31:44.094338] [INFO ] [sig ] [2908/3534] Completed SN in 0.3s | 2.91 sym/s | Total: 16.6m | ETA: 3.6m [2025-12-31T20:31:44.094377] [INFO ] [sig ] [2909/3534] Forecasting SNA... [2025-12-31T20:31:44.094407] [INFO ] [sig ] Generating forecast for: SNA [2025-12-31T20:31:44.094437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-12-31T20:31:44.105842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNA'. [2025-12-31T20:31:44.106137] [INFO ] [FORECASTER] Starting predict_future for SNA [2025-12-31T20:31:44.106939] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-12-31T20:31:44.106992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:44.107025] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:44.107053] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:44.107111] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:44.165927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:44.166626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:44.166731] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:44.166766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:44.287158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:44.287309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:44.287351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:44.287382] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:44.290863] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=0.26%) [2025-12-31T20:31:44.291148] [INFO ] [FORECASTER] Completed predict_future for SNA [2025-12-31T20:31:44.291272] [INFO ] [sig ] SNA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:44.431375] [INFO ] [LOCAL ] Saved forecast: SNA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SNA.txt [2025-12-31T20:31:44.431495] [INFO ] [sig ] [2909/3534] Completed SNA in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m [2025-12-31T20:31:44.431534] [INFO ] [sig ] [2910/3534] Forecasting SNAP... [2025-12-31T20:31:44.431565] [INFO ] [sig ] Generating forecast for: SNAP [2025-12-31T20:31:44.431620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-12-31T20:31:44.442716] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNAP'. [2025-12-31T20:31:44.442988] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-12-31T20:31:44.443785] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-12-31T20:31:44.443848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:44.443887] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:44.443920] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:44.443978] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:44.500952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:44.501883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:44.501969] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:44.502002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:44.621158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:44.621272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:44.621309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:44.621339] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:44.624552] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=72.37%) [2025-12-31T20:31:44.624848] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-12-31T20:31:44.624974] [INFO ] [sig ] SNAP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:44.766092] [INFO ] [LOCAL ] Saved forecast: SNAP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNAP.txt [2025-12-31T20:31:44.766222] [INFO ] [sig ] [2910/3534] Completed SNAP in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m [2025-12-31T20:31:44.766262] [INFO ] [sig ] [2911/3534] Forecasting SNCY... [2025-12-31T20:31:44.766293] [INFO ] [sig ] Generating forecast for: SNCY [2025-12-31T20:31:44.766323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'. [2025-12-31T20:31:44.778433] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNCY'. [2025-12-31T20:31:44.778697] [INFO ] [FORECASTER] Starting predict_future for SNCY [2025-12-31T20:31:44.779495] [DEBUG] [LOCAL ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt [2025-12-31T20:31:44.779547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:44.779605] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:44.779635] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:44.779692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:44.836750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:44.837563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:44.837664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:44.837696] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:44.955770] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:44.955931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:44.955972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:44.956003] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:44.959376] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=80.03%) [2025-12-31T20:31:44.959674] [INFO ] [FORECASTER] Completed predict_future for SNCY [2025-12-31T20:31:44.959796] [INFO ] [sig ] SNCY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:45.099930] [INFO ] [LOCAL ] Saved forecast: SNCY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNCY.txt [2025-12-31T20:31:45.100088] [INFO ] [sig ] [2911/3534] Completed SNCY in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m [2025-12-31T20:31:45.100129] [INFO ] [sig ] [2912/3534] Forecasting SND... [2025-12-31T20:31:45.100159] [INFO ] [sig ] Generating forecast for: SND [2025-12-31T20:31:45.100197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'. [2025-12-31T20:31:45.111963] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SND'. [2025-12-31T20:31:45.112301] [INFO ] [FORECASTER] Starting predict_future for SND [2025-12-31T20:31:45.113081] [DEBUG] [LOCAL ] No optimal features file found for SND: ./output/feature-sets/SND.txt [2025-12-31T20:31:45.113133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:45.113165] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:45.113192] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:45.113249] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:45.170039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:45.170757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:45.170836] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:45.170868] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:45.285223] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:45.285358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:45.285397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:45.285427] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:45.288849] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=58.22%) [2025-12-31T20:31:45.289121] [INFO ] [FORECASTER] Completed predict_future for SND [2025-12-31T20:31:45.289264] [INFO ] [sig ] SND: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:45.426985] [INFO ] [LOCAL ] Saved forecast: SND 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SND.txt [2025-12-31T20:31:45.427131] [INFO ] [sig ] [2912/3534] Completed SND in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m [2025-12-31T20:31:45.427171] [INFO ] [sig ] [2913/3534] Forecasting SNDL... [2025-12-31T20:31:45.427201] [INFO ] [sig ] Generating forecast for: SNDL [2025-12-31T20:31:45.427231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'. [2025-12-31T20:31:45.438676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDL'. [2025-12-31T20:31:45.438939] [INFO ] [FORECASTER] Starting predict_future for SNDL [2025-12-31T20:31:45.439755] [DEBUG] [LOCAL ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt [2025-12-31T20:31:45.439807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:45.439839] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:45.439866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:45.439924] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:45.496439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:45.497083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:45.497159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:45.497191] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:45.618190] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:45.618362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:45.618402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:45.618433] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:45.621845] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=59.48%) [2025-12-31T20:31:45.622120] [INFO ] [FORECASTER] Completed predict_future for SNDL [2025-12-31T20:31:45.622241] [INFO ] [sig ] SNDL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:45.764055] [INFO ] [LOCAL ] Saved forecast: SNDL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNDL.txt [2025-12-31T20:31:45.764215] [INFO ] [sig ] [2913/3534] Completed SNDL in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.6m [2025-12-31T20:31:45.764257] [INFO ] [sig ] [2914/3534] Forecasting SNDX... [2025-12-31T20:31:45.764287] [INFO ] [sig ] Generating forecast for: SNDX [2025-12-31T20:31:45.764317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'. [2025-12-31T20:31:45.776258] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNDX'. [2025-12-31T20:31:45.776564] [INFO ] [FORECASTER] Starting predict_future for SNDX [2025-12-31T20:31:45.777343] [DEBUG] [LOCAL ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt [2025-12-31T20:31:45.777395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:45.777427] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:45.777454] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:45.777512] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:45.834336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:45.835192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:45.835272] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:45.835305] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:45.956269] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:45.956427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:45.956467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:45.956496] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:45.959869] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=5.62%) [2025-12-31T20:31:45.960140] [INFO ] [FORECASTER] Completed predict_future for SNDX [2025-12-31T20:31:45.960258] [INFO ] [sig ] SNDX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:46.098945] [INFO ] [LOCAL ] Saved forecast: SNDX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SNDX.txt [2025-12-31T20:31:46.099088] [INFO ] [sig ] [2914/3534] Completed SNDX in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:46.099127] [INFO ] [sig ] [2915/3534] Forecasting SNES... [2025-12-31T20:31:46.099158] [INFO ] [sig ] Generating forecast for: SNES [2025-12-31T20:31:46.099188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'. [2025-12-31T20:31:46.110073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNES'. [2025-12-31T20:31:46.110417] [INFO ] [FORECASTER] Starting predict_future for SNES [2025-12-31T20:31:46.111205] [DEBUG] [LOCAL ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt [2025-12-31T20:31:46.111257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:46.111290] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:46.111317] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:46.111375] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:46.168186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:46.168831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:46.168910] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:46.168942] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:46.284700] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:46.284819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:46.284855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:46.284885] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:46.288113] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=30.36%) [2025-12-31T20:31:46.288379] [INFO ] [FORECASTER] Completed predict_future for SNES [2025-12-31T20:31:46.288496] [INFO ] [sig ] SNES: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:46.427194] [INFO ] [LOCAL ] Saved forecast: SNES 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SNES.txt [2025-12-31T20:31:46.427306] [INFO ] [sig ] [2915/3534] Completed SNES in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:46.427345] [INFO ] [sig ] [2916/3534] Forecasting SNEX... [2025-12-31T20:31:46.427378] [INFO ] [sig ] Generating forecast for: SNEX [2025-12-31T20:31:46.427408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'. [2025-12-31T20:31:46.439676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNEX'. [2025-12-31T20:31:46.440061] [INFO ] [FORECASTER] Starting predict_future for SNEX [2025-12-31T20:31:46.440951] [DEBUG] [LOCAL ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt [2025-12-31T20:31:46.441005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:46.441066] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:46.441096] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:46.441155] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:46.500105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:46.501011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:46.501096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:46.501130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:46.619390] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:46.619533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:46.619592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:46.619626] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:46.623099] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=95.37%) [2025-12-31T20:31:46.623382] [INFO ] [FORECASTER] Completed predict_future for SNEX [2025-12-31T20:31:46.623523] [INFO ] [sig ] SNEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:46.763925] [INFO ] [LOCAL ] Saved forecast: SNEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNEX.txt [2025-12-31T20:31:46.764054] [INFO ] [sig ] [2916/3534] Completed SNEX in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:46.764094] [INFO ] [sig ] [2917/3534] Forecasting SNFCA... [2025-12-31T20:31:46.764123] [INFO ] [sig ] Generating forecast for: SNFCA [2025-12-31T20:31:46.764153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'. [2025-12-31T20:31:46.775407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'. [2025-12-31T20:31:46.775724] [INFO ] [FORECASTER] Starting predict_future for SNFCA [2025-12-31T20:31:46.776551] [DEBUG] [LOCAL ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt [2025-12-31T20:31:46.776623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:46.776658] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:46.776687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:46.776746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:46.834262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:46.834914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:46.834993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:46.835025] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:46.952465] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:46.952640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:46.952682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:46.952712] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:46.956045] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=65.79%) [2025-12-31T20:31:46.956326] [INFO ] [FORECASTER] Completed predict_future for SNFCA [2025-12-31T20:31:46.956447] [INFO ] [sig ] SNFCA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:47.095166] [INFO ] [LOCAL ] Saved forecast: SNFCA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNFCA.txt [2025-12-31T20:31:47.095305] [INFO ] [sig ] [2917/3534] Completed SNFCA in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:47.095345] [INFO ] [sig ] [2918/3534] Forecasting SNGX... [2025-12-31T20:31:47.095375] [INFO ] [sig ] Generating forecast for: SNGX [2025-12-31T20:31:47.095406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'. [2025-12-31T20:31:47.106539] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNGX'. [2025-12-31T20:31:47.106898] [INFO ] [FORECASTER] Starting predict_future for SNGX [2025-12-31T20:31:47.107687] [DEBUG] [LOCAL ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt [2025-12-31T20:31:47.107739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:47.107771] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:47.107802] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:47.107860] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:47.164958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:47.165652] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:47.165733] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:47.165773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:47.284924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:47.285066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:47.285106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:47.285135] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:47.288622] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=90.56%) [2025-12-31T20:31:47.288915] [INFO ] [FORECASTER] Completed predict_future for SNGX [2025-12-31T20:31:47.289041] [INFO ] [sig ] SNGX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:47.432244] [INFO ] [LOCAL ] Saved forecast: SNGX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNGX.txt [2025-12-31T20:31:47.432380] [INFO ] [sig ] [2918/3534] Completed SNGX in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:47.432421] [INFO ] [sig ] [2919/3534] Forecasting SNN... [2025-12-31T20:31:47.432452] [INFO ] [sig ] Generating forecast for: SNN [2025-12-31T20:31:47.432484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-12-31T20:31:47.443944] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNN'. [2025-12-31T20:31:47.444242] [INFO ] [FORECASTER] Starting predict_future for SNN [2025-12-31T20:31:47.445061] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-12-31T20:31:47.445114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:47.445146] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:47.445174] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:47.445232] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:47.504595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:47.505272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:47.505357] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:47.505390] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:47.625405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:47.625551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:47.625610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:47.625674] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:47.629188] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=21.34%) [2025-12-31T20:31:47.629512] [INFO ] [FORECASTER] Completed predict_future for SNN [2025-12-31T20:31:47.629661] [INFO ] [sig ] SNN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:47.773557] [INFO ] [LOCAL ] Saved forecast: SNN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SNN.txt [2025-12-31T20:31:47.773713] [INFO ] [sig ] [2919/3534] Completed SNN in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:47.773755] [INFO ] [sig ] [2920/3534] Forecasting SNOA... [2025-12-31T20:31:47.773786] [INFO ] [sig ] Generating forecast for: SNOA [2025-12-31T20:31:47.773818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'. [2025-12-31T20:31:47.784845] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNOA'. [2025-12-31T20:31:47.785171] [INFO ] [FORECASTER] Starting predict_future for SNOA [2025-12-31T20:31:47.785985] [DEBUG] [LOCAL ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt [2025-12-31T20:31:47.786039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:47.786072] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:47.786100] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:47.786162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:47.846055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:47.846765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:47.846843] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:47.846876] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:47.968440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:47.968604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:47.968646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:47.968676] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:47.972231] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=20.54%) [2025-12-31T20:31:47.972516] [INFO ] [FORECASTER] Completed predict_future for SNOA [2025-12-31T20:31:47.972663] [INFO ] [sig ] SNOA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:48.115222] [INFO ] [LOCAL ] Saved forecast: SNOA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SNOA.txt [2025-12-31T20:31:48.115354] [INFO ] [sig ] [2920/3534] Completed SNOA in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:48.115395] [INFO ] [sig ] [2921/3534] Forecasting SNPS... [2025-12-31T20:31:48.115425] [INFO ] [sig ] Generating forecast for: SNPS [2025-12-31T20:31:48.115456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'. [2025-12-31T20:31:48.126749] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNPS'. [2025-12-31T20:31:48.127053] [INFO ] [FORECASTER] Starting predict_future for SNPS [2025-12-31T20:31:48.127864] [DEBUG] [LOCAL ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt [2025-12-31T20:31:48.127928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:48.127961] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:48.127994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:48.128069] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:48.188033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:48.188786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:48.188866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:48.188900] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:48.310418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:48.310595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:48.310639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:48.310671] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:48.314282] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=98.37%) [2025-12-31T20:31:48.314604] [INFO ] [FORECASTER] Completed predict_future for SNPS [2025-12-31T20:31:48.314743] [INFO ] [sig ] SNPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:48.460983] [INFO ] [LOCAL ] Saved forecast: SNPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNPS.txt [2025-12-31T20:31:48.461148] [INFO ] [sig ] [2921/3534] Completed SNPS in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:48.461190] [INFO ] [sig ] [2922/3534] Forecasting SNTI... [2025-12-31T20:31:48.461221] [INFO ] [sig ] Generating forecast for: SNTI [2025-12-31T20:31:48.461255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'. [2025-12-31T20:31:48.472738] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNTI'. [2025-12-31T20:31:48.473052] [INFO ] [FORECASTER] Starting predict_future for SNTI [2025-12-31T20:31:48.473880] [DEBUG] [LOCAL ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt [2025-12-31T20:31:48.473933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:48.473966] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:48.473993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:48.474052] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:48.533988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:48.534771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:48.534862] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:48.534914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:48.659510] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:48.659691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:48.659732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:48.659761] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:48.663178] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=25.18%) [2025-12-31T20:31:48.663494] [INFO ] [FORECASTER] Completed predict_future for SNTI [2025-12-31T20:31:48.663647] [INFO ] [sig ] SNTI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:48.803773] [INFO ] [LOCAL ] Saved forecast: SNTI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SNTI.txt [2025-12-31T20:31:48.803928] [INFO ] [sig ] [2922/3534] Completed SNTI in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:48.803968] [INFO ] [sig ] [2923/3534] Forecasting SNX... [2025-12-31T20:31:48.803998] [INFO ] [sig ] Generating forecast for: SNX [2025-12-31T20:31:48.804028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-12-31T20:31:48.815428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNX'. [2025-12-31T20:31:48.815755] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-12-31T20:31:48.816502] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-12-31T20:31:48.816554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:48.816608] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:48.816636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:48.816698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:48.876210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:48.877063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:48.877145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:48.877177] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:49.004853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:49.005016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:49.005058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:49.005089] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:49.008861] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=3.89%) [2025-12-31T20:31:49.009157] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-12-31T20:31:49.009309] [INFO ] [sig ] SNX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:49.158354] [INFO ] [LOCAL ] Saved forecast: SNX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SNX.txt [2025-12-31T20:31:49.158509] [INFO ] [sig ] [2923/3534] Completed SNX in 0.4s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:49.158551] [INFO ] [sig ] [2924/3534] Forecasting SNY... [2025-12-31T20:31:49.158598] [INFO ] [sig ] Generating forecast for: SNY [2025-12-31T20:31:49.158640] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'. [2025-12-31T20:31:49.170664] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SNY'. [2025-12-31T20:31:49.170956] [INFO ] [FORECASTER] Starting predict_future for SNY [2025-12-31T20:31:49.171730] [DEBUG] [LOCAL ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt [2025-12-31T20:31:49.171783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:49.171815] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:49.171845] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:49.171904] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:49.228139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:49.228951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:49.229031] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:49.229063] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:49.347347] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:49.347513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:49.347554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:49.347605] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:49.351087] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=98.69%) [2025-12-31T20:31:49.351380] [INFO ] [FORECASTER] Completed predict_future for SNY [2025-12-31T20:31:49.351509] [INFO ] [sig ] SNY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:49.490011] [INFO ] [LOCAL ] Saved forecast: SNY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SNY.txt [2025-12-31T20:31:49.490170] [INFO ] [sig ] [2924/3534] Completed SNY in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:49.490250] [INFO ] [sig ] [2925/3534] Forecasting SO... [2025-12-31T20:31:49.490283] [INFO ] [sig ] Generating forecast for: SO [2025-12-31T20:31:49.490314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-12-31T20:31:49.504206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SO'. [2025-12-31T20:31:49.504634] [INFO ] [FORECASTER] Starting predict_future for SO [2025-12-31T20:31:49.505447] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-12-31T20:31:49.505502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:49.505534] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:49.505562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:49.505640] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:49.561982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:49.562900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:49.563000] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:49.563032] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:49.685273] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:49.685432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:49.685473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:49.685502] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:49.688878] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=62.94%) [2025-12-31T20:31:49.689155] [INFO ] [FORECASTER] Completed predict_future for SO [2025-12-31T20:31:49.689294] [INFO ] [sig ] SO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:49.830932] [INFO ] [LOCAL ] Saved forecast: SO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SO.txt [2025-12-31T20:31:49.831066] [INFO ] [sig ] [2925/3534] Completed SO in 0.3s | 2.91 sym/s | Total: 16.7m | ETA: 3.5m [2025-12-31T20:31:49.831106] [INFO ] [sig ] [2926/3534] Forecasting SOCL... [2025-12-31T20:31:49.831136] [INFO ] [sig ] Generating forecast for: SOCL [2025-12-31T20:31:49.831166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'. [2025-12-31T20:31:49.842462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOCL'. [2025-12-31T20:31:49.842888] [INFO ] [FORECASTER] Starting predict_future for SOCL [2025-12-31T20:31:49.843772] [DEBUG] [LOCAL ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt [2025-12-31T20:31:49.843827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:49.843860] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:49.843890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:49.843949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:49.902127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:49.903058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:49.903146] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:49.903215] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:50.012044] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:50.012208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:50.012248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:50.012278] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:50.015670] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=0.67%) [2025-12-31T20:31:50.015961] [INFO ] [FORECASTER] Completed predict_future for SOCL [2025-12-31T20:31:50.016108] [INFO ] [sig ] SOCL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:50.156422] [INFO ] [LOCAL ] Saved forecast: SOCL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SOCL.txt [2025-12-31T20:31:50.156602] [INFO ] [sig ] [2926/3534] Completed SOCL in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m [2025-12-31T20:31:50.156646] [INFO ] [sig ] [2927/3534] Forecasting SOFI... [2025-12-31T20:31:50.156677] [INFO ] [sig ] Generating forecast for: SOFI [2025-12-31T20:31:50.156708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'. [2025-12-31T20:31:50.168526] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOFI'. [2025-12-31T20:31:50.168863] [INFO ] [FORECASTER] Starting predict_future for SOFI [2025-12-31T20:31:50.169772] [DEBUG] [LOCAL ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt [2025-12-31T20:31:50.169828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:50.169868] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:50.169901] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:50.169971] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:50.227884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:50.228765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:50.228853] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:50.228889] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:50.352418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:50.352594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:50.352640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:50.352670] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:50.356104] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=1.18%) [2025-12-31T20:31:50.356385] [INFO ] [FORECASTER] Completed predict_future for SOFI [2025-12-31T20:31:50.356509] [INFO ] [sig ] SOFI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:50.501986] [INFO ] [LOCAL ] Saved forecast: SOFI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SOFI.txt [2025-12-31T20:31:50.502116] [INFO ] [sig ] [2927/3534] Completed SOFI in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m [2025-12-31T20:31:50.502154] [INFO ] [sig ] [2928/3534] Forecasting SOGP... [2025-12-31T20:31:50.502184] [INFO ] [sig ] Generating forecast for: SOGP [2025-12-31T20:31:50.502213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'. [2025-12-31T20:31:50.514349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOGP'. [2025-12-31T20:31:50.514686] [INFO ] [FORECASTER] Starting predict_future for SOGP [2025-12-31T20:31:50.515451] [DEBUG] [LOCAL ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt [2025-12-31T20:31:50.515503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:50.515535] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:50.515561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:50.515643] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:50.572269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:50.573119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:50.573202] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:50.573234] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:50.683367] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:50.683520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:50.683595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:50.683627] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:50.686971] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=41.80%) [2025-12-31T20:31:50.687248] [INFO ] [FORECASTER] Completed predict_future for SOGP [2025-12-31T20:31:50.687367] [INFO ] [sig ] SOGP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:50.826464] [INFO ] [LOCAL ] Saved forecast: SOGP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SOGP.txt [2025-12-31T20:31:50.826616] [INFO ] [sig ] [2928/3534] Completed SOGP in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m [2025-12-31T20:31:50.826658] [INFO ] [sig ] [2929/3534] Forecasting SOJC... [2025-12-31T20:31:50.826686] [INFO ] [sig ] Generating forecast for: SOJC [2025-12-31T20:31:50.826716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-12-31T20:31:50.837545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJC'. [2025-12-31T20:31:50.837850] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-12-31T20:31:50.838617] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-12-31T20:31:50.838668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:50.838700] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:50.838727] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:50.838785] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:50.894893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:50.895547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:50.895655] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:50.895689] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:51.013431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:51.013615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:51.013657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:51.013685] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:51.017121] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=98.75%) [2025-12-31T20:31:51.017411] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-12-31T20:31:51.017540] [INFO ] [sig ] SOJC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:51.157557] [INFO ] [LOCAL ] Saved forecast: SOJC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SOJC.txt [2025-12-31T20:31:51.157798] [INFO ] [sig ] [2929/3534] Completed SOJC in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m [2025-12-31T20:31:51.157854] [INFO ] [sig ] [2930/3534] Forecasting SOJD... [2025-12-31T20:31:51.157898] [INFO ] [sig ] Generating forecast for: SOJD [2025-12-31T20:31:51.157942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-12-31T20:31:51.169627] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJD'. [2025-12-31T20:31:51.169994] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-12-31T20:31:51.170822] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-12-31T20:31:51.170876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:51.170908] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:51.170934] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:51.170991] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:51.227548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:51.228444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:51.228530] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:51.228562] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:51.346485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:51.346657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:51.346698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:51.346726] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:51.350115] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-12-31T20:31:51.350401] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-12-31T20:31:51.350525] [INFO ] [sig ] SOJD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:51.489799] [INFO ] [LOCAL ] Saved forecast: SOJD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SOJD.txt [2025-12-31T20:31:51.489958] [INFO ] [sig ] [2930/3534] Completed SOJD in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m [2025-12-31T20:31:51.489997] [INFO ] [sig ] [2931/3534] Forecasting SOJE... [2025-12-31T20:31:51.490028] [INFO ] [sig ] Generating forecast for: SOJE [2025-12-31T20:31:51.490059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-12-31T20:31:51.501843] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOJE'. [2025-12-31T20:31:51.502204] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-12-31T20:31:51.502995] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-12-31T20:31:51.503047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:51.503079] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:51.503105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:51.503162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:51.559305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:51.560190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:51.560274] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:51.560306] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:51.680927] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:51.681092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:51.681132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:51.681161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:51.684491] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=75.04%) [2025-12-31T20:31:51.684790] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-12-31T20:31:51.684917] [INFO ] [sig ] SOJE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:51.825610] [INFO ] [LOCAL ] Saved forecast: SOJE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SOJE.txt [2025-12-31T20:31:51.825767] [INFO ] [sig ] [2931/3534] Completed SOJE in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.5m [2025-12-31T20:31:51.825808] [INFO ] [sig ] [2932/3534] Forecasting SON... [2025-12-31T20:31:51.825839] [INFO ] [sig ] Generating forecast for: SON [2025-12-31T20:31:51.825870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-12-31T20:31:51.837891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SON'. [2025-12-31T20:31:51.838240] [INFO ] [FORECASTER] Starting predict_future for SON [2025-12-31T20:31:51.839020] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-12-31T20:31:51.839073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:51.839119] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:51.839147] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:51.839204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:51.915255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:51.916149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:51.916235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:51.916267] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:52.037285] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:52.037449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:52.037489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:52.037521] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:52.041002] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=95.73%) [2025-12-31T20:31:52.041284] [INFO ] [FORECASTER] Completed predict_future for SON [2025-12-31T20:31:52.041410] [INFO ] [sig ] SON: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:52.184001] [INFO ] [LOCAL ] Saved forecast: SON 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SON.txt [2025-12-31T20:31:52.184145] [INFO ] [sig ] [2932/3534] Completed SON in 0.4s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:52.184185] [INFO ] [sig ] [2933/3534] Forecasting SONO... [2025-12-31T20:31:52.184214] [INFO ] [sig ] Generating forecast for: SONO [2025-12-31T20:31:52.184244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'. [2025-12-31T20:31:52.195696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SONO'. [2025-12-31T20:31:52.195941] [INFO ] [FORECASTER] Starting predict_future for SONO [2025-12-31T20:31:52.196714] [DEBUG] [LOCAL ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt [2025-12-31T20:31:52.196766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:52.196820] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:52.196849] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:52.196907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:52.253635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:52.254263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:52.254343] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:52.254375] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:52.374839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:52.374997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:52.375037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:52.375066] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:52.378455] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=70.94%) [2025-12-31T20:31:52.378750] [INFO ] [FORECASTER] Completed predict_future for SONO [2025-12-31T20:31:52.378871] [INFO ] [sig ] SONO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:52.518783] [INFO ] [LOCAL ] Saved forecast: SONO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SONO.txt [2025-12-31T20:31:52.518910] [INFO ] [sig ] [2933/3534] Completed SONO in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:52.518950] [INFO ] [sig ] [2934/3534] Forecasting SOPA... [2025-12-31T20:31:52.518980] [INFO ] [sig ] Generating forecast for: SOPA [2025-12-31T20:31:52.519011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'. [2025-12-31T20:31:52.530247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPA'. [2025-12-31T20:31:52.530542] [INFO ] [FORECASTER] Starting predict_future for SOPA [2025-12-31T20:31:52.531311] [DEBUG] [LOCAL ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt [2025-12-31T20:31:52.531363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:52.531394] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:52.531421] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:52.531478] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:52.589833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:52.590642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:52.590726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:52.590760] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:52.708855] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:52.709008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:52.709048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:52.709077] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:52.712514] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=72.36%) [2025-12-31T20:31:52.712830] [INFO ] [FORECASTER] Completed predict_future for SOPA [2025-12-31T20:31:52.712963] [INFO ] [sig ] SOPA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:52.853222] [INFO ] [LOCAL ] Saved forecast: SOPA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SOPA.txt [2025-12-31T20:31:52.853372] [INFO ] [sig ] [2934/3534] Completed SOPA in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:52.853413] [INFO ] [sig ] [2935/3534] Forecasting SOPH... [2025-12-31T20:31:52.853442] [INFO ] [sig ] Generating forecast for: SOPH [2025-12-31T20:31:52.853472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'. [2025-12-31T20:31:52.864402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOPH'. [2025-12-31T20:31:52.864765] [INFO ] [FORECASTER] Starting predict_future for SOPH [2025-12-31T20:31:52.865518] [DEBUG] [LOCAL ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt [2025-12-31T20:31:52.865594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:52.865630] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:52.865657] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:52.865726] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:52.921490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:52.922175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:52.922256] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:52.922290] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:53.038177] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:53.038333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:53.038372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:53.038402] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:53.041882] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=80.60%) [2025-12-31T20:31:53.042164] [INFO ] [FORECASTER] Completed predict_future for SOPH [2025-12-31T20:31:53.042288] [INFO ] [sig ] SOPH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:53.185913] [INFO ] [LOCAL ] Saved forecast: SOPH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SOPH.txt [2025-12-31T20:31:53.186057] [INFO ] [sig ] [2935/3534] Completed SOPH in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:53.186097] [INFO ] [sig ] [2936/3534] Forecasting SOUN... [2025-12-31T20:31:53.186134] [INFO ] [sig ] Generating forecast for: SOUN [2025-12-31T20:31:53.186166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'. [2025-12-31T20:31:53.197736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOUN'. [2025-12-31T20:31:53.198025] [INFO ] [FORECASTER] Starting predict_future for SOUN [2025-12-31T20:31:53.198817] [DEBUG] [LOCAL ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt [2025-12-31T20:31:53.198869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:53.198901] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:53.198928] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:53.198986] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:53.257376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:53.258459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:53.258543] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:53.258596] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:53.375512] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:53.375685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:53.375726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:53.375792] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:53.379141] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=5.33%) [2025-12-31T20:31:53.379451] [INFO ] [FORECASTER] Completed predict_future for SOUN [2025-12-31T20:31:53.379604] [INFO ] [sig ] SOUN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:53.523210] [INFO ] [LOCAL ] Saved forecast: SOUN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SOUN.txt [2025-12-31T20:31:53.523341] [INFO ] [sig ] [2936/3534] Completed SOUN in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:53.523380] [INFO ] [sig ] [2937/3534] Forecasting SOXQ... [2025-12-31T20:31:53.523410] [INFO ] [sig ] Generating forecast for: SOXQ [2025-12-31T20:31:53.523441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'. [2025-12-31T20:31:53.534659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'. [2025-12-31T20:31:53.534927] [INFO ] [FORECASTER] Starting predict_future for SOXQ [2025-12-31T20:31:53.535729] [DEBUG] [LOCAL ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt [2025-12-31T20:31:53.535784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:53.535816] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:53.535842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:53.535902] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:53.594155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:53.595047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:53.595129] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:53.595162] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:53.726008] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:53.726155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:53.726195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:53.726224] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:53.729555] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: UP (p=61.27%) [2025-12-31T20:31:53.729850] [INFO ] [FORECASTER] Completed predict_future for SOXQ [2025-12-31T20:31:53.729995] [INFO ] [sig ] SOXQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:53.868025] [INFO ] [LOCAL ] Saved forecast: SOXQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SOXQ.txt [2025-12-31T20:31:53.868161] [INFO ] [sig ] [2937/3534] Completed SOXQ in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:53.868202] [INFO ] [sig ] [2938/3534] Forecasting SOXX... [2025-12-31T20:31:53.868231] [INFO ] [sig ] Generating forecast for: SOXX [2025-12-31T20:31:53.868262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'. [2025-12-31T20:31:53.879455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SOXX'. [2025-12-31T20:31:53.879772] [INFO ] [FORECASTER] Starting predict_future for SOXX [2025-12-31T20:31:53.880532] [DEBUG] [LOCAL ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt [2025-12-31T20:31:53.880603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:53.880638] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:53.880665] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:53.880724] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:53.937179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:53.937790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:53.937865] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:53.937897] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:54.056134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:54.056287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:54.056325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:54.056355] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:54.059697] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=35.36%) [2025-12-31T20:31:54.059970] [INFO ] [FORECASTER] Completed predict_future for SOXX [2025-12-31T20:31:54.060095] [INFO ] [sig ] SOXX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:54.199123] [INFO ] [LOCAL ] Saved forecast: SOXX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SOXX.txt [2025-12-31T20:31:54.199277] [INFO ] [sig ] [2938/3534] Completed SOXX in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:54.199322] [INFO ] [sig ] [2939/3534] Forecasting SPAI... [2025-12-31T20:31:54.199354] [INFO ] [sig ] Generating forecast for: SPAI [2025-12-31T20:31:54.199384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'. [2025-12-31T20:31:54.210304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPAI'. [2025-12-31T20:31:54.210588] [INFO ] [FORECASTER] Starting predict_future for SPAI [2025-12-31T20:31:54.211339] [DEBUG] [LOCAL ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt [2025-12-31T20:31:54.211391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:54.211422] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:54.211449] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:54.211506] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:54.268035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:54.268843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:54.268922] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:54.268956] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:54.384036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:54.384192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:54.384231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:54.384279] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:54.387627] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=86.78%) [2025-12-31T20:31:54.387900] [INFO ] [FORECASTER] Completed predict_future for SPAI [2025-12-31T20:31:54.388020] [INFO ] [sig ] SPAI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:54.530645] [INFO ] [LOCAL ] Saved forecast: SPAI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SPAI.txt [2025-12-31T20:31:54.530789] [INFO ] [sig ] [2939/3534] Completed SPAI in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:54.530831] [INFO ] [sig ] [2940/3534] Forecasting SPB... [2025-12-31T20:31:54.530861] [INFO ] [sig ] Generating forecast for: SPB [2025-12-31T20:31:54.530891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-12-31T20:31:54.542526] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPB'. [2025-12-31T20:31:54.542863] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-12-31T20:31:54.543666] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-12-31T20:31:54.543750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:54.543791] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:54.543819] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:54.543877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:54.599799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:54.600430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:54.600508] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:54.600540] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:54.719884] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:54.720006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:54.720045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:54.720072] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:54.723350] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=7.99%) [2025-12-31T20:31:54.723640] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-12-31T20:31:54.723764] [INFO ] [sig ] SPB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:54.861598] [INFO ] [LOCAL ] Saved forecast: SPB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPB.txt [2025-12-31T20:31:54.861726] [INFO ] [sig ] [2940/3534] Completed SPB in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:54.861766] [INFO ] [sig ] [2941/3534] Forecasting SPCB... [2025-12-31T20:31:54.861794] [INFO ] [sig ] Generating forecast for: SPCB [2025-12-31T20:31:54.861823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'. [2025-12-31T20:31:54.872732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCB'. [2025-12-31T20:31:54.873009] [INFO ] [FORECASTER] Starting predict_future for SPCB [2025-12-31T20:31:54.873791] [DEBUG] [LOCAL ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt [2025-12-31T20:31:54.873843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:54.873875] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:54.873901] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:54.873958] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:54.930921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:54.931804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:54.931906] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:54.931939] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:55.049902] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:55.050054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:55.050091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:55.050120] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:55.053413] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=39.11%) [2025-12-31T20:31:55.053716] [INFO ] [FORECASTER] Completed predict_future for SPCB [2025-12-31T20:31:55.053838] [INFO ] [sig ] SPCB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:55.193811] [INFO ] [LOCAL ] Saved forecast: SPCB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPCB.txt [2025-12-31T20:31:55.193961] [INFO ] [sig ] [2941/3534] Completed SPCB in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:55.194002] [INFO ] [sig ] [2942/3534] Forecasting SPCE... [2025-12-31T20:31:55.194032] [INFO ] [sig ] Generating forecast for: SPCE [2025-12-31T20:31:55.194062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-12-31T20:31:55.209039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPCE'. [2025-12-31T20:31:55.209492] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-12-31T20:31:55.210656] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-12-31T20:31:55.210729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:55.210781] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:55.210827] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:55.210921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:55.277729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:55.278596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:55.278678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:55.278711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:55.395751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:55.395938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:55.395989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:55.396022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:55.399553] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=1.19%) [2025-12-31T20:31:55.399875] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-12-31T20:31:55.400015] [INFO ] [sig ] SPCE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:55.540224] [INFO ] [LOCAL ] Saved forecast: SPCE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPCE.txt [2025-12-31T20:31:55.540360] [INFO ] [sig ] [2942/3534] Completed SPCE in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:55.540399] [INFO ] [sig ] [2943/3534] Forecasting SPE... [2025-12-31T20:31:55.540430] [INFO ] [sig ] Generating forecast for: SPE [2025-12-31T20:31:55.540461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-12-31T20:31:55.551782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPE'. [2025-12-31T20:31:55.552092] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-12-31T20:31:55.552880] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-12-31T20:31:55.552932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:55.552963] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:55.553003] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:55.553061] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:55.609753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:55.610491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:55.610624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:55.610660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:55.725694] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:55.725841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:55.725882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:55.725911] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:55.729227] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=90.08%) [2025-12-31T20:31:55.729523] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-12-31T20:31:55.729664] [INFO ] [sig ] SPE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:55.871971] [INFO ] [LOCAL ] Saved forecast: SPE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SPE.txt [2025-12-31T20:31:55.872133] [INFO ] [sig ] [2943/3534] Completed SPE in 0.3s | 2.91 sym/s | Total: 16.8m | ETA: 3.4m [2025-12-31T20:31:55.872175] [INFO ] [sig ] [2944/3534] Forecasting SPFI... [2025-12-31T20:31:55.872206] [INFO ] [sig ] Generating forecast for: SPFI [2025-12-31T20:31:55.872236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'. [2025-12-31T20:31:55.883349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPFI'. [2025-12-31T20:31:55.883686] [INFO ] [FORECASTER] Starting predict_future for SPFI [2025-12-31T20:31:55.884446] [DEBUG] [LOCAL ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt [2025-12-31T20:31:55.884498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:55.884530] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:55.884557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:55.884636] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:55.941931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:55.942657] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:55.942738] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:55.942773] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:56.059859] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:56.060016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:56.060061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:56.060091] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:56.063507] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=48.84%) [2025-12-31T20:31:56.063816] [INFO ] [FORECASTER] Completed predict_future for SPFI [2025-12-31T20:31:56.063943] [INFO ] [sig ] SPFI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:56.205810] [INFO ] [LOCAL ] Saved forecast: SPFI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPFI.txt [2025-12-31T20:31:56.205943] [INFO ] [sig ] [2944/3534] Completed SPFI in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m [2025-12-31T20:31:56.205983] [INFO ] [sig ] [2945/3534] Forecasting SPG... [2025-12-31T20:31:56.206014] [INFO ] [sig ] Generating forecast for: SPG [2025-12-31T20:31:56.206044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-12-31T20:31:56.217419] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPG'. [2025-12-31T20:31:56.217749] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-12-31T20:31:56.218518] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-12-31T20:31:56.218587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:56.218622] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:56.218649] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:56.218706] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:56.276511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:56.277370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:56.277452] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:56.277485] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:56.397778] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:56.397932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:56.397971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:56.398000] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:56.401388] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=26.03%) [2025-12-31T20:31:56.401683] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-12-31T20:31:56.401806] [INFO ] [sig ] SPG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:56.543215] [INFO ] [LOCAL ] Saved forecast: SPG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPG.txt [2025-12-31T20:31:56.543345] [INFO ] [sig ] [2945/3534] Completed SPG in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m [2025-12-31T20:31:56.543384] [INFO ] [sig ] [2946/3534] Forecasting SPGI... [2025-12-31T20:31:56.543415] [INFO ] [sig ] Generating forecast for: SPGI [2025-12-31T20:31:56.543444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-12-31T20:31:56.555434] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPGI'. [2025-12-31T20:31:56.555737] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-12-31T20:31:56.556502] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-12-31T20:31:56.556556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:56.556608] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:56.556636] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:56.556693] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:56.613981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:56.614740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:56.614820] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:56.614852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:56.733525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:56.733694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:56.733734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:56.733762] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:56.737077] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=35.05%) [2025-12-31T20:31:56.737348] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-12-31T20:31:56.737468] [INFO ] [sig ] SPGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:56.881308] [INFO ] [LOCAL ] Saved forecast: SPGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPGI.txt [2025-12-31T20:31:56.881484] [INFO ] [sig ] [2946/3534] Completed SPGI in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m [2025-12-31T20:31:56.881535] [INFO ] [sig ] [2947/3534] Forecasting SPH... [2025-12-31T20:31:56.881567] [INFO ] [sig ] Generating forecast for: SPH [2025-12-31T20:31:56.881625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-12-31T20:31:56.892736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPH'. [2025-12-31T20:31:56.893020] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-12-31T20:31:56.893812] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-12-31T20:31:56.893864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:56.893904] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:56.893932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:56.893989] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:56.950849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:56.951514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:56.951615] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:56.951650] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:57.067165] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:57.067324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:57.067364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:57.067393] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:57.070789] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=43.04%) [2025-12-31T20:31:57.071076] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-12-31T20:31:57.071200] [INFO ] [sig ] SPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:57.210502] [INFO ] [LOCAL ] Saved forecast: SPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPH.txt [2025-12-31T20:31:57.210662] [INFO ] [sig ] [2947/3534] Completed SPH in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m [2025-12-31T20:31:57.210704] [INFO ] [sig ] [2948/3534] Forecasting SPOK... [2025-12-31T20:31:57.210734] [INFO ] [sig ] Generating forecast for: SPOK [2025-12-31T20:31:57.210765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'. [2025-12-31T20:31:57.222777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPOK'. [2025-12-31T20:31:57.223159] [INFO ] [FORECASTER] Starting predict_future for SPOK [2025-12-31T20:31:57.223973] [DEBUG] [LOCAL ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt [2025-12-31T20:31:57.224026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:57.224059] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:57.224086] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:57.224144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:57.282034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:57.282900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:57.282986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:57.283020] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:57.402082] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:57.402238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:57.402279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:57.402307] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:57.405894] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=97.82%) [2025-12-31T20:31:57.406179] [INFO ] [FORECASTER] Completed predict_future for SPOK [2025-12-31T20:31:57.406307] [INFO ] [sig ] SPOK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:57.552897] [INFO ] [LOCAL ] Saved forecast: SPOK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SPOK.txt [2025-12-31T20:31:57.553055] [INFO ] [sig ] [2948/3534] Completed SPOK in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.4m [2025-12-31T20:31:57.553098] [INFO ] [sig ] [2949/3534] Forecasting SPRC... [2025-12-31T20:31:57.553127] [INFO ] [sig ] Generating forecast for: SPRC [2025-12-31T20:31:57.553156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'. [2025-12-31T20:31:57.564101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRC'. [2025-12-31T20:31:57.564385] [INFO ] [FORECASTER] Starting predict_future for SPRC [2025-12-31T20:31:57.565171] [DEBUG] [LOCAL ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt [2025-12-31T20:31:57.565222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:57.565255] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:57.565283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:57.565340] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:57.623502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:57.624297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:57.624382] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:57.624416] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:57.740397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:57.740556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:57.740616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:57.740650] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:57.744146] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=35.63%) [2025-12-31T20:31:57.744438] [INFO ] [FORECASTER] Completed predict_future for SPRC [2025-12-31T20:31:57.744566] [INFO ] [sig ] SPRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:57.891600] [INFO ] [LOCAL ] Saved forecast: SPRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPRC.txt [2025-12-31T20:31:57.891785] [INFO ] [sig ] [2949/3534] Completed SPRC in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:31:57.891825] [INFO ] [sig ] [2950/3534] Forecasting SPRO... [2025-12-31T20:31:57.891858] [INFO ] [sig ] Generating forecast for: SPRO [2025-12-31T20:31:57.891889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'. [2025-12-31T20:31:57.903940] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRO'. [2025-12-31T20:31:57.904266] [INFO ] [FORECASTER] Starting predict_future for SPRO [2025-12-31T20:31:57.905209] [DEBUG] [LOCAL ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt [2025-12-31T20:31:57.905262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:57.905323] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:57.905350] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:57.905407] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:57.961221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:57.962034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:57.962121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:57.962153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:58.084097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:58.084263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:58.084305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:58.084353] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:58.087823] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: UP (p=91.33%) [2025-12-31T20:31:58.088108] [INFO ] [FORECASTER] Completed predict_future for SPRO [2025-12-31T20:31:58.088237] [INFO ] [sig ] SPRO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:31:58.227112] [INFO ] [LOCAL ] Saved forecast: SPRO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SPRO.txt [2025-12-31T20:31:58.227266] [INFO ] [sig ] [2950/3534] Completed SPRO in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:31:58.227308] [INFO ] [sig ] [2951/3534] Forecasting SPRX... [2025-12-31T20:31:58.227338] [INFO ] [sig ] Generating forecast for: SPRX [2025-12-31T20:31:58.227369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'. [2025-12-31T20:31:58.239094] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRX'. [2025-12-31T20:31:58.239437] [INFO ] [FORECASTER] Starting predict_future for SPRX [2025-12-31T20:31:58.240238] [DEBUG] [LOCAL ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt [2025-12-31T20:31:58.240291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:58.240323] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:58.240350] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:58.240408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:58.298083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:58.298960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:58.299042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:58.299074] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:58.414171] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:58.414334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:58.414376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:58.414405] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:58.417743] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=37.52%) [2025-12-31T20:31:58.418017] [INFO ] [FORECASTER] Completed predict_future for SPRX [2025-12-31T20:31:58.418140] [INFO ] [sig ] SPRX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:58.557139] [INFO ] [LOCAL ] Saved forecast: SPRX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPRX.txt [2025-12-31T20:31:58.557283] [INFO ] [sig ] [2951/3534] Completed SPRX in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:31:58.557325] [INFO ] [sig ] [2952/3534] Forecasting SPRY... [2025-12-31T20:31:58.557355] [INFO ] [sig ] Generating forecast for: SPRY [2025-12-31T20:31:58.557386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'. [2025-12-31T20:31:58.572393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPRY'. [2025-12-31T20:31:58.572787] [INFO ] [FORECASTER] Starting predict_future for SPRY [2025-12-31T20:31:58.573635] [DEBUG] [LOCAL ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt [2025-12-31T20:31:58.573688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:58.573722] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:58.573750] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:58.573809] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:58.631540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:58.632454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:58.632543] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:58.632596] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:58.755860] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:58.756022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:58.756072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:58.756110] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:58.759729] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=16.85%) [2025-12-31T20:31:58.760037] [INFO ] [FORECASTER] Completed predict_future for SPRY [2025-12-31T20:31:58.760163] [INFO ] [sig ] SPRY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:58.899951] [INFO ] [LOCAL ] Saved forecast: SPRY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPRY.txt [2025-12-31T20:31:58.900116] [INFO ] [sig ] [2952/3534] Completed SPRY in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:31:58.900158] [INFO ] [sig ] [2953/3534] Forecasting SPSC... [2025-12-31T20:31:58.900190] [INFO ] [sig ] Generating forecast for: SPSC [2025-12-31T20:31:58.900221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'. [2025-12-31T20:31:58.912352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPSC'. [2025-12-31T20:31:58.912648] [INFO ] [FORECASTER] Starting predict_future for SPSC [2025-12-31T20:31:58.913400] [DEBUG] [LOCAL ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt [2025-12-31T20:31:58.913451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:58.913483] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:58.913510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:58.913586] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:58.971391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:58.972183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:58.972265] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:58.972300] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:59.089964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:59.090131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:59.090171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:59.090233] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:59.093682] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=34.32%) [2025-12-31T20:31:59.094000] [INFO ] [FORECASTER] Completed predict_future for SPSC [2025-12-31T20:31:59.094137] [INFO ] [sig ] SPSC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:59.236980] [INFO ] [LOCAL ] Saved forecast: SPSC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPSC.txt [2025-12-31T20:31:59.237141] [INFO ] [sig ] [2953/3534] Completed SPSC in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:31:59.237182] [INFO ] [sig ] [2954/3534] Forecasting SPWH... [2025-12-31T20:31:59.237212] [INFO ] [sig ] Generating forecast for: SPWH [2025-12-31T20:31:59.237243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'. [2025-12-31T20:31:59.249078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPWH'. [2025-12-31T20:31:59.249491] [INFO ] [FORECASTER] Starting predict_future for SPWH [2025-12-31T20:31:59.250322] [DEBUG] [LOCAL ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt [2025-12-31T20:31:59.250376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:59.250410] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:59.250438] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:59.250511] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:59.310118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:59.311020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:59.311104] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:59.311137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:59.437442] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:59.437619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:59.437661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:59.437690] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:59.441172] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-12-31T20:31:59.441474] [INFO ] [FORECASTER] Completed predict_future for SPWH [2025-12-31T20:31:59.441627] [INFO ] [sig ] SPWH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:59.584248] [INFO ] [LOCAL ] Saved forecast: SPWH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPWH.txt [2025-12-31T20:31:59.584403] [INFO ] [sig ] [2954/3534] Completed SPWH in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:31:59.584443] [INFO ] [sig ] [2955/3534] Forecasting SPXC... [2025-12-31T20:31:59.584474] [INFO ] [sig ] Generating forecast for: SPXC [2025-12-31T20:31:59.584504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-12-31T20:31:59.595803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXC'. [2025-12-31T20:31:59.596128] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-12-31T20:31:59.596903] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-12-31T20:31:59.596955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:59.596987] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:59.597013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:59.597072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:59.653743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:59.654539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:59.654639] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:59.654673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:31:59.778189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:31:59.778343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:31:59.778383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:31:59.778413] [INFO ] [FORECASTER] Training complete [2025-12-31T20:31:59.781797] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=1.01%) [2025-12-31T20:31:59.782073] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-12-31T20:31:59.782194] [INFO ] [sig ] SPXC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:31:59.922225] [INFO ] [LOCAL ] Saved forecast: SPXC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPXC.txt [2025-12-31T20:31:59.922385] [INFO ] [sig ] [2955/3534] Completed SPXC in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:31:59.922428] [INFO ] [sig ] [2956/3534] Forecasting SPXX... [2025-12-31T20:31:59.922458] [INFO ] [sig ] Generating forecast for: SPXX [2025-12-31T20:31:59.922489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-12-31T20:31:59.934731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SPXX'. [2025-12-31T20:31:59.935078] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-12-31T20:31:59.936090] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-12-31T20:31:59.936148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:31:59.936181] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:31:59.936208] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:31:59.936265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:31:59.997719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:31:59.998600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:31:59.998686] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:31:59.998719] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:00.124879] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:00.125072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:00.125117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:00.125145] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:00.128518] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=15.60%) [2025-12-31T20:32:00.128819] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-12-31T20:32:00.128945] [INFO ] [sig ] SPXX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:00.266509] [INFO ] [LOCAL ] Saved forecast: SPXX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SPXX.txt [2025-12-31T20:32:00.266672] [INFO ] [sig ] [2956/3534] Completed SPXX in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:32:00.266715] [INFO ] [sig ] [2957/3534] Forecasting SQM... [2025-12-31T20:32:00.266743] [INFO ] [sig ] Generating forecast for: SQM [2025-12-31T20:32:00.266774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-12-31T20:32:00.282198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQM'. [2025-12-31T20:32:00.282728] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-12-31T20:32:00.283828] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-12-31T20:32:00.283901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:00.283954] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:00.284001] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:00.284093] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:00.345431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:00.346311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:00.346398] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:00.346432] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:00.470057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:00.470223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:00.470264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:00.470293] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:00.473722] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=12.10%) [2025-12-31T20:32:00.474009] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-12-31T20:32:00.474139] [INFO ] [sig ] SQM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:00.613519] [INFO ] [LOCAL ] Saved forecast: SQM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SQM.txt [2025-12-31T20:32:00.613688] [INFO ] [sig ] [2957/3534] Completed SQM in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:32:00.613731] [INFO ] [sig ] [2958/3534] Forecasting SQNS... [2025-12-31T20:32:00.613762] [INFO ] [sig ] Generating forecast for: SQNS [2025-12-31T20:32:00.613792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-12-31T20:32:00.627043] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQNS'. [2025-12-31T20:32:00.627461] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-12-31T20:32:00.628343] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-12-31T20:32:00.628406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:00.628438] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:00.628464] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:00.628526] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:00.687874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:00.688735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:00.688829] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:00.688862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:00.808173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:00.808331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:00.808375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:00.808407] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:00.811976] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=7.25%) [2025-12-31T20:32:00.812265] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-12-31T20:32:00.812391] [INFO ] [sig ] SQNS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:00.952862] [INFO ] [LOCAL ] Saved forecast: SQNS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SQNS.txt [2025-12-31T20:32:00.952984] [INFO ] [sig ] [2958/3534] Completed SQNS in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:32:00.953023] [INFO ] [sig ] [2959/3534] Forecasting SQQQ... [2025-12-31T20:32:00.953052] [INFO ] [sig ] Generating forecast for: SQQQ [2025-12-31T20:32:00.953082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'. [2025-12-31T20:32:00.968235] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'. [2025-12-31T20:32:00.968532] [INFO ] [FORECASTER] Starting predict_future for SQQQ [2025-12-31T20:32:00.969327] [DEBUG] [LOCAL ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt [2025-12-31T20:32:00.969379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:00.969411] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:00.969438] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:00.969497] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:01.029715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:01.030558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:01.030667] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:01.030703] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:01.153246] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:01.153431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:01.153482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:01.153513] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:01.157037] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=69.67%) [2025-12-31T20:32:01.157356] [INFO ] [FORECASTER] Completed predict_future for SQQQ [2025-12-31T20:32:01.157482] [INFO ] [sig ] SQQQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:01.297009] [INFO ] [LOCAL ] Saved forecast: SQQQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SQQQ.txt [2025-12-31T20:32:01.297152] [INFO ] [sig ] [2959/3534] Completed SQQQ in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:32:01.297197] [INFO ] [sig ] [2960/3534] Forecasting SRAD... [2025-12-31T20:32:01.297227] [INFO ] [sig ] Generating forecast for: SRAD [2025-12-31T20:32:01.297256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'. [2025-12-31T20:32:01.309730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRAD'. [2025-12-31T20:32:01.310021] [INFO ] [FORECASTER] Starting predict_future for SRAD [2025-12-31T20:32:01.310800] [DEBUG] [LOCAL ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt [2025-12-31T20:32:01.310852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:01.310884] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:01.310912] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:01.310970] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:01.368896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:01.369670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:01.369807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:01.369843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:01.486942] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:01.487104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:01.487143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:01.487173] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:01.490610] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-12-31T20:32:01.490900] [INFO ] [FORECASTER] Completed predict_future for SRAD [2025-12-31T20:32:01.491026] [INFO ] [sig ] SRAD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:01.642449] [INFO ] [LOCAL ] Saved forecast: SRAD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SRAD.txt [2025-12-31T20:32:01.642624] [INFO ] [sig ] [2960/3534] Completed SRAD in 0.3s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:32:01.642669] [INFO ] [sig ] [2961/3534] Forecasting SRBK... [2025-12-31T20:32:01.642699] [INFO ] [sig ] Generating forecast for: SRBK [2025-12-31T20:32:01.642730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'. [2025-12-31T20:32:01.654697] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRBK'. [2025-12-31T20:32:01.655027] [INFO ] [FORECASTER] Starting predict_future for SRBK [2025-12-31T20:32:01.656046] [DEBUG] [LOCAL ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt [2025-12-31T20:32:01.656104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:01.656138] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:01.656167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:01.656227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:01.719233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:01.720132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:01.720222] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:01.720256] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:01.844436] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:01.844615] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:32:01.844661] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:01.844690] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:01.848307] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=93.34%) [2025-12-31T20:32:01.848610] [INFO ] [FORECASTER] Completed predict_future for SRBK [2025-12-31T20:32:01.848739] [INFO ] [sig ] SRBK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:01.999131] [INFO ] [LOCAL ] Saved forecast: SRBK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SRBK.txt [2025-12-31T20:32:01.999595] [INFO ] [sig ] [2961/3534] Completed SRBK in 0.4s | 2.91 sym/s | Total: 16.9m | ETA: 3.3m [2025-12-31T20:32:01.999649] [INFO ] [sig ] [2962/3534] Forecasting SRCE... [2025-12-31T20:32:01.999690] [INFO ] [sig ] Generating forecast for: SRCE [2025-12-31T20:32:01.999722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'. [2025-12-31T20:32:02.013608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRCE'. [2025-12-31T20:32:02.013970] [INFO ] [FORECASTER] Starting predict_future for SRCE [2025-12-31T20:32:02.015141] [DEBUG] [LOCAL ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt [2025-12-31T20:32:02.015203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:02.015237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:02.015264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:02.015518] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:02.076432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:02.077256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:02.077356] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:02.077403] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:02.206888] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:02.207051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:02.207095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:02.207130] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:02.211362] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=60.02%) [2025-12-31T20:32:02.211911] [INFO ] [FORECASTER] Completed predict_future for SRCE [2025-12-31T20:32:02.212044] [INFO ] [sig ] SRCE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:02.359425] [INFO ] [LOCAL ] Saved forecast: SRCE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SRCE.txt [2025-12-31T20:32:02.359589] [INFO ] [sig ] [2962/3534] Completed SRCE in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m [2025-12-31T20:32:02.359640] [INFO ] [sig ] [2963/3534] Forecasting SRE... [2025-12-31T20:32:02.359682] [INFO ] [sig ] Generating forecast for: SRE [2025-12-31T20:32:02.359726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-12-31T20:32:02.372040] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRE'. [2025-12-31T20:32:02.372339] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-12-31T20:32:02.373174] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-12-31T20:32:02.373229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:02.373262] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:02.373288] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:02.373347] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:02.433870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:02.434553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:02.434652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:02.434686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:02.558286] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:02.558457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:02.558498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:02.558529] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:02.562049] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=37.89%) [2025-12-31T20:32:02.562372] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-12-31T20:32:02.562504] [INFO ] [sig ] SRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:02.709707] [INFO ] [LOCAL ] Saved forecast: SRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SRE.txt [2025-12-31T20:32:02.709933] [INFO ] [sig ] [2963/3534] Completed SRE in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m [2025-12-31T20:32:02.709994] [INFO ] [sig ] [2964/3534] Forecasting SREA... [2025-12-31T20:32:02.710042] [INFO ] [sig ] Generating forecast for: SREA [2025-12-31T20:32:02.710078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-12-31T20:32:02.724349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SREA'. [2025-12-31T20:32:02.724912] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-12-31T20:32:02.725952] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-12-31T20:32:02.726009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:02.726045] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:02.726074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:02.726135] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:02.786189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:02.787382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:02.787485] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:02.787523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:02.912915] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:02.913160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:02.913212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:02.913243] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:02.917449] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=3.35%) [2025-12-31T20:32:02.917798] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-12-31T20:32:02.917939] [INFO ] [sig ] SREA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:03.079510] [INFO ] [LOCAL ] Saved forecast: SREA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SREA.txt [2025-12-31T20:32:03.079822] [INFO ] [sig ] [2964/3534] Completed SREA in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m [2025-12-31T20:32:03.079875] [INFO ] [sig ] [2965/3534] Forecasting SRFM... [2025-12-31T20:32:03.079920] [INFO ] [sig ] Generating forecast for: SRFM [2025-12-31T20:32:03.079966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-12-31T20:32:03.096328] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRFM'. [2025-12-31T20:32:03.096922] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-12-31T20:32:03.098340] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-12-31T20:32:03.098606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:03.098641] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:03.098669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:03.098738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:03.157184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:03.158470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:03.158601] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:03.158644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:03.279138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:03.279409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:03.279458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:03.279489] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:03.283522] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=18.98%) [2025-12-31T20:32:03.283971] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-12-31T20:32:03.284129] [INFO ] [sig ] SRFM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:03.427414] [INFO ] [LOCAL ] Saved forecast: SRFM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SRFM.txt [2025-12-31T20:32:03.427652] [INFO ] [sig ] [2965/3534] Completed SRFM in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m [2025-12-31T20:32:03.427702] [INFO ] [sig ] [2966/3534] Forecasting SRG... [2025-12-31T20:32:03.427734] [INFO ] [sig ] Generating forecast for: SRG [2025-12-31T20:32:03.427768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-12-31T20:32:03.441228] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRG'. [2025-12-31T20:32:03.441716] [INFO ] [FORECASTER] Starting predict_future for SRG [2025-12-31T20:32:03.442614] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-12-31T20:32:03.442668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:03.442701] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:03.442729] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:03.442790] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:03.503864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:03.505045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:03.505149] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:03.505187] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:03.628432] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:03.628619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:03.628661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:03.628692] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:03.632329] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=12.43%) [2025-12-31T20:32:03.632705] [INFO ] [FORECASTER] Completed predict_future for SRG [2025-12-31T20:32:03.632853] [INFO ] [sig ] SRG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:03.772721] [INFO ] [LOCAL ] Saved forecast: SRG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SRG.txt [2025-12-31T20:32:03.772859] [INFO ] [sig ] [2966/3534] Completed SRG in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.3m [2025-12-31T20:32:03.772899] [INFO ] [sig ] [2967/3534] Forecasting SRI... [2025-12-31T20:32:03.772929] [INFO ] [sig ] Generating forecast for: SRI [2025-12-31T20:32:03.772960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-12-31T20:32:03.784282] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRI'. [2025-12-31T20:32:03.784549] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-12-31T20:32:03.785339] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-12-31T20:32:03.785402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:03.785460] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:03.785489] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:03.785547] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:03.846392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:03.847949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:03.848059] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:03.848095] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:03.974043] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:03.974341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:03.974396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:03.974491] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:03.979041] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=20.79%) [2025-12-31T20:32:03.979500] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-12-31T20:32:03.979694] [INFO ] [sig ] SRI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:04.123930] [INFO ] [LOCAL ] Saved forecast: SRI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SRI.txt [2025-12-31T20:32:04.124103] [INFO ] [sig ] [2967/3534] Completed SRI in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:04.124145] [INFO ] [sig ] [2968/3534] Forecasting SRRK... [2025-12-31T20:32:04.124176] [INFO ] [sig ] Generating forecast for: SRRK [2025-12-31T20:32:04.124206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'. [2025-12-31T20:32:04.136107] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRRK'. [2025-12-31T20:32:04.136445] [INFO ] [FORECASTER] Starting predict_future for SRRK [2025-12-31T20:32:04.137283] [DEBUG] [LOCAL ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt [2025-12-31T20:32:04.137336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:04.137368] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:04.137395] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:04.137452] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:04.195316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:04.196244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:04.196331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:04.196365] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:04.319658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:04.319822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:04.319864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:04.319894] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:04.323390] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=1.81%) [2025-12-31T20:32:04.323698] [INFO ] [FORECASTER] Completed predict_future for SRRK [2025-12-31T20:32:04.323825] [INFO ] [sig ] SRRK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:04.464838] [INFO ] [LOCAL ] Saved forecast: SRRK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SRRK.txt [2025-12-31T20:32:04.464992] [INFO ] [sig ] [2968/3534] Completed SRRK in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:04.465032] [INFO ] [sig ] [2969/3534] Forecasting SRTS... [2025-12-31T20:32:04.465063] [INFO ] [sig ] Generating forecast for: SRTS [2025-12-31T20:32:04.465094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'. [2025-12-31T20:32:04.476689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SRTS'. [2025-12-31T20:32:04.477060] [INFO ] [FORECASTER] Starting predict_future for SRTS [2025-12-31T20:32:04.477893] [DEBUG] [LOCAL ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt [2025-12-31T20:32:04.477947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:04.477982] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:04.478010] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:04.478069] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:04.536279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:04.537167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:04.537249] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:04.537283] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:04.660061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:04.660247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:04.660296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:04.660328] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:04.663950] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: DOWN (p=31.85%) [2025-12-31T20:32:04.664245] [INFO ] [FORECASTER] Completed predict_future for SRTS [2025-12-31T20:32:04.664377] [INFO ] [sig ] SRTS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:04.805785] [INFO ] [LOCAL ] Saved forecast: SRTS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SRTS.txt [2025-12-31T20:32:04.805967] [INFO ] [sig ] [2969/3534] Completed SRTS in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:04.806027] [INFO ] [sig ] [2970/3534] Forecasting SSB... [2025-12-31T20:32:04.806061] [INFO ] [sig ] Generating forecast for: SSB [2025-12-31T20:32:04.806096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-12-31T20:32:04.818241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSB'. [2025-12-31T20:32:04.818632] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-12-31T20:32:04.819507] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-12-31T20:32:04.819562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:04.819618] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:04.819647] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:04.819707] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:04.881807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:04.882854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:04.882958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:04.883002] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:05.012862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:05.013025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:05.013069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:05.013155] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:05.016767] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=55.84%) [2025-12-31T20:32:05.017061] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-12-31T20:32:05.017190] [INFO ] [sig ] SSB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:05.167515] [INFO ] [LOCAL ] Saved forecast: SSB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SSB.txt [2025-12-31T20:32:05.167724] [INFO ] [sig ] [2970/3534] Completed SSB in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:05.167780] [INFO ] [sig ] [2971/3534] Forecasting SSD... [2025-12-31T20:32:05.167811] [INFO ] [sig ] Generating forecast for: SSD [2025-12-31T20:32:05.167842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-12-31T20:32:05.180010] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSD'. [2025-12-31T20:32:05.180338] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-12-31T20:32:05.181192] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-12-31T20:32:05.181247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:05.181280] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:05.181307] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:05.181367] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:05.244462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:05.245139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:05.245221] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:05.245255] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:05.374184] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:05.374370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:05.374427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:05.374473] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:05.378774] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=2.47%) [2025-12-31T20:32:05.379322] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-12-31T20:32:05.379459] [INFO ] [sig ] SSD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:05.528777] [INFO ] [LOCAL ] Saved forecast: SSD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SSD.txt [2025-12-31T20:32:05.528912] [INFO ] [sig ] [2971/3534] Completed SSD in 0.4s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:05.528954] [INFO ] [sig ] [2972/3534] Forecasting SSL... [2025-12-31T20:32:05.528985] [INFO ] [sig ] Generating forecast for: SSL [2025-12-31T20:32:05.529022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-12-31T20:32:05.541452] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSL'. [2025-12-31T20:32:05.541838] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-12-31T20:32:05.542701] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-12-31T20:32:05.542754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:05.542786] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:05.542813] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:05.542871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:05.598973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:05.599676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:05.599758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:05.599790] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:05.723617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:05.723783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:05.723826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:05.723855] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:05.727244] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=4.48%) [2025-12-31T20:32:05.727521] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-12-31T20:32:05.727695] [INFO ] [sig ] SSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:05.867894] [INFO ] [LOCAL ] Saved forecast: SSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SSL.txt [2025-12-31T20:32:05.868032] [INFO ] [sig ] [2972/3534] Completed SSL in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:05.868074] [INFO ] [sig ] [2973/3534] Forecasting SSNC... [2025-12-31T20:32:05.868104] [INFO ] [sig ] Generating forecast for: SSNC [2025-12-31T20:32:05.868136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'. [2025-12-31T20:32:05.879101] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSNC'. [2025-12-31T20:32:05.879453] [INFO ] [FORECASTER] Starting predict_future for SSNC [2025-12-31T20:32:05.880274] [DEBUG] [LOCAL ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt [2025-12-31T20:32:05.880338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:05.880377] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:05.880407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:05.880464] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:05.937432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:05.938192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:05.938277] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:05.938311] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:06.060619] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:06.060794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:06.060853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:06.060891] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:06.064868] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-12-31T20:32:06.065215] [INFO ] [FORECASTER] Completed predict_future for SSNC [2025-12-31T20:32:06.065368] [INFO ] [sig ] SSNC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:06.209203] [INFO ] [LOCAL ] Saved forecast: SSNC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SSNC.txt [2025-12-31T20:32:06.209368] [INFO ] [sig ] [2973/3534] Completed SSNC in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:06.209412] [INFO ] [sig ] [2974/3534] Forecasting SSP... [2025-12-31T20:32:06.209442] [INFO ] [sig ] Generating forecast for: SSP [2025-12-31T20:32:06.209480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'. [2025-12-31T20:32:06.221227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSP'. [2025-12-31T20:32:06.221597] [INFO ] [FORECASTER] Starting predict_future for SSP [2025-12-31T20:32:06.222456] [DEBUG] [LOCAL ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt [2025-12-31T20:32:06.222510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:06.222544] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:06.222602] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:06.222677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:06.293462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:06.294449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:06.294585] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:06.294632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:06.411894] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:06.412038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:06.412095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:06.412127] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:06.415598] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: DOWN (p=2.51%) [2025-12-31T20:32:06.415890] [INFO ] [FORECASTER] Completed predict_future for SSP [2025-12-31T20:32:06.416025] [INFO ] [sig ] SSP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:06.555494] [INFO ] [LOCAL ] Saved forecast: SSP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SSP.txt [2025-12-31T20:32:06.555641] [INFO ] [sig ] [2974/3534] Completed SSP in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:06.555683] [INFO ] [sig ] [2975/3534] Forecasting SSRM... [2025-12-31T20:32:06.555713] [INFO ] [sig ] Generating forecast for: SSRM [2025-12-31T20:32:06.555743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'. [2025-12-31T20:32:06.566732] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSRM'. [2025-12-31T20:32:06.567040] [INFO ] [FORECASTER] Starting predict_future for SSRM [2025-12-31T20:32:06.567854] [DEBUG] [LOCAL ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt [2025-12-31T20:32:06.567908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:06.567948] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:06.567981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:06.568046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:06.626095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:06.626893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:06.626975] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:06.627008] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:06.743586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:06.743743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:06.743784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:06.743812] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:06.747156] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=27.43%) [2025-12-31T20:32:06.747431] [INFO ] [FORECASTER] Completed predict_future for SSRM [2025-12-31T20:32:06.747551] [INFO ] [sig ] SSRM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:06.887512] [INFO ] [LOCAL ] Saved forecast: SSRM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SSRM.txt [2025-12-31T20:32:06.887668] [INFO ] [sig ] [2975/3534] Completed SSRM in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:06.887710] [INFO ] [sig ] [2976/3534] Forecasting SSSS... [2025-12-31T20:32:06.887740] [INFO ] [sig ] Generating forecast for: SSSS [2025-12-31T20:32:06.887770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'. [2025-12-31T20:32:06.899358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSSS'. [2025-12-31T20:32:06.899719] [INFO ] [FORECASTER] Starting predict_future for SSSS [2025-12-31T20:32:06.900624] [DEBUG] [LOCAL ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt [2025-12-31T20:32:06.900690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:06.900733] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:06.900763] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:06.900826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:06.962449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:06.963220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:06.963304] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:06.963337] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:07.085978] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:07.086148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:07.086202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:07.086232] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:07.089806] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=67.19%) [2025-12-31T20:32:07.090085] [INFO ] [FORECASTER] Completed predict_future for SSSS [2025-12-31T20:32:07.090211] [INFO ] [sig ] SSSS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:07.233946] [INFO ] [LOCAL ] Saved forecast: SSSS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SSSS.txt [2025-12-31T20:32:07.234091] [INFO ] [sig ] [2976/3534] Completed SSSS in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:07.234133] [INFO ] [sig ] [2977/3534] Forecasting SSTI... [2025-12-31T20:32:07.234165] [INFO ] [sig ] Generating forecast for: SSTI [2025-12-31T20:32:07.234196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'. [2025-12-31T20:32:07.245240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTI'. [2025-12-31T20:32:07.245518] [INFO ] [FORECASTER] Starting predict_future for SSTI [2025-12-31T20:32:07.246291] [DEBUG] [LOCAL ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt [2025-12-31T20:32:07.246343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:07.246374] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:07.246402] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:07.246461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:07.302643] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:07.303421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:07.303534] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:07.303568] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:07.424031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:07.424183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:07.424224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:07.424253] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:07.427710] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=72.98%) [2025-12-31T20:32:07.427987] [INFO ] [FORECASTER] Completed predict_future for SSTI [2025-12-31T20:32:07.428109] [INFO ] [sig ] SSTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:07.566364] [INFO ] [LOCAL ] Saved forecast: SSTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SSTI.txt [2025-12-31T20:32:07.566508] [INFO ] [sig ] [2977/3534] Completed SSTI in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:07.566548] [INFO ] [sig ] [2978/3534] Forecasting SSTK... [2025-12-31T20:32:07.566596] [INFO ] [sig ] Generating forecast for: SSTK [2025-12-31T20:32:07.566629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-12-31T20:32:07.578157] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSTK'. [2025-12-31T20:32:07.578487] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-12-31T20:32:07.579357] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-12-31T20:32:07.579423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:07.579476] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:07.579506] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:07.579566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:07.637961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:07.638673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:07.638759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:07.638792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:07.763158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:07.763267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:07.763307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:07.763337] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:07.766735] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=7.13%) [2025-12-31T20:32:07.767020] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-12-31T20:32:07.767146] [INFO ] [sig ] SSTK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:07.905144] [INFO ] [LOCAL ] Saved forecast: SSTK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SSTK.txt [2025-12-31T20:32:07.905271] [INFO ] [sig ] [2978/3534] Completed SSTK in 0.3s | 2.91 sym/s | Total: 17.0m | ETA: 3.2m [2025-12-31T20:32:07.905312] [INFO ] [sig ] [2979/3534] Forecasting SSYS... [2025-12-31T20:32:07.905343] [INFO ] [sig ] Generating forecast for: SSYS [2025-12-31T20:32:07.905375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'. [2025-12-31T20:32:07.916700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SSYS'. [2025-12-31T20:32:07.916984] [INFO ] [FORECASTER] Starting predict_future for SSYS [2025-12-31T20:32:07.917761] [DEBUG] [LOCAL ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt [2025-12-31T20:32:07.917812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:07.917844] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:07.917871] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:07.917928] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:07.974196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:07.974826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:07.974903] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:07.974935] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:08.091629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:08.091761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:08.091800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:08.091829] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:08.095085] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-12-31T20:32:08.095357] [INFO ] [FORECASTER] Completed predict_future for SSYS [2025-12-31T20:32:08.095476] [INFO ] [sig ] SSYS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:08.234127] [INFO ] [LOCAL ] Saved forecast: SSYS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SSYS.txt [2025-12-31T20:32:08.234252] [INFO ] [sig ] [2979/3534] Completed SSYS in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m [2025-12-31T20:32:08.234290] [INFO ] [sig ] [2980/3534] Forecasting STAA... [2025-12-31T20:32:08.234320] [INFO ] [sig ] Generating forecast for: STAA [2025-12-31T20:32:08.234351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'. [2025-12-31T20:32:08.245643] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAA'. [2025-12-31T20:32:08.245942] [INFO ] [FORECASTER] Starting predict_future for STAA [2025-12-31T20:32:08.246773] [DEBUG] [LOCAL ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt [2025-12-31T20:32:08.246828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:08.246861] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:08.246890] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:08.246949] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:08.303851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:08.304489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:08.304570] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:08.304624] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:08.425637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:08.425796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:08.425841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:08.425874] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:08.429356] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=38.14%) [2025-12-31T20:32:08.429658] [INFO ] [FORECASTER] Completed predict_future for STAA [2025-12-31T20:32:08.429786] [INFO ] [sig ] STAA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:08.586049] [INFO ] [LOCAL ] Saved forecast: STAA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STAA.txt [2025-12-31T20:32:08.586200] [INFO ] [sig ] [2980/3534] Completed STAA in 0.4s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m [2025-12-31T20:32:08.586241] [INFO ] [sig ] [2981/3534] Forecasting STAG... [2025-12-31T20:32:08.586272] [INFO ] [sig ] Generating forecast for: STAG [2025-12-31T20:32:08.586303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-12-31T20:32:08.596938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STAG'. [2025-12-31T20:32:08.597225] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-12-31T20:32:08.597997] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-12-31T20:32:08.598048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:08.598080] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:08.598106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:08.598164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:08.655227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:08.656278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:08.656371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:08.656405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:08.778484] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:08.778625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:08.778669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:08.778699] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:08.781996] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=19.93%) [2025-12-31T20:32:08.782300] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-12-31T20:32:08.782433] [INFO ] [sig ] STAG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:08.924052] [INFO ] [LOCAL ] Saved forecast: STAG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STAG.txt [2025-12-31T20:32:08.924191] [INFO ] [sig ] [2981/3534] Completed STAG in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m [2025-12-31T20:32:08.924242] [INFO ] [sig ] [2982/3534] Forecasting STBA... [2025-12-31T20:32:08.924283] [INFO ] [sig ] Generating forecast for: STBA [2025-12-31T20:32:08.924316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'. [2025-12-31T20:32:08.936745] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STBA'. [2025-12-31T20:32:08.937082] [INFO ] [FORECASTER] Starting predict_future for STBA [2025-12-31T20:32:08.937902] [DEBUG] [LOCAL ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt [2025-12-31T20:32:08.937954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:08.937987] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:08.938014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:08.938072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:08.994324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:08.994968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:08.995047] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:08.995087] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:09.109653] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:09.109801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:09.109842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:09.109870] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:09.113203] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: DOWN (p=8.63%) [2025-12-31T20:32:09.113485] [INFO ] [FORECASTER] Completed predict_future for STBA [2025-12-31T20:32:09.113624] [INFO ] [sig ] STBA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:09.251799] [INFO ] [LOCAL ] Saved forecast: STBA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STBA.txt [2025-12-31T20:32:09.251948] [INFO ] [sig ] [2982/3534] Completed STBA in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m [2025-12-31T20:32:09.251988] [INFO ] [sig ] [2983/3534] Forecasting STC... [2025-12-31T20:32:09.252017] [INFO ] [sig ] Generating forecast for: STC [2025-12-31T20:32:09.252048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-12-31T20:32:09.263503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STC'. [2025-12-31T20:32:09.263824] [INFO ] [FORECASTER] Starting predict_future for STC [2025-12-31T20:32:09.264641] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-12-31T20:32:09.264692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:09.264725] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:09.264751] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:09.264808] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:09.321958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:09.322601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:09.322682] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:09.322715] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:09.443297] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:09.443439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:09.443480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:09.443510] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:09.446941] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=98.88%) [2025-12-31T20:32:09.447271] [INFO ] [FORECASTER] Completed predict_future for STC [2025-12-31T20:32:09.447409] [INFO ] [sig ] STC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:09.587162] [INFO ] [LOCAL ] Saved forecast: STC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STC.txt [2025-12-31T20:32:09.587293] [INFO ] [sig ] [2983/3534] Completed STC in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.2m [2025-12-31T20:32:09.587333] [INFO ] [sig ] [2984/3534] Forecasting STE... [2025-12-31T20:32:09.587364] [INFO ] [sig ] Generating forecast for: STE [2025-12-31T20:32:09.587397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-12-31T20:32:09.599039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STE'. [2025-12-31T20:32:09.599351] [INFO ] [FORECASTER] Starting predict_future for STE [2025-12-31T20:32:09.600193] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-12-31T20:32:09.600248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:09.600307] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:09.600336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:09.600401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:09.658239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:09.659170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:09.659287] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:09.659327] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:09.781503] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:09.781685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:09.781728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:09.781758] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:09.785197] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=37.83%) [2025-12-31T20:32:09.785476] [INFO ] [FORECASTER] Completed predict_future for STE [2025-12-31T20:32:09.785617] [INFO ] [sig ] STE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:09.930165] [INFO ] [LOCAL ] Saved forecast: STE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STE.txt [2025-12-31T20:32:09.930310] [INFO ] [sig ] [2984/3534] Completed STE in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:09.930360] [INFO ] [sig ] [2985/3534] Forecasting STEL... [2025-12-31T20:32:09.930398] [INFO ] [sig ] Generating forecast for: STEL [2025-12-31T20:32:09.930438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-12-31T20:32:09.941850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEL'. [2025-12-31T20:32:09.942121] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-12-31T20:32:09.942902] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-12-31T20:32:09.942953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:09.942985] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:09.943012] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:09.943069] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:09.999619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:10.000269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:10.000359] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:10.000398] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:10.115239] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:10.115393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:10.115433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:10.115481] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:10.118949] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=66.16%) [2025-12-31T20:32:10.119297] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-12-31T20:32:10.119437] [INFO ] [sig ] STEL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:10.259712] [INFO ] [LOCAL ] Saved forecast: STEL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STEL.txt [2025-12-31T20:32:10.259873] [INFO ] [sig ] [2985/3534] Completed STEL in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:10.259914] [INFO ] [sig ] [2986/3534] Forecasting STEM... [2025-12-31T20:32:10.259945] [INFO ] [sig ] Generating forecast for: STEM [2025-12-31T20:32:10.259975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-12-31T20:32:10.271672] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEM'. [2025-12-31T20:32:10.271940] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-12-31T20:32:10.272717] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-12-31T20:32:10.272768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:10.272801] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:10.272828] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:10.272885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:10.329554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:10.330466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:10.330554] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:10.330607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:10.449863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:10.450024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:10.450063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:10.450091] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:10.453417] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=17.51%) [2025-12-31T20:32:10.453709] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-12-31T20:32:10.453831] [INFO ] [sig ] STEM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:10.595331] [INFO ] [LOCAL ] Saved forecast: STEM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STEM.txt [2025-12-31T20:32:10.595493] [INFO ] [sig ] [2986/3534] Completed STEM in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:10.595533] [INFO ] [sig ] [2987/3534] Forecasting STEP... [2025-12-31T20:32:10.595562] [INFO ] [sig ] Generating forecast for: STEP [2025-12-31T20:32:10.595616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'. [2025-12-31T20:32:10.607007] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STEP'. [2025-12-31T20:32:10.607379] [INFO ] [FORECASTER] Starting predict_future for STEP [2025-12-31T20:32:10.608174] [DEBUG] [LOCAL ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt [2025-12-31T20:32:10.608226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:10.608258] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:10.608284] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:10.608341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:10.669330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:10.670278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:10.670361] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:10.670412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:10.785057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:10.785218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:10.785258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:10.785322] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:10.788766] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=97.23%) [2025-12-31T20:32:10.789070] [INFO ] [FORECASTER] Completed predict_future for STEP [2025-12-31T20:32:10.789198] [INFO ] [sig ] STEP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:10.929701] [INFO ] [LOCAL ] Saved forecast: STEP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STEP.txt [2025-12-31T20:32:10.929858] [INFO ] [sig ] [2987/3534] Completed STEP in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:10.929897] [INFO ] [sig ] [2988/3534] Forecasting STHO... [2025-12-31T20:32:10.929927] [INFO ] [sig ] Generating forecast for: STHO [2025-12-31T20:32:10.929958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'. [2025-12-31T20:32:10.941267] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STHO'. [2025-12-31T20:32:10.941703] [INFO ] [FORECASTER] Starting predict_future for STHO [2025-12-31T20:32:10.942496] [DEBUG] [LOCAL ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt [2025-12-31T20:32:10.942549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:10.942605] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:10.942634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:10.942692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:10.999477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:11.000314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:11.000406] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:11.000445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:11.117235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:11.117412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:11.117468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:11.117510] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:11.121214] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=16.62%) [2025-12-31T20:32:11.121560] [INFO ] [FORECASTER] Completed predict_future for STHO [2025-12-31T20:32:11.121721] [INFO ] [sig ] STHO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:11.263909] [INFO ] [LOCAL ] Saved forecast: STHO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STHO.txt [2025-12-31T20:32:11.264069] [INFO ] [sig ] [2988/3534] Completed STHO in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:11.264119] [INFO ] [sig ] [2989/3534] Forecasting STI... [2025-12-31T20:32:11.264152] [INFO ] [sig ] Generating forecast for: STI [2025-12-31T20:32:11.264185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'. [2025-12-31T20:32:11.275550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STI'. [2025-12-31T20:32:11.275879] [INFO ] [FORECASTER] Starting predict_future for STI [2025-12-31T20:32:11.276662] [DEBUG] [LOCAL ] No optimal features file found for STI: ./output/feature-sets/STI.txt [2025-12-31T20:32:11.276714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:11.276746] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:11.276786] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:11.276846] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:11.341664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:11.342524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:11.342647] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:11.342681] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:11.467309] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:11.467482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:11.467522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:11.467551] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:11.471014] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-12-31T20:32:11.471301] [INFO ] [FORECASTER] Completed predict_future for STI [2025-12-31T20:32:11.471426] [INFO ] [sig ] STI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:11.612091] [INFO ] [LOCAL ] Saved forecast: STI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STI.txt [2025-12-31T20:32:11.612225] [INFO ] [sig ] [2989/3534] Completed STI in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:11.612267] [INFO ] [sig ] [2990/3534] Forecasting STIM... [2025-12-31T20:32:11.612296] [INFO ] [sig ] Generating forecast for: STIM [2025-12-31T20:32:11.612326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'. [2025-12-31T20:32:11.625057] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STIM'. [2025-12-31T20:32:11.625467] [INFO ] [FORECASTER] Starting predict_future for STIM [2025-12-31T20:32:11.626279] [DEBUG] [LOCAL ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt [2025-12-31T20:32:11.626331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:11.626362] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:11.626389] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:11.626446] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:11.683294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:11.684109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:11.684191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:11.684222] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:11.808663] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:11.808825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:11.808867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:11.808896] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:11.812968] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=12.76%) [2025-12-31T20:32:11.813285] [INFO ] [FORECASTER] Completed predict_future for STIM [2025-12-31T20:32:11.813425] [INFO ] [sig ] STIM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:11.953554] [INFO ] [LOCAL ] Saved forecast: STIM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STIM.txt [2025-12-31T20:32:11.953717] [INFO ] [sig ] [2990/3534] Completed STIM in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:11.953759] [INFO ] [sig ] [2991/3534] Forecasting STK... [2025-12-31T20:32:11.953789] [INFO ] [sig ] Generating forecast for: STK [2025-12-31T20:32:11.953820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-12-31T20:32:11.971545] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STK'. [2025-12-31T20:32:11.971911] [INFO ] [FORECASTER] Starting predict_future for STK [2025-12-31T20:32:11.972750] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-12-31T20:32:11.972803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:11.972852] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:11.972904] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:11.972973] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:12.030740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:12.031594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:12.031684] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:12.031718] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:12.150816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:12.150978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:12.151020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:12.151050] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:12.154455] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=76.97%) [2025-12-31T20:32:12.154754] [INFO ] [FORECASTER] Completed predict_future for STK [2025-12-31T20:32:12.154875] [INFO ] [sig ] STK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:12.295469] [INFO ] [LOCAL ] Saved forecast: STK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STK.txt [2025-12-31T20:32:12.295624] [INFO ] [sig ] [2991/3534] Completed STK in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:12.295668] [INFO ] [sig ] [2992/3534] Forecasting STKH... [2025-12-31T20:32:12.295699] [INFO ] [sig ] Generating forecast for: STKH [2025-12-31T20:32:12.295730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'. [2025-12-31T20:32:12.306779] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKH'. [2025-12-31T20:32:12.307078] [INFO ] [FORECASTER] Starting predict_future for STKH [2025-12-31T20:32:12.307863] [DEBUG] [LOCAL ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt [2025-12-31T20:32:12.307916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:12.307948] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:12.307974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:12.308030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:12.364917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:12.365725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:12.365807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:12.365840] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:12.477292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:12.477453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:12.477494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:12.477523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:12.481019] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=20.66%) [2025-12-31T20:32:12.481301] [INFO ] [FORECASTER] Completed predict_future for STKH [2025-12-31T20:32:12.481422] [INFO ] [sig ] STKH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:12.623361] [INFO ] [LOCAL ] Saved forecast: STKH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STKH.txt [2025-12-31T20:32:12.623508] [INFO ] [sig ] [2992/3534] Completed STKH in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:12.623550] [INFO ] [sig ] [2993/3534] Forecasting STKL... [2025-12-31T20:32:12.623598] [INFO ] [sig ] Generating forecast for: STKL [2025-12-31T20:32:12.623639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'. [2025-12-31T20:32:12.634913] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKL'. [2025-12-31T20:32:12.635215] [INFO ] [FORECASTER] Starting predict_future for STKL [2025-12-31T20:32:12.635993] [DEBUG] [LOCAL ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt [2025-12-31T20:32:12.636046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:12.636078] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:12.636104] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:12.636161] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:12.696272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:12.697173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:12.697253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:12.697285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:12.818069] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:12.818224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:12.818263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:12.818291] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:12.821660] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=29.81%) [2025-12-31T20:32:12.821939] [INFO ] [FORECASTER] Completed predict_future for STKL [2025-12-31T20:32:12.822060] [INFO ] [sig ] STKL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:12.961849] [INFO ] [LOCAL ] Saved forecast: STKL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STKL.txt [2025-12-31T20:32:12.961986] [INFO ] [sig ] [2993/3534] Completed STKL in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:12.962025] [INFO ] [sig ] [2994/3534] Forecasting STKS... [2025-12-31T20:32:12.962055] [INFO ] [sig ] Generating forecast for: STKS [2025-12-31T20:32:12.962085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'. [2025-12-31T20:32:12.973590] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STKS'. [2025-12-31T20:32:12.973891] [INFO ] [FORECASTER] Starting predict_future for STKS [2025-12-31T20:32:12.974670] [DEBUG] [LOCAL ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt [2025-12-31T20:32:12.974721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:12.974752] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:12.974779] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:12.974835] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:13.031898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:13.032756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:13.032872] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:13.032907] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:13.154665] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:13.154823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:13.154865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:13.154896] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:13.158388] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=23.12%) [2025-12-31T20:32:13.158695] [INFO ] [FORECASTER] Completed predict_future for STKS [2025-12-31T20:32:13.158822] [INFO ] [sig ] STKS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:13.299058] [INFO ] [LOCAL ] Saved forecast: STKS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STKS.txt [2025-12-31T20:32:13.299265] [INFO ] [sig ] [2994/3534] Completed STKS in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:13.299328] [INFO ] [sig ] [2995/3534] Forecasting STLA... [2025-12-31T20:32:13.299372] [INFO ] [sig ] Generating forecast for: STLA [2025-12-31T20:32:13.299414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-12-31T20:32:13.311351] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLA'. [2025-12-31T20:32:13.311654] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-12-31T20:32:13.312409] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-12-31T20:32:13.312460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:13.312492] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:13.312519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:13.312593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:13.370317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:13.371066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:13.371147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:13.371182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:13.492811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:13.492982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:13.493030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:13.493062] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:13.496682] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=96.22%) [2025-12-31T20:32:13.496983] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-12-31T20:32:13.497116] [INFO ] [sig ] STLA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:13.641152] [INFO ] [LOCAL ] Saved forecast: STLA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STLA.txt [2025-12-31T20:32:13.641307] [INFO ] [sig ] [2995/3534] Completed STLA in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:13.641348] [INFO ] [sig ] [2996/3534] Forecasting STLD... [2025-12-31T20:32:13.641377] [INFO ] [sig ] Generating forecast for: STLD [2025-12-31T20:32:13.641407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'. [2025-12-31T20:32:13.654162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STLD'. [2025-12-31T20:32:13.654530] [INFO ] [FORECASTER] Starting predict_future for STLD [2025-12-31T20:32:13.655550] [DEBUG] [LOCAL ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt [2025-12-31T20:32:13.655808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:13.655840] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:13.655867] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:13.655925] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:13.716716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:13.717626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:13.717710] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:13.717746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:13.838369] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:13.838534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:13.838601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:13.838657] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:13.842147] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: UP (p=97.34%) [2025-12-31T20:32:13.842444] [INFO ] [FORECASTER] Completed predict_future for STLD [2025-12-31T20:32:13.842610] [INFO ] [sig ] STLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:13.988141] [INFO ] [LOCAL ] Saved forecast: STLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STLD.txt [2025-12-31T20:32:13.988346] [INFO ] [sig ] [2996/3534] Completed STLD in 0.3s | 2.91 sym/s | Total: 17.1m | ETA: 3.1m [2025-12-31T20:32:13.988415] [INFO ] [sig ] [2997/3534] Forecasting STM... [2025-12-31T20:32:13.988468] [INFO ] [sig ] Generating forecast for: STM [2025-12-31T20:32:13.988527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-12-31T20:32:14.001313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STM'. [2025-12-31T20:32:14.001660] [INFO ] [FORECASTER] Starting predict_future for STM [2025-12-31T20:32:14.002440] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-12-31T20:32:14.002493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:14.002526] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:14.002553] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:14.002637] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:14.059039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:14.059775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:14.059856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:14.059889] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:14.182218] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:14.182377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:14.182416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:14.182447] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:14.185831] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=69.51%) [2025-12-31T20:32:14.186106] [INFO ] [FORECASTER] Completed predict_future for STM [2025-12-31T20:32:14.186226] [INFO ] [sig ] STM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:14.327115] [INFO ] [LOCAL ] Saved forecast: STM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STM.txt [2025-12-31T20:32:14.327284] [INFO ] [sig ] [2997/3534] Completed STM in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m [2025-12-31T20:32:14.327325] [INFO ] [sig ] [2998/3534] Forecasting STN... [2025-12-31T20:32:14.327356] [INFO ] [sig ] Generating forecast for: STN [2025-12-31T20:32:14.327387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-12-31T20:32:14.338609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STN'. [2025-12-31T20:32:14.338899] [INFO ] [FORECASTER] Starting predict_future for STN [2025-12-31T20:32:14.339732] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-12-31T20:32:14.339784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:14.339815] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:14.339842] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:14.339899] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:14.396016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:14.396891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:14.396976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:14.397008] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:14.514793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:14.514951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:14.514994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:14.515023] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:14.518503] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=7.16%) [2025-12-31T20:32:14.518798] [INFO ] [FORECASTER] Completed predict_future for STN [2025-12-31T20:32:14.518922] [INFO ] [sig ] STN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:14.664303] [INFO ] [LOCAL ] Saved forecast: STN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STN.txt [2025-12-31T20:32:14.664441] [INFO ] [sig ] [2998/3534] Completed STN in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m [2025-12-31T20:32:14.664481] [INFO ] [sig ] [2999/3534] Forecasting STNE... [2025-12-31T20:32:14.664512] [INFO ] [sig ] Generating forecast for: STNE [2025-12-31T20:32:14.664542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'. [2025-12-31T20:32:14.676079] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STNE'. [2025-12-31T20:32:14.676411] [INFO ] [FORECASTER] Starting predict_future for STNE [2025-12-31T20:32:14.677201] [DEBUG] [LOCAL ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt [2025-12-31T20:32:14.677255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:14.677286] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:14.677313] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:14.677374] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:14.733962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:14.734858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:14.734945] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:14.734976] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:14.863792] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:14.864077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:14.864122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:14.864153] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:14.867773] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: DOWN (p=13.08%) [2025-12-31T20:32:14.868072] [INFO ] [FORECASTER] Completed predict_future for STNE [2025-12-31T20:32:14.868209] [INFO ] [sig ] STNE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:15.016543] [INFO ] [LOCAL ] Saved forecast: STNE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STNE.txt [2025-12-31T20:32:15.016715] [INFO ] [sig ] [2999/3534] Completed STNE in 0.4s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m [2025-12-31T20:32:15.016757] [INFO ] [sig ] [3000/3534] Forecasting STOK... [2025-12-31T20:32:15.016789] [INFO ] [sig ] Generating forecast for: STOK [2025-12-31T20:32:15.016821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'. [2025-12-31T20:32:15.029076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STOK'. [2025-12-31T20:32:15.029444] [INFO ] [FORECASTER] Starting predict_future for STOK [2025-12-31T20:32:15.030304] [DEBUG] [LOCAL ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt [2025-12-31T20:32:15.030360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:15.030393] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:15.030422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:15.030494] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:15.094748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:15.095725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:15.095823] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:15.095859] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:15.220487] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:15.220666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:15.220709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:15.220738] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:15.224117] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=99.71%) [2025-12-31T20:32:15.224398] [INFO ] [FORECASTER] Completed predict_future for STOK [2025-12-31T20:32:15.224523] [INFO ] [sig ] STOK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:15.363455] [INFO ] [LOCAL ] Saved forecast: STOK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STOK.txt [2025-12-31T20:32:15.363624] [INFO ] [sig ] [3000/3534] Completed STOK in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m [2025-12-31T20:32:15.363856] [INFO ] [sig ] [3001/3534] Forecasting STRA... [2025-12-31T20:32:15.363886] [INFO ] [sig ] Generating forecast for: STRA [2025-12-31T20:32:15.363917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'. [2025-12-31T20:32:15.375076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRA'. [2025-12-31T20:32:15.375398] [INFO ] [FORECASTER] Starting predict_future for STRA [2025-12-31T20:32:15.376197] [DEBUG] [LOCAL ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt [2025-12-31T20:32:15.376249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:15.376308] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:15.376336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:15.376393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:15.432815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:15.433711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:15.433794] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:15.433826] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:15.553057] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:15.553219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:15.553260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:15.553289] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:15.556984] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-12-31T20:32:15.557260] [INFO ] [FORECASTER] Completed predict_future for STRA [2025-12-31T20:32:15.557385] [INFO ] [sig ] STRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:15.701244] [INFO ] [LOCAL ] Saved forecast: STRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STRA.txt [2025-12-31T20:32:15.701412] [INFO ] [sig ] [3001/3534] Completed STRA in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.1m [2025-12-31T20:32:15.701453] [INFO ] [sig ] [3002/3534] Forecasting STRL... [2025-12-31T20:32:15.701482] [INFO ] [sig ] Generating forecast for: STRL [2025-12-31T20:32:15.701512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'. [2025-12-31T20:32:15.714030] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRL'. [2025-12-31T20:32:15.714347] [INFO ] [FORECASTER] Starting predict_future for STRL [2025-12-31T20:32:15.715129] [DEBUG] [LOCAL ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt [2025-12-31T20:32:15.715193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:15.715226] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:15.715252] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:15.715309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:15.771085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:15.771773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:15.771852] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:15.771884] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:15.894746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:15.894908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:15.894949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:15.894977] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:15.898329] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: DOWN (p=14.73%) [2025-12-31T20:32:15.898621] [INFO ] [FORECASTER] Completed predict_future for STRL [2025-12-31T20:32:15.898746] [INFO ] [sig ] STRL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:16.037828] [INFO ] [LOCAL ] Saved forecast: STRL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STRL.txt [2025-12-31T20:32:16.037979] [INFO ] [sig ] [3002/3534] Completed STRL in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:16.038020] [INFO ] [sig ] [3003/3534] Forecasting STRS... [2025-12-31T20:32:16.038049] [INFO ] [sig ] Generating forecast for: STRS [2025-12-31T20:32:16.038079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'. [2025-12-31T20:32:16.048393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STRS'. [2025-12-31T20:32:16.048715] [INFO ] [FORECASTER] Starting predict_future for STRS [2025-12-31T20:32:16.049705] [DEBUG] [LOCAL ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt [2025-12-31T20:32:16.049759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:16.049793] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:16.049820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:16.049878] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:16.109195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:16.110162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:16.110256] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:16.110294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:16.204031] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:16.204198] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:32:16.204251] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:16.204296] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:16.207958] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=16.97%) [2025-12-31T20:32:16.208245] [INFO ] [FORECASTER] Completed predict_future for STRS [2025-12-31T20:32:16.208374] [INFO ] [sig ] STRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:16.354291] [INFO ] [LOCAL ] Saved forecast: STRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STRS.txt [2025-12-31T20:32:16.354435] [INFO ] [sig ] [3003/3534] Completed STRS in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:16.354478] [INFO ] [sig ] [3004/3534] Forecasting STSS... [2025-12-31T20:32:16.354509] [INFO ] [sig ] Generating forecast for: STSS [2025-12-31T20:32:16.354546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'. [2025-12-31T20:32:16.366315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STSS'. [2025-12-31T20:32:16.366789] [INFO ] [FORECASTER] Starting predict_future for STSS [2025-12-31T20:32:16.367699] [DEBUG] [LOCAL ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt [2025-12-31T20:32:16.367755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:16.367790] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:16.367820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:16.367885] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:16.432495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:16.433617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:16.433732] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:16.433772] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:16.557862] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:16.558014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:16.558054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:16.558113] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:16.561599] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-12-31T20:32:16.561872] [INFO ] [FORECASTER] Completed predict_future for STSS [2025-12-31T20:32:16.561994] [INFO ] [sig ] STSS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:16.699484] [INFO ] [LOCAL ] Saved forecast: STSS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STSS.txt [2025-12-31T20:32:16.699638] [INFO ] [sig ] [3004/3534] Completed STSS in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:16.699679] [INFO ] [sig ] [3005/3534] Forecasting STTK... [2025-12-31T20:32:16.699709] [INFO ] [sig ] Generating forecast for: STTK [2025-12-31T20:32:16.699740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'. [2025-12-31T20:32:16.711410] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STTK'. [2025-12-31T20:32:16.711712] [INFO ] [FORECASTER] Starting predict_future for STTK [2025-12-31T20:32:16.712471] [DEBUG] [LOCAL ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt [2025-12-31T20:32:16.712534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:16.712597] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:16.712634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:16.712697] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:16.771764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:16.772556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:16.772657] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:16.772692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:16.896240] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:16.896399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:16.896441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:16.896471] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:16.899969] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=69.86%) [2025-12-31T20:32:16.900245] [INFO ] [FORECASTER] Completed predict_future for STTK [2025-12-31T20:32:16.900367] [INFO ] [sig ] STTK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:17.040608] [INFO ] [LOCAL ] Saved forecast: STTK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STTK.txt [2025-12-31T20:32:17.040754] [INFO ] [sig ] [3005/3534] Completed STTK in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:17.040793] [INFO ] [sig ] [3006/3534] Forecasting STVN... [2025-12-31T20:32:17.040823] [INFO ] [sig ] Generating forecast for: STVN [2025-12-31T20:32:17.040853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-12-31T20:32:17.058089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STVN'. [2025-12-31T20:32:17.058400] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-12-31T20:32:17.059189] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-12-31T20:32:17.059264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:17.059300] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:17.059329] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:17.059387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:17.117015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:17.117920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:17.118002] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:17.118034] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:17.240469] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:17.240666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:17.240715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:17.240747] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:17.244311] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=96.28%) [2025-12-31T20:32:17.244628] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-12-31T20:32:17.244755] [INFO ] [sig ] STVN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:17.383688] [INFO ] [LOCAL ] Saved forecast: STVN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STVN.txt [2025-12-31T20:32:17.383808] [INFO ] [sig ] [3006/3534] Completed STVN in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:17.383848] [INFO ] [sig ] [3007/3534] Forecasting STWD... [2025-12-31T20:32:17.383877] [INFO ] [sig ] Generating forecast for: STWD [2025-12-31T20:32:17.383908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-12-31T20:32:17.395692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STWD'. [2025-12-31T20:32:17.395974] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-12-31T20:32:17.396748] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-12-31T20:32:17.396800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:17.396832] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:17.396859] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:17.396915] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:17.453559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:17.454193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:17.454270] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:17.454302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:17.572793] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:17.572940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:17.572981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:17.573009] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:17.576339] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=62.33%) [2025-12-31T20:32:17.576655] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-12-31T20:32:17.576781] [INFO ] [sig ] STWD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:17.715615] [INFO ] [LOCAL ] Saved forecast: STWD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STWD.txt [2025-12-31T20:32:17.715757] [INFO ] [sig ] [3007/3534] Completed STWD in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:17.715796] [INFO ] [sig ] [3008/3534] Forecasting STX... [2025-12-31T20:32:17.715825] [INFO ] [sig ] Generating forecast for: STX [2025-12-31T20:32:17.715855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'. [2025-12-31T20:32:17.727439] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STX'. [2025-12-31T20:32:17.727756] [INFO ] [FORECASTER] Starting predict_future for STX [2025-12-31T20:32:17.728529] [DEBUG] [LOCAL ] No optimal features file found for STX: ./output/feature-sets/STX.txt [2025-12-31T20:32:17.728606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:17.728648] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:17.728678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:17.728738] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:17.787450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:17.788066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:17.788142] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:17.788173] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:17.909501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:17.909683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:17.909724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:17.909753] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:17.913079] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-12-31T20:32:17.913351] [INFO ] [FORECASTER] Completed predict_future for STX [2025-12-31T20:32:17.913471] [INFO ] [sig ] STX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:18.055251] [INFO ] [LOCAL ] Saved forecast: STX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STX.txt [2025-12-31T20:32:18.055383] [INFO ] [sig ] [3008/3534] Completed STX in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:18.055423] [INFO ] [sig ] [3009/3534] Forecasting STXE... [2025-12-31T20:32:18.055452] [INFO ] [sig ] Generating forecast for: STXE [2025-12-31T20:32:18.055482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-12-31T20:32:18.066748] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXE'. [2025-12-31T20:32:18.067038] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-12-31T20:32:18.067840] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-12-31T20:32:18.067893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:18.067926] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:18.067955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:18.068015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:18.125001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:18.125695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:18.125775] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:18.125807] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:18.229882] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:18.230063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:18.230103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:18.230130] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:18.233865] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=52.70%) [2025-12-31T20:32:18.234155] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-12-31T20:32:18.234278] [INFO ] [sig ] STXE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:18.373854] [INFO ] [LOCAL ] Saved forecast: STXE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/STXE.txt [2025-12-31T20:32:18.373985] [INFO ] [sig ] [3009/3534] Completed STXE in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:18.374024] [INFO ] [sig ] [3010/3534] Forecasting STXG... [2025-12-31T20:32:18.374054] [INFO ] [sig ] Generating forecast for: STXG [2025-12-31T20:32:18.374084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-12-31T20:32:18.385213] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'STXG'. [2025-12-31T20:32:18.385492] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-12-31T20:32:18.386299] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-12-31T20:32:18.386354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:18.386388] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:18.386417] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:18.386476] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:18.443101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:18.443751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:18.443826] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:18.443858] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:18.550935] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:18.551073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:18.551113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:18.551140] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:18.554420] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=38.31%) [2025-12-31T20:32:18.554708] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-12-31T20:32:18.554827] [INFO ] [sig ] STXG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:18.693907] [INFO ] [LOCAL ] Saved forecast: STXG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/STXG.txt [2025-12-31T20:32:18.694039] [INFO ] [sig ] [3010/3534] Completed STXG in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:18.694078] [INFO ] [sig ] [3011/3534] Forecasting SUI... [2025-12-31T20:32:18.694108] [INFO ] [sig ] Generating forecast for: SUI [2025-12-31T20:32:18.694138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-12-31T20:32:18.706039] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUI'. [2025-12-31T20:32:18.706371] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-12-31T20:32:18.707178] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-12-31T20:32:18.707232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:18.707265] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:18.707293] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:18.707353] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:18.768101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:18.768888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:18.768993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:18.769027] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:18.889936] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:18.890088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:18.890130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:18.890161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:18.893590] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=24.93%) [2025-12-31T20:32:18.893871] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-12-31T20:32:18.893995] [INFO ] [sig ] SUI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:19.033060] [INFO ] [LOCAL ] Saved forecast: SUI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SUI.txt [2025-12-31T20:32:19.033223] [INFO ] [sig ] [3011/3534] Completed SUI in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:19.033266] [INFO ] [sig ] [3012/3534] Forecasting SUN... [2025-12-31T20:32:19.033299] [INFO ] [sig ] Generating forecast for: SUN [2025-12-31T20:32:19.033330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-12-31T20:32:19.045141] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUN'. [2025-12-31T20:32:19.045455] [INFO ] [FORECASTER] Starting predict_future for SUN [2025-12-31T20:32:19.046291] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-12-31T20:32:19.046344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:19.046378] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:19.046406] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:19.046466] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:19.104645] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:19.105293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:19.105371] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:19.105405] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:19.226500] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:19.226670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:19.226711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:19.226741] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:19.230088] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=1.30%) [2025-12-31T20:32:19.230360] [INFO ] [FORECASTER] Completed predict_future for SUN [2025-12-31T20:32:19.230482] [INFO ] [sig ] SUN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:19.437925] [INFO ] [LOCAL ] Saved forecast: SUN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SUN.txt [2025-12-31T20:32:19.438082] [INFO ] [sig ] [3012/3534] Completed SUN in 0.4s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:19.438122] [INFO ] [sig ] [3013/3534] Forecasting SUNS... [2025-12-31T20:32:19.438152] [INFO ] [sig ] Generating forecast for: SUNS [2025-12-31T20:32:19.438182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'. [2025-12-31T20:32:19.450759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUNS'. [2025-12-31T20:32:19.451063] [INFO ] [FORECASTER] Starting predict_future for SUNS [2025-12-31T20:32:19.451867] [DEBUG] [LOCAL ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt [2025-12-31T20:32:19.451919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:19.451975] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:19.452005] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:19.452062] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:19.512169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:19.512959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:19.513052] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:19.513099] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:19.630946] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:19.631099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:19.631139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:19.631168] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:19.634568] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=63.88%) [2025-12-31T20:32:19.634888] [INFO ] [FORECASTER] Completed predict_future for SUNS [2025-12-31T20:32:19.635016] [INFO ] [sig ] SUNS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:19.775524] [INFO ] [LOCAL ] Saved forecast: SUNS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SUNS.txt [2025-12-31T20:32:19.775683] [INFO ] [sig ] [3013/3534] Completed SUNS in 0.3s | 2.91 sym/s | Total: 17.2m | ETA: 3.0m [2025-12-31T20:32:19.775724] [INFO ] [sig ] [3014/3534] Forecasting SUPN... [2025-12-31T20:32:19.775752] [INFO ] [sig ] Generating forecast for: SUPN [2025-12-31T20:32:19.775783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'. [2025-12-31T20:32:19.787444] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUPN'. [2025-12-31T20:32:19.787806] [INFO ] [FORECASTER] Starting predict_future for SUPN [2025-12-31T20:32:19.788625] [DEBUG] [LOCAL ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt [2025-12-31T20:32:19.788691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:19.788726] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:19.788754] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:19.788814] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:19.847760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:19.848617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:19.848702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:19.848737] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:19.971512] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:19.971700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:19.971746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:19.971780] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:19.975254] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=11.07%) [2025-12-31T20:32:19.975609] [INFO ] [FORECASTER] Completed predict_future for SUPN [2025-12-31T20:32:19.975754] [INFO ] [sig ] SUPN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:20.126283] [INFO ] [LOCAL ] Saved forecast: SUPN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SUPN.txt [2025-12-31T20:32:20.126475] [INFO ] [sig ] [3014/3534] Completed SUPN in 0.4s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m [2025-12-31T20:32:20.126517] [INFO ] [sig ] [3015/3534] Forecasting SURG... [2025-12-31T20:32:20.126547] [INFO ] [sig ] Generating forecast for: SURG [2025-12-31T20:32:20.126595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'. [2025-12-31T20:32:20.138485] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SURG'. [2025-12-31T20:32:20.138868] [INFO ] [FORECASTER] Starting predict_future for SURG [2025-12-31T20:32:20.139831] [DEBUG] [LOCAL ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt [2025-12-31T20:32:20.139884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:20.139917] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:20.139944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:20.140003] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:20.197831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:20.198470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:20.198550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:20.198601] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:20.319016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:20.319178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:20.319217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:20.319266] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:20.322677] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=44.36%) [2025-12-31T20:32:20.322949] [INFO ] [FORECASTER] Completed predict_future for SURG [2025-12-31T20:32:20.323083] [INFO ] [sig ] SURG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:20.465403] [INFO ] [LOCAL ] Saved forecast: SURG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SURG.txt [2025-12-31T20:32:20.465539] [INFO ] [sig ] [3015/3534] Completed SURG in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m [2025-12-31T20:32:20.465604] [INFO ] [sig ] [3016/3534] Forecasting SUSB... [2025-12-31T20:32:20.465638] [INFO ] [sig ] Generating forecast for: SUSB [2025-12-31T20:32:20.465670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'. [2025-12-31T20:32:20.478192] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSB'. [2025-12-31T20:32:20.478510] [INFO ] [FORECASTER] Starting predict_future for SUSB [2025-12-31T20:32:20.479352] [DEBUG] [LOCAL ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt [2025-12-31T20:32:20.479405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:20.479437] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:20.479464] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:20.479521] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:20.537009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:20.537902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:20.537985] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:20.538019] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:20.658453] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:20.658632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:20.658675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:20.658705] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:20.662082] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=32.15%) [2025-12-31T20:32:20.662365] [INFO ] [FORECASTER] Completed predict_future for SUSB [2025-12-31T20:32:20.662491] [INFO ] [sig ] SUSB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:20.803168] [INFO ] [LOCAL ] Saved forecast: SUSB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SUSB.txt [2025-12-31T20:32:20.803311] [INFO ] [sig ] [3016/3534] Completed SUSB in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m [2025-12-31T20:32:20.803358] [INFO ] [sig ] [3017/3534] Forecasting SUSC... [2025-12-31T20:32:20.803389] [INFO ] [sig ] Generating forecast for: SUSC [2025-12-31T20:32:20.803419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'. [2025-12-31T20:32:20.815263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSC'. [2025-12-31T20:32:20.815594] [INFO ] [FORECASTER] Starting predict_future for SUSC [2025-12-31T20:32:20.816358] [DEBUG] [LOCAL ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt [2025-12-31T20:32:20.816410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:20.816441] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:20.816468] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:20.816525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:20.872966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:20.873801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:20.873880] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:20.873913] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:20.992299] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:20.992455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:20.992497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:20.992526] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:20.995935] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=0.75%) [2025-12-31T20:32:20.996222] [INFO ] [FORECASTER] Completed predict_future for SUSC [2025-12-31T20:32:20.996344] [INFO ] [sig ] SUSC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:21.135161] [INFO ] [LOCAL ] Saved forecast: SUSC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SUSC.txt [2025-12-31T20:32:21.135294] [INFO ] [sig ] [3017/3534] Completed SUSC in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m [2025-12-31T20:32:21.135334] [INFO ] [sig ] [3018/3534] Forecasting SUSL... [2025-12-31T20:32:21.135364] [INFO ] [sig ] Generating forecast for: SUSL [2025-12-31T20:32:21.135395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'. [2025-12-31T20:32:21.146533] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUSL'. [2025-12-31T20:32:21.146821] [INFO ] [FORECASTER] Starting predict_future for SUSL [2025-12-31T20:32:21.147605] [DEBUG] [LOCAL ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt [2025-12-31T20:32:21.147660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:21.147716] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:21.147745] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:21.147803] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:21.203710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:21.204310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:21.204387] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:21.204420] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:21.319230] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:21.319401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:21.319442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:21.319470] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:21.322819] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=29.35%) [2025-12-31T20:32:21.323091] [INFO ] [FORECASTER] Completed predict_future for SUSL [2025-12-31T20:32:21.323238] [INFO ] [sig ] SUSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:21.463188] [INFO ] [LOCAL ] Saved forecast: SUSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SUSL.txt [2025-12-31T20:32:21.463346] [INFO ] [sig ] [3018/3534] Completed SUSL in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 3.0m [2025-12-31T20:32:21.463387] [INFO ] [sig ] [3019/3534] Forecasting SUUN... [2025-12-31T20:32:21.463417] [INFO ] [sig ] Generating forecast for: SUUN [2025-12-31T20:32:21.463446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'. [2025-12-31T20:32:21.474977] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUUN'. [2025-12-31T20:32:21.475233] [INFO ] [FORECASTER] Starting predict_future for SUUN [2025-12-31T20:32:21.476004] [DEBUG] [LOCAL ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt [2025-12-31T20:32:21.476055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:21.476087] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:21.476114] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:21.476171] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:21.532887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:21.533489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:21.533564] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:21.533615] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:21.651492] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:21.651658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:21.651700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:21.651730] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:21.655088] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=95.67%) [2025-12-31T20:32:21.655412] [INFO ] [FORECASTER] Completed predict_future for SUUN [2025-12-31T20:32:21.655546] [INFO ] [sig ] SUUN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:21.802446] [INFO ] [LOCAL ] Saved forecast: SUUN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SUUN.txt [2025-12-31T20:32:21.802634] [INFO ] [sig ] [3019/3534] Completed SUUN in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:21.802678] [INFO ] [sig ] [3020/3534] Forecasting SUZ... [2025-12-31T20:32:21.802708] [INFO ] [sig ] Generating forecast for: SUZ [2025-12-31T20:32:21.802740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-12-31T20:32:21.815299] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SUZ'. [2025-12-31T20:32:21.815762] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-12-31T20:32:21.816620] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-12-31T20:32:21.816672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:21.816704] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:21.816730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:21.816787] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:21.873207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:21.874160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:21.874253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:21.874285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:21.995093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:21.995261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:21.995321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:21.995350] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:21.998784] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=28.04%) [2025-12-31T20:32:21.999060] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-12-31T20:32:21.999183] [INFO ] [sig ] SUZ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:22.144875] [INFO ] [LOCAL ] Saved forecast: SUZ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SUZ.txt [2025-12-31T20:32:22.145066] [INFO ] [sig ] [3020/3534] Completed SUZ in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:22.145126] [INFO ] [sig ] [3021/3534] Forecasting SVC... [2025-12-31T20:32:22.145174] [INFO ] [sig ] Generating forecast for: SVC [2025-12-31T20:32:22.145217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'. [2025-12-31T20:32:22.158277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVC'. [2025-12-31T20:32:22.158688] [INFO ] [FORECASTER] Starting predict_future for SVC [2025-12-31T20:32:22.159491] [DEBUG] [LOCAL ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt [2025-12-31T20:32:22.159543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:22.159593] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:22.159622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:22.159698] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:22.216265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:22.217144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:22.217230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:22.217262] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:22.338431] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:22.338615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:22.338662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:22.338724] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:22.342254] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=82.06%) [2025-12-31T20:32:22.342558] [INFO ] [FORECASTER] Completed predict_future for SVC [2025-12-31T20:32:22.342713] [INFO ] [sig ] SVC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:22.483546] [INFO ] [LOCAL ] Saved forecast: SVC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SVC.txt [2025-12-31T20:32:22.483725] [INFO ] [sig ] [3021/3534] Completed SVC in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:22.483955] [INFO ] [sig ] [3022/3534] Forecasting SVCO... [2025-12-31T20:32:22.483985] [INFO ] [sig ] Generating forecast for: SVCO [2025-12-31T20:32:22.484016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'. [2025-12-31T20:32:22.495995] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVCO'. [2025-12-31T20:32:22.496300] [INFO ] [FORECASTER] Starting predict_future for SVCO [2025-12-31T20:32:22.497278] [DEBUG] [LOCAL ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt [2025-12-31T20:32:22.497330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:22.497361] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:22.497387] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:22.497444] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:22.553895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:22.554713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:22.554810] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:22.554842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:22.672515] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:22.672687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:22.672726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:22.672754] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:22.676064] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=60.08%) [2025-12-31T20:32:22.676342] [INFO ] [FORECASTER] Completed predict_future for SVCO [2025-12-31T20:32:22.676462] [INFO ] [sig ] SVCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:22.814945] [INFO ] [LOCAL ] Saved forecast: SVCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SVCO.txt [2025-12-31T20:32:22.815082] [INFO ] [sig ] [3022/3534] Completed SVCO in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:22.815122] [INFO ] [sig ] [3023/3534] Forecasting SVRA... [2025-12-31T20:32:22.815150] [INFO ] [sig ] Generating forecast for: SVRA [2025-12-31T20:32:22.815180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'. [2025-12-31T20:32:22.826373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SVRA'. [2025-12-31T20:32:22.826795] [INFO ] [FORECASTER] Starting predict_future for SVRA [2025-12-31T20:32:22.827568] [DEBUG] [LOCAL ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt [2025-12-31T20:32:22.827645] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:22.827678] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:22.827705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:22.827763] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:22.884050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:22.884881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:22.884962] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:22.884994] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:23.002301] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:23.002454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:23.002493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:23.002523] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:23.005914] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=88.76%) [2025-12-31T20:32:23.006201] [INFO ] [FORECASTER] Completed predict_future for SVRA [2025-12-31T20:32:23.006326] [INFO ] [sig ] SVRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:23.143829] [INFO ] [LOCAL ] Saved forecast: SVRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SVRA.txt [2025-12-31T20:32:23.143963] [INFO ] [sig ] [3023/3534] Completed SVRA in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:23.144004] [INFO ] [sig ] [3024/3534] Forecasting SWBI... [2025-12-31T20:32:23.144034] [INFO ] [sig ] Generating forecast for: SWBI [2025-12-31T20:32:23.144065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'. [2025-12-31T20:32:23.155078] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWBI'. [2025-12-31T20:32:23.155363] [INFO ] [FORECASTER] Starting predict_future for SWBI [2025-12-31T20:32:23.156136] [DEBUG] [LOCAL ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt [2025-12-31T20:32:23.156187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:23.156230] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:23.156258] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:23.156314] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:23.212233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:23.213073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:23.213156] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:23.213188] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:23.327016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:23.327172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:23.327212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:23.327241] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:23.330663] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=45.51%) [2025-12-31T20:32:23.330937] [INFO ] [FORECASTER] Completed predict_future for SWBI [2025-12-31T20:32:23.331057] [INFO ] [sig ] SWBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:23.469885] [INFO ] [LOCAL ] Saved forecast: SWBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SWBI.txt [2025-12-31T20:32:23.470049] [INFO ] [sig ] [3024/3534] Completed SWBI in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:23.470092] [INFO ] [sig ] [3025/3534] Forecasting SWIM... [2025-12-31T20:32:23.470120] [INFO ] [sig ] Generating forecast for: SWIM [2025-12-31T20:32:23.470149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'. [2025-12-31T20:32:23.481494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWIM'. [2025-12-31T20:32:23.481908] [INFO ] [FORECASTER] Starting predict_future for SWIM [2025-12-31T20:32:23.482719] [DEBUG] [LOCAL ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt [2025-12-31T20:32:23.482770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:23.482803] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:23.482830] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:23.482888] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:23.539295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:23.540138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:23.540218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:23.540251] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:23.660709] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:23.660868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:23.660909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:23.660939] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:23.664608] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=18.93%) [2025-12-31T20:32:23.664919] [INFO ] [FORECASTER] Completed predict_future for SWIM [2025-12-31T20:32:23.665053] [INFO ] [sig ] SWIM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:23.806051] [INFO ] [LOCAL ] Saved forecast: SWIM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SWIM.txt [2025-12-31T20:32:23.806184] [INFO ] [sig ] [3025/3534] Completed SWIM in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:23.806224] [INFO ] [sig ] [3026/3534] Forecasting SWK... [2025-12-31T20:32:23.806253] [INFO ] [sig ] Generating forecast for: SWK [2025-12-31T20:32:23.806284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-12-31T20:32:23.817112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWK'. [2025-12-31T20:32:23.817393] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-12-31T20:32:23.818161] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-12-31T20:32:23.818213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:23.818244] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:23.818270] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:23.818327] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:23.874166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:23.874970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:23.875053] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:23.875086] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:23.991751] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:23.991912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:23.991952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:23.991982] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:23.995330] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-12-31T20:32:23.995624] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-12-31T20:32:23.995746] [INFO ] [sig ] SWK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:24.140591] [INFO ] [LOCAL ] Saved forecast: SWK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SWK.txt [2025-12-31T20:32:24.140754] [INFO ] [sig ] [3026/3534] Completed SWK in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:24.140795] [INFO ] [sig ] [3027/3534] Forecasting SWKS... [2025-12-31T20:32:24.140826] [INFO ] [sig ] Generating forecast for: SWKS [2025-12-31T20:32:24.140858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'. [2025-12-31T20:32:24.151967] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWKS'. [2025-12-31T20:32:24.152249] [INFO ] [FORECASTER] Starting predict_future for SWKS [2025-12-31T20:32:24.153042] [DEBUG] [LOCAL ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt [2025-12-31T20:32:24.153094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:24.153127] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:24.153155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:24.153213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:24.213669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:24.214539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:24.214644] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:24.214680] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:24.337768] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:24.337926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:24.337967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:24.337995] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:24.341358] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=28.26%) [2025-12-31T20:32:24.341653] [INFO ] [FORECASTER] Completed predict_future for SWKS [2025-12-31T20:32:24.341779] [INFO ] [sig ] SWKS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:24.486050] [INFO ] [LOCAL ] Saved forecast: SWKS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SWKS.txt [2025-12-31T20:32:24.486273] [INFO ] [sig ] [3027/3534] Completed SWKS in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:24.486335] [INFO ] [sig ] [3028/3534] Forecasting SWX... [2025-12-31T20:32:24.486392] [INFO ] [sig ] Generating forecast for: SWX [2025-12-31T20:32:24.486441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-12-31T20:32:24.498830] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWX'. [2025-12-31T20:32:24.499149] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-12-31T20:32:24.499997] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-12-31T20:32:24.500049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:24.500081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:24.500108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:24.500166] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:24.556928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:24.557611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:24.557720] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:24.557757] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:24.673216] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:24.673368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:24.673410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:24.673440] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:24.676973] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=37.74%) [2025-12-31T20:32:24.677260] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-12-31T20:32:24.677389] [INFO ] [sig ] SWX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:24.817553] [INFO ] [LOCAL ] Saved forecast: SWX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SWX.txt [2025-12-31T20:32:24.817715] [INFO ] [sig ] [3028/3534] Completed SWX in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:24.817757] [INFO ] [sig ] [3029/3534] Forecasting SWZ... [2025-12-31T20:32:24.817789] [INFO ] [sig ] Generating forecast for: SWZ [2025-12-31T20:32:24.817821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-12-31T20:32:24.828561] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SWZ'. [2025-12-31T20:32:24.828879] [INFO ] [FORECASTER] Starting predict_future for SWZ [2025-12-31T20:32:24.829706] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-12-31T20:32:24.829759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:24.829792] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:24.829818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:24.829875] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:24.887961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:24.888724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:24.888807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:24.888841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:24.999029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:24.999184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:24.999225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:24.999274] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:25.002651] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=97.81%) [2025-12-31T20:32:25.002931] [INFO ] [FORECASTER] Completed predict_future for SWZ [2025-12-31T20:32:25.003050] [INFO ] [sig ] SWZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:25.143433] [INFO ] [LOCAL ] Saved forecast: SWZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SWZ.txt [2025-12-31T20:32:25.143588] [INFO ] [sig ] [3029/3534] Completed SWZ in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:25.143630] [INFO ] [sig ] [3030/3534] Forecasting SXC... [2025-12-31T20:32:25.143660] [INFO ] [sig ] Generating forecast for: SXC [2025-12-31T20:32:25.143690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-12-31T20:32:25.155332] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXC'. [2025-12-31T20:32:25.155689] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-12-31T20:32:25.156461] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-12-31T20:32:25.156512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:25.156544] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:25.156588] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:25.156649] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:25.214690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:25.215495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:25.215596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:25.215630] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:25.340539] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:25.340717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:25.340757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:25.340788] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:25.344213] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=86.33%) [2025-12-31T20:32:25.344496] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-12-31T20:32:25.344640] [INFO ] [sig ] SXC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:25.483838] [INFO ] [LOCAL ] Saved forecast: SXC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SXC.txt [2025-12-31T20:32:25.483965] [INFO ] [sig ] [3030/3534] Completed SXC in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:25.484009] [INFO ] [sig ] [3031/3534] Forecasting SXI... [2025-12-31T20:32:25.484038] [INFO ] [sig ] Generating forecast for: SXI [2025-12-31T20:32:25.484068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-12-31T20:32:25.496120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXI'. [2025-12-31T20:32:25.496475] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-12-31T20:32:25.497392] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-12-31T20:32:25.497448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:25.497481] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:25.497510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:25.497567] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:25.555757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:25.556429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:25.556511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:25.556545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:25.677518] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:25.677688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:25.677730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:25.677780] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:25.681150] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=2.59%) [2025-12-31T20:32:25.681420] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-12-31T20:32:25.681539] [INFO ] [sig ] SXI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:25.820902] [INFO ] [LOCAL ] Saved forecast: SXI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SXI.txt [2025-12-31T20:32:25.821086] [INFO ] [sig ] [3031/3534] Completed SXI in 0.3s | 2.91 sym/s | Total: 17.3m | ETA: 2.9m [2025-12-31T20:32:25.821128] [INFO ] [sig ] [3032/3534] Forecasting SXTC... [2025-12-31T20:32:25.821158] [INFO ] [sig ] Generating forecast for: SXTC [2025-12-31T20:32:25.821188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'. [2025-12-31T20:32:25.834123] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SXTC'. [2025-12-31T20:32:25.834481] [INFO ] [FORECASTER] Starting predict_future for SXTC [2025-12-31T20:32:25.835457] [DEBUG] [LOCAL ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt [2025-12-31T20:32:25.835520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:25.835562] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:25.835630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:25.835711] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:25.899878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:25.900862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:25.900952] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:25.900986] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:26.020009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:26.020176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:26.020227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:26.020258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:26.023834] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=23.46%) [2025-12-31T20:32:26.024127] [INFO ] [FORECASTER] Completed predict_future for SXTC [2025-12-31T20:32:26.024258] [INFO ] [sig ] SXTC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:26.164354] [INFO ] [LOCAL ] Saved forecast: SXTC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SXTC.txt [2025-12-31T20:32:26.164502] [INFO ] [sig ] [3032/3534] Completed SXTC in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m [2025-12-31T20:32:26.164544] [INFO ] [sig ] [3033/3534] Forecasting SY... [2025-12-31T20:32:26.164591] [INFO ] [sig ] Generating forecast for: SY [2025-12-31T20:32:26.164626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'. [2025-12-31T20:32:26.176513] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SY'. [2025-12-31T20:32:26.176843] [INFO ] [FORECASTER] Starting predict_future for SY [2025-12-31T20:32:26.177702] [DEBUG] [LOCAL ] No optimal features file found for SY: ./output/feature-sets/SY.txt [2025-12-31T20:32:26.177756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:26.177789] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:26.177817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:26.177876] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:26.238821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:26.239732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:26.239815] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:26.239848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:26.353983] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:26.354129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:26.354169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:26.354198] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:26.357546] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=62.87%) [2025-12-31T20:32:26.357858] [INFO ] [FORECASTER] Completed predict_future for SY [2025-12-31T20:32:26.357989] [INFO ] [sig ] SY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:26.498308] [INFO ] [LOCAL ] Saved forecast: SY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SY.txt [2025-12-31T20:32:26.498446] [INFO ] [sig ] [3033/3534] Completed SY in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m [2025-12-31T20:32:26.498487] [INFO ] [sig ] [3034/3534] Forecasting SYF... [2025-12-31T20:32:26.498516] [INFO ] [sig ] Generating forecast for: SYF [2025-12-31T20:32:26.498547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-12-31T20:32:26.510337] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYF'. [2025-12-31T20:32:26.510628] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-12-31T20:32:26.511386] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-12-31T20:32:26.511438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:26.511470] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:26.511497] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:26.511554] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:26.567937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:26.568537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:26.568630] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:26.568663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:26.694287] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:26.694443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:26.694485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:26.694516] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:26.697918] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=14.47%) [2025-12-31T20:32:26.698196] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-12-31T20:32:26.698322] [INFO ] [sig ] SYF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:26.838173] [INFO ] [LOCAL ] Saved forecast: SYF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SYF.txt [2025-12-31T20:32:26.838305] [INFO ] [sig ] [3034/3534] Completed SYF in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m [2025-12-31T20:32:26.838345] [INFO ] [sig ] [3035/3534] Forecasting SYK... [2025-12-31T20:32:26.838375] [INFO ] [sig ] Generating forecast for: SYK [2025-12-31T20:32:26.838405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-12-31T20:32:26.849783] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYK'. [2025-12-31T20:32:26.850056] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-12-31T20:32:26.850830] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-12-31T20:32:26.850882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:26.850937] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:26.850974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:26.851058] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:26.907756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:26.908345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:26.908419] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:26.908450] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:27.027339] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:27.027456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:27.027493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:27.027521] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:27.030728] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=78.51%) [2025-12-31T20:32:27.030998] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-12-31T20:32:27.031116] [INFO ] [sig ] SYK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:27.169546] [INFO ] [LOCAL ] Saved forecast: SYK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SYK.txt [2025-12-31T20:32:27.169690] [INFO ] [sig ] [3035/3534] Completed SYK in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.9m [2025-12-31T20:32:27.169729] [INFO ] [sig ] [3036/3534] Forecasting SYM... [2025-12-31T20:32:27.169758] [INFO ] [sig ] Generating forecast for: SYM [2025-12-31T20:32:27.169788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'. [2025-12-31T20:32:27.181553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYM'. [2025-12-31T20:32:27.181845] [INFO ] [FORECASTER] Starting predict_future for SYM [2025-12-31T20:32:27.182609] [DEBUG] [LOCAL ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt [2025-12-31T20:32:27.182661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:27.182692] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:27.182719] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:27.182776] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:27.238770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:27.239415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:27.239492] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:27.239523] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:27.362235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:27.362368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:27.362406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:27.362435] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:27.365710] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=2.49%) [2025-12-31T20:32:27.365984] [INFO ] [FORECASTER] Completed predict_future for SYM [2025-12-31T20:32:27.366106] [INFO ] [sig ] SYM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:27.503826] [INFO ] [LOCAL ] Saved forecast: SYM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SYM.txt [2025-12-31T20:32:27.503954] [INFO ] [sig ] [3036/3534] Completed SYM in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:27.503992] [INFO ] [sig ] [3037/3534] Forecasting SYNA... [2025-12-31T20:32:27.504022] [INFO ] [sig ] Generating forecast for: SYNA [2025-12-31T20:32:27.504053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'. [2025-12-31T20:32:27.515067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYNA'. [2025-12-31T20:32:27.515349] [INFO ] [FORECASTER] Starting predict_future for SYNA [2025-12-31T20:32:27.516124] [DEBUG] [LOCAL ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt [2025-12-31T20:32:27.516186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:27.516219] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:27.516249] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:27.516305] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:27.573175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:27.573801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:27.573876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:27.573909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:27.694066] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:27.694212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:27.694250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:27.694278] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:27.697861] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=61.45%) [2025-12-31T20:32:27.698144] [INFO ] [FORECASTER] Completed predict_future for SYNA [2025-12-31T20:32:27.698268] [INFO ] [sig ] SYNA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:27.837282] [INFO ] [LOCAL ] Saved forecast: SYNA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/SYNA.txt [2025-12-31T20:32:27.837417] [INFO ] [sig ] [3037/3534] Completed SYNA in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:27.837457] [INFO ] [sig ] [3038/3534] Forecasting SYRE... [2025-12-31T20:32:27.837486] [INFO ] [sig ] Generating forecast for: SYRE [2025-12-31T20:32:27.837517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'. [2025-12-31T20:32:27.849179] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYRE'. [2025-12-31T20:32:27.849606] [INFO ] [FORECASTER] Starting predict_future for SYRE [2025-12-31T20:32:27.850413] [DEBUG] [LOCAL ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt [2025-12-31T20:32:27.850465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:27.850498] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:27.850526] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:27.850607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:27.910022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:27.910787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:27.910878] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:27.910912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:28.028338] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:28.028489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:28.028529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:28.028604] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:28.032018] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-12-31T20:32:28.032297] [INFO ] [FORECASTER] Completed predict_future for SYRE [2025-12-31T20:32:28.032420] [INFO ] [sig ] SYRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:28.171617] [INFO ] [LOCAL ] Saved forecast: SYRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SYRE.txt [2025-12-31T20:32:28.171749] [INFO ] [sig ] [3038/3534] Completed SYRE in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:28.171788] [INFO ] [sig ] [3039/3534] Forecasting SYY... [2025-12-31T20:32:28.171820] [INFO ] [sig ] Generating forecast for: SYY [2025-12-31T20:32:28.171866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-12-31T20:32:28.183460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'SYY'. [2025-12-31T20:32:28.183788] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-12-31T20:32:28.184609] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-12-31T20:32:28.184664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:28.184696] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:28.184723] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:28.184786] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:28.242800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:28.243638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:28.243717] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:28.243749] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:28.368055] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:28.368201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:28.368242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:28.368273] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:28.371725] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=0.44%) [2025-12-31T20:32:28.372017] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-12-31T20:32:28.372150] [INFO ] [sig ] SYY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:28.514226] [INFO ] [LOCAL ] Saved forecast: SYY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/SYY.txt [2025-12-31T20:32:28.514354] [INFO ] [sig ] [3039/3534] Completed SYY in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:28.514394] [INFO ] [sig ] [3040/3534] Forecasting TAC... [2025-12-31T20:32:28.514433] [INFO ] [sig ] Generating forecast for: TAC [2025-12-31T20:32:28.514463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-12-31T20:32:28.525307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAC'. [2025-12-31T20:32:28.525598] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-12-31T20:32:28.526349] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-12-31T20:32:28.526400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:28.526432] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:28.526459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:28.526517] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:28.583246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:28.584061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:28.584155] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:28.584198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:28.701854] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:28.702006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:28.702047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:28.702077] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:28.705454] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=90.32%) [2025-12-31T20:32:28.705748] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-12-31T20:32:28.705870] [INFO ] [sig ] TAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:28.845301] [INFO ] [LOCAL ] Saved forecast: TAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TAC.txt [2025-12-31T20:32:28.845441] [INFO ] [sig ] [3040/3534] Completed TAC in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:28.845488] [INFO ] [sig ] [3041/3534] Forecasting TAK... [2025-12-31T20:32:28.845518] [INFO ] [sig ] Generating forecast for: TAK [2025-12-31T20:32:28.845549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-12-31T20:32:28.857063] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAK'. [2025-12-31T20:32:28.857367] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-12-31T20:32:28.858151] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-12-31T20:32:28.858204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:28.858236] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:28.858263] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:28.858321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:28.914662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:28.915360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:28.915439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:28.915473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:29.033122] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:29.033279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:29.033321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:29.033352] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:29.036828] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=22.05%) [2025-12-31T20:32:29.037108] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-12-31T20:32:29.037232] [INFO ] [sig ] TAK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:29.179756] [INFO ] [LOCAL ] Saved forecast: TAK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TAK.txt [2025-12-31T20:32:29.179891] [INFO ] [sig ] [3041/3534] Completed TAK in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:29.179931] [INFO ] [sig ] [3042/3534] Forecasting TAL... [2025-12-31T20:32:29.179961] [INFO ] [sig ] Generating forecast for: TAL [2025-12-31T20:32:29.179994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-12-31T20:32:29.191551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAL'. [2025-12-31T20:32:29.191863] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-12-31T20:32:29.192645] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-12-31T20:32:29.192698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:29.192731] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:29.192758] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:29.192816] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:29.251294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:29.251973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:29.252053] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:29.252089] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:29.368595] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:29.368748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:29.368789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:29.368818] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:29.372163] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=96.55%) [2025-12-31T20:32:29.372458] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-12-31T20:32:29.372597] [INFO ] [sig ] TAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:29.514293] [INFO ] [LOCAL ] Saved forecast: TAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TAL.txt [2025-12-31T20:32:29.514425] [INFO ] [sig ] [3042/3534] Completed TAL in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:29.514463] [INFO ] [sig ] [3043/3534] Forecasting TALK... [2025-12-31T20:32:29.514494] [INFO ] [sig ] Generating forecast for: TALK [2025-12-31T20:32:29.514524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'. [2025-12-31T20:32:29.525302] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALK'. [2025-12-31T20:32:29.525612] [INFO ] [FORECASTER] Starting predict_future for TALK [2025-12-31T20:32:29.526400] [DEBUG] [LOCAL ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt [2025-12-31T20:32:29.526452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:29.526484] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:29.526510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:29.526584] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:29.583920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:29.584645] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:29.584731] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:29.584766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:29.700868] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:29.701026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:29.701064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:29.701092] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:29.704435] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=9.38%) [2025-12-31T20:32:29.704735] [INFO ] [FORECASTER] Completed predict_future for TALK [2025-12-31T20:32:29.704863] [INFO ] [sig ] TALK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:29.843244] [INFO ] [LOCAL ] Saved forecast: TALK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TALK.txt [2025-12-31T20:32:29.843369] [INFO ] [sig ] [3043/3534] Completed TALK in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:29.843409] [INFO ] [sig ] [3044/3534] Forecasting TALO... [2025-12-31T20:32:29.843437] [INFO ] [sig ] Generating forecast for: TALO [2025-12-31T20:32:29.843467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-12-31T20:32:29.854650] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TALO'. [2025-12-31T20:32:29.854915] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-12-31T20:32:29.855711] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-12-31T20:32:29.855762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:29.855793] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:29.855820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:29.855877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:29.912296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:29.913054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:29.913133] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:29.913165] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:30.034839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:30.035187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:30.035246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:30.035275] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:30.038964] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=52.48%) [2025-12-31T20:32:30.039455] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-12-31T20:32:30.039594] [INFO ] [sig ] TALO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:30.179536] [INFO ] [LOCAL ] Saved forecast: TALO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TALO.txt [2025-12-31T20:32:30.179681] [INFO ] [sig ] [3044/3534] Completed TALO in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:30.179720] [INFO ] [sig ] [3045/3534] Forecasting TAOP... [2025-12-31T20:32:30.179754] [INFO ] [sig ] Generating forecast for: TAOP [2025-12-31T20:32:30.179789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'. [2025-12-31T20:32:30.190777] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAOP'. [2025-12-31T20:32:30.191057] [INFO ] [FORECASTER] Starting predict_future for TAOP [2025-12-31T20:32:30.191840] [DEBUG] [LOCAL ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt [2025-12-31T20:32:30.191891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:30.191923] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:30.191950] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:30.192183] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:30.248009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:30.248620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:30.248721] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:30.248753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:30.360908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:30.361040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:30.361080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:30.361109] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:30.364369] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=35.01%) [2025-12-31T20:32:30.364658] [INFO ] [FORECASTER] Completed predict_future for TAOP [2025-12-31T20:32:30.364778] [INFO ] [sig ] TAOP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:30.507736] [INFO ] [LOCAL ] Saved forecast: TAOP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TAOP.txt [2025-12-31T20:32:30.507865] [INFO ] [sig ] [3045/3534] Completed TAOP in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:30.507904] [INFO ] [sig ] [3046/3534] Forecasting TAP... [2025-12-31T20:32:30.507935] [INFO ] [sig ] Generating forecast for: TAP [2025-12-31T20:32:30.507965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-12-31T20:32:30.518701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAP'. [2025-12-31T20:32:30.518984] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-12-31T20:32:30.519792] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-12-31T20:32:30.519843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:30.519874] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:30.519901] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:30.519959] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:30.576212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:30.576900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:30.576977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:30.577009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:30.696154] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:30.696303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:30.696341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:30.696370] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:30.699711] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-12-31T20:32:30.699988] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-12-31T20:32:30.700106] [INFO ] [sig ] TAP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:30.846318] [INFO ] [LOCAL ] Saved forecast: TAP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TAP.txt [2025-12-31T20:32:30.846471] [INFO ] [sig ] [3046/3534] Completed TAP in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:30.846511] [INFO ] [sig ] [3047/3534] Forecasting TARA... [2025-12-31T20:32:30.846541] [INFO ] [sig ] Generating forecast for: TARA [2025-12-31T20:32:30.846588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'. [2025-12-31T20:32:30.857424] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARA'. [2025-12-31T20:32:30.857736] [INFO ] [FORECASTER] Starting predict_future for TARA [2025-12-31T20:32:30.858504] [DEBUG] [LOCAL ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt [2025-12-31T20:32:30.858556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:30.858611] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:30.858638] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:30.858695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:30.915137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:30.915824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:30.915907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:30.915939] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:31.034584] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:31.034742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:31.034782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:31.034810] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:31.038338] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=97.84%) [2025-12-31T20:32:31.038630] [INFO ] [FORECASTER] Completed predict_future for TARA [2025-12-31T20:32:31.038752] [INFO ] [sig ] TARA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:31.177228] [INFO ] [LOCAL ] Saved forecast: TARA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TARA.txt [2025-12-31T20:32:31.177359] [INFO ] [sig ] [3047/3534] Completed TARA in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:31.177398] [INFO ] [sig ] [3048/3534] Forecasting TARK... [2025-12-31T20:32:31.177427] [INFO ] [sig ] Generating forecast for: TARK [2025-12-31T20:32:31.177458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'. [2025-12-31T20:32:31.188618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARK'. [2025-12-31T20:32:31.188899] [INFO ] [FORECASTER] Starting predict_future for TARK [2025-12-31T20:32:31.189708] [DEBUG] [LOCAL ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt [2025-12-31T20:32:31.189759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:31.189803] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:31.189830] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:31.189887] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:31.249686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:31.250536] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:31.250640] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:31.250673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:31.371128] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:31.371290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:31.371330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:31.371361] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:31.375085] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=95.75%) [2025-12-31T20:32:31.375389] [INFO ] [FORECASTER] Completed predict_future for TARK [2025-12-31T20:32:31.375521] [INFO ] [sig ] TARK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:31.517943] [INFO ] [LOCAL ] Saved forecast: TARK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TARK.txt [2025-12-31T20:32:31.518099] [INFO ] [sig ] [3048/3534] Completed TARK in 0.3s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:31.518138] [INFO ] [sig ] [3049/3534] Forecasting TARS... [2025-12-31T20:32:31.518168] [INFO ] [sig ] Generating forecast for: TARS [2025-12-31T20:32:31.518198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'. [2025-12-31T20:32:31.528898] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TARS'. [2025-12-31T20:32:31.529165] [INFO ] [FORECASTER] Starting predict_future for TARS [2025-12-31T20:32:31.529964] [DEBUG] [LOCAL ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt [2025-12-31T20:32:31.530015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:31.530046] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:31.530072] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:31.530128] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:31.588260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:31.588887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:31.588961] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:31.588993] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:31.716366] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:31.716521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:31.716563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:31.716612] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:31.720288] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=22.67%) [2025-12-31T20:32:31.720629] [INFO ] [FORECASTER] Completed predict_future for TARS [2025-12-31T20:32:31.720763] [INFO ] [sig ] TARS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:31.879993] [INFO ] [LOCAL ] Saved forecast: TARS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TARS.txt [2025-12-31T20:32:31.880161] [INFO ] [sig ] [3049/3534] Completed TARS in 0.4s | 2.91 sym/s | Total: 17.4m | ETA: 2.8m [2025-12-31T20:32:31.880205] [INFO ] [sig ] [3050/3534] Forecasting TASK... [2025-12-31T20:32:31.880237] [INFO ] [sig ] Generating forecast for: TASK [2025-12-31T20:32:31.880270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'. [2025-12-31T20:32:31.893416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TASK'. [2025-12-31T20:32:31.893931] [INFO ] [FORECASTER] Starting predict_future for TASK [2025-12-31T20:32:31.894860] [DEBUG] [LOCAL ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt [2025-12-31T20:32:31.894917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:31.894953] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:31.894981] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:31.895040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:31.962442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:31.963731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:31.963850] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:31.963907] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:32.122061] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:32.122263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:32.122317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:32.122355] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:32.127747] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=24.90%) [2025-12-31T20:32:32.128220] [INFO ] [FORECASTER] Completed predict_future for TASK [2025-12-31T20:32:32.128416] [INFO ] [sig ] TASK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:32.329298] [INFO ] [LOCAL ] Saved forecast: TASK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TASK.txt [2025-12-31T20:32:32.329508] [INFO ] [sig ] [3050/3534] Completed TASK in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m [2025-12-31T20:32:32.329556] [INFO ] [sig ] [3051/3534] Forecasting TAYD... [2025-12-31T20:32:32.329609] [INFO ] [sig ] Generating forecast for: TAYD [2025-12-31T20:32:32.329646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'. [2025-12-31T20:32:32.346065] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TAYD'. [2025-12-31T20:32:32.346621] [INFO ] [FORECASTER] Starting predict_future for TAYD [2025-12-31T20:32:32.347864] [DEBUG] [LOCAL ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt [2025-12-31T20:32:32.347944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:32.347997] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:32.348040] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:32.348132] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:32.424742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:32.426003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:32.426115] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:32.426163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:32.573882] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:32.574083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:32.574144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:32.574191] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:32.579940] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: UP (p=93.53%) [2025-12-31T20:32:32.580499] [INFO ] [FORECASTER] Completed predict_future for TAYD [2025-12-31T20:32:32.580741] [INFO ] [sig ] TAYD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:32.782356] [INFO ] [LOCAL ] Saved forecast: TAYD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TAYD.txt [2025-12-31T20:32:32.782526] [INFO ] [sig ] [3051/3534] Completed TAYD in 0.5s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m [2025-12-31T20:32:32.782592] [INFO ] [sig ] [3052/3534] Forecasting TBB... [2025-12-31T20:32:32.782628] [INFO ] [sig ] Generating forecast for: TBB [2025-12-31T20:32:32.782659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-12-31T20:32:32.795348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBB'. [2025-12-31T20:32:32.795741] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-12-31T20:32:32.796541] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-12-31T20:32:32.796614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:32.796675] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:32.796705] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:32.796765] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:32.855791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:32.856721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:32.856807] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:32.856841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:32.976569] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:32.976749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:32.976791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:32.976822] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:32.980345] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=97.80%) [2025-12-31T20:32:32.980681] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-12-31T20:32:32.980816] [INFO ] [sig ] TBB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:33.123606] [INFO ] [LOCAL ] Saved forecast: TBB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TBB.txt [2025-12-31T20:32:33.123771] [INFO ] [sig ] [3052/3534] Completed TBB in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m [2025-12-31T20:32:33.123813] [INFO ] [sig ] [3053/3534] Forecasting TBBK... [2025-12-31T20:32:33.123843] [INFO ] [sig ] Generating forecast for: TBBK [2025-12-31T20:32:33.123873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'. [2025-12-31T20:32:33.136263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBBK'. [2025-12-31T20:32:33.136618] [INFO ] [FORECASTER] Starting predict_future for TBBK [2025-12-31T20:32:33.137446] [DEBUG] [LOCAL ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt [2025-12-31T20:32:33.137509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:33.137544] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:33.137589] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:33.137652] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:33.198964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:33.199891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:33.199977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:33.200012] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:33.329642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:33.329803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:33.329847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:33.329877] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:33.333468] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=9.04%) [2025-12-31T20:32:33.333783] [INFO ] [FORECASTER] Completed predict_future for TBBK [2025-12-31T20:32:33.333932] [INFO ] [sig ] TBBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:33.480537] [INFO ] [LOCAL ] Saved forecast: TBBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TBBK.txt [2025-12-31T20:32:33.480747] [INFO ] [sig ] [3053/3534] Completed TBBK in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.8m [2025-12-31T20:32:33.480807] [INFO ] [sig ] [3054/3534] Forecasting TBI... [2025-12-31T20:32:33.480845] [INFO ] [sig ] Generating forecast for: TBI [2025-12-31T20:32:33.480892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-12-31T20:32:33.492782] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBI'. [2025-12-31T20:32:33.493094] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-12-31T20:32:33.493905] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-12-31T20:32:33.493962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:33.493997] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:33.494025] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:33.494084] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:33.552710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:33.553337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:33.553415] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:33.553448] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:33.674372] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:33.674534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:33.674590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:33.674621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:33.678031] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=92.55%) [2025-12-31T20:32:33.678327] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-12-31T20:32:33.678455] [INFO ] [sig ] TBI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:33.820094] [INFO ] [LOCAL ] Saved forecast: TBI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TBI.txt [2025-12-31T20:32:33.820220] [INFO ] [sig ] [3054/3534] Completed TBI in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:33.820258] [INFO ] [sig ] [3055/3534] Forecasting TBIL... [2025-12-31T20:32:33.820288] [INFO ] [sig ] Generating forecast for: TBIL [2025-12-31T20:32:33.820318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'. [2025-12-31T20:32:33.831784] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBIL'. [2025-12-31T20:32:33.832058] [INFO ] [FORECASTER] Starting predict_future for TBIL [2025-12-31T20:32:33.832823] [DEBUG] [LOCAL ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt [2025-12-31T20:32:33.832874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:33.832910] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:33.832937] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:33.832994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:33.890052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:33.890916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:33.891014] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:33.891051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:33.951488] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:33.951659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:33.951703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:33.951780] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:33.955322] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.84%) [2025-12-31T20:32:33.955709] [INFO ] [FORECASTER] Completed predict_future for TBIL [2025-12-31T20:32:33.955872] [INFO ] [sig ] TBIL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:34.096554] [INFO ] [LOCAL ] Saved forecast: TBIL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TBIL.txt [2025-12-31T20:32:34.096710] [INFO ] [sig ] [3055/3534] Completed TBIL in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:34.096752] [INFO ] [sig ] [3056/3534] Forecasting TBLA... [2025-12-31T20:32:34.096784] [INFO ] [sig ] Generating forecast for: TBLA [2025-12-31T20:32:34.096817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'. [2025-12-31T20:32:34.110771] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLA'. [2025-12-31T20:32:34.111265] [INFO ] [FORECASTER] Starting predict_future for TBLA [2025-12-31T20:32:34.112235] [DEBUG] [LOCAL ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt [2025-12-31T20:32:34.112289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:34.112324] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:34.112351] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:34.112411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:34.170590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:34.171771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:34.171876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:34.171909] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:34.298961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:34.299143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:34.299197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:34.299232] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:34.302867] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: UP (p=66.02%) [2025-12-31T20:32:34.303158] [INFO ] [FORECASTER] Completed predict_future for TBLA [2025-12-31T20:32:34.303293] [INFO ] [sig ] TBLA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:34.447831] [INFO ] [LOCAL ] Saved forecast: TBLA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TBLA.txt [2025-12-31T20:32:34.448050] [INFO ] [sig ] [3056/3534] Completed TBLA in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:34.448115] [INFO ] [sig ] [3057/3534] Forecasting TBLD... [2025-12-31T20:32:34.448149] [INFO ] [sig ] Generating forecast for: TBLD [2025-12-31T20:32:34.448187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'. [2025-12-31T20:32:34.462135] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBLD'. [2025-12-31T20:32:34.462554] [INFO ] [FORECASTER] Starting predict_future for TBLD [2025-12-31T20:32:34.463521] [DEBUG] [LOCAL ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt [2025-12-31T20:32:34.463600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:34.463638] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:34.463668] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:34.463730] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:34.523515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:34.524750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:34.524893] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:34.524933] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:34.655406] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:34.655663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:34.655714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:34.655765] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:34.659687] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=74.93%) [2025-12-31T20:32:34.660008] [INFO ] [FORECASTER] Completed predict_future for TBLD [2025-12-31T20:32:34.660142] [INFO ] [sig ] TBLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:34.804437] [INFO ] [LOCAL ] Saved forecast: TBLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TBLD.txt [2025-12-31T20:32:34.804998] [INFO ] [sig ] [3057/3534] Completed TBLD in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:34.805049] [INFO ] [sig ] [3058/3534] Forecasting TBPH... [2025-12-31T20:32:34.805081] [INFO ] [sig ] Generating forecast for: TBPH [2025-12-31T20:32:34.805116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'. [2025-12-31T20:32:34.819133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBPH'. [2025-12-31T20:32:34.819681] [INFO ] [FORECASTER] Starting predict_future for TBPH [2025-12-31T20:32:34.820622] [DEBUG] [LOCAL ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt [2025-12-31T20:32:34.820677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:34.820711] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:34.820740] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:34.820802] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:34.880341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:34.881514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:34.881636] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:34.881673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:35.004278] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:35.004506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:35.004552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:35.004602] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:35.009476] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=88.50%) [2025-12-31T20:32:35.010024] [INFO ] [FORECASTER] Completed predict_future for TBPH [2025-12-31T20:32:35.010235] [INFO ] [sig ] TBPH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:35.155460] [INFO ] [LOCAL ] Saved forecast: TBPH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TBPH.txt [2025-12-31T20:32:35.155656] [INFO ] [sig ] [3058/3534] Completed TBPH in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:35.155703] [INFO ] [sig ] [3059/3534] Forecasting TBRG... [2025-12-31T20:32:35.155734] [INFO ] [sig ] Generating forecast for: TBRG [2025-12-31T20:32:35.155767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'. [2025-12-31T20:32:35.168735] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TBRG'. [2025-12-31T20:32:35.169083] [INFO ] [FORECASTER] Starting predict_future for TBRG [2025-12-31T20:32:35.170139] [DEBUG] [LOCAL ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt [2025-12-31T20:32:35.170193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:35.170227] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:35.170272] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:35.170334] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:35.227871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:35.228721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:35.228813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:35.228848] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:35.347376] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:35.347628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:35.347675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:35.347705] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:35.351537] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=73.77%) [2025-12-31T20:32:35.351884] [INFO ] [FORECASTER] Completed predict_future for TBRG [2025-12-31T20:32:35.352025] [INFO ] [sig ] TBRG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:35.500183] [INFO ] [LOCAL ] Saved forecast: TBRG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TBRG.txt [2025-12-31T20:32:35.500364] [INFO ] [sig ] [3059/3534] Completed TBRG in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:35.500422] [INFO ] [sig ] [3060/3534] Forecasting TCBI... [2025-12-31T20:32:35.500457] [INFO ] [sig ] Generating forecast for: TCBI [2025-12-31T20:32:35.500489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'. [2025-12-31T20:32:35.514159] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBI'. [2025-12-31T20:32:35.514551] [INFO ] [FORECASTER] Starting predict_future for TCBI [2025-12-31T20:32:35.515399] [DEBUG] [LOCAL ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt [2025-12-31T20:32:35.515451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:35.515483] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:35.515509] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:35.515566] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:35.572266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:35.573247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:35.573343] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:35.573377] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:35.690608] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:35.690769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:35.690807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:35.690835] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:35.694140] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=6.69%) [2025-12-31T20:32:35.694410] [INFO ] [FORECASTER] Completed predict_future for TCBI [2025-12-31T20:32:35.694530] [INFO ] [sig ] TCBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:35.835641] [INFO ] [LOCAL ] Saved forecast: TCBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TCBI.txt [2025-12-31T20:32:35.835803] [INFO ] [sig ] [3060/3534] Completed TCBI in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:35.835845] [INFO ] [sig ] [3061/3534] Forecasting TCBIO... [2025-12-31T20:32:35.835877] [INFO ] [sig ] Generating forecast for: TCBIO [2025-12-31T20:32:35.835913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'. [2025-12-31T20:32:35.846919] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'. [2025-12-31T20:32:35.847305] [INFO ] [FORECASTER] Starting predict_future for TCBIO [2025-12-31T20:32:35.848125] [DEBUG] [LOCAL ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt [2025-12-31T20:32:35.848178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:35.848210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:35.848237] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:35.848295] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:35.904876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:35.905757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:35.905837] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:35.905870] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:36.016090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:36.016256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:36.016298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:36.016327] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:36.019926] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=3.55%) [2025-12-31T20:32:36.020208] [INFO ] [FORECASTER] Completed predict_future for TCBIO [2025-12-31T20:32:36.020334] [INFO ] [sig ] TCBIO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:36.162690] [INFO ] [LOCAL ] Saved forecast: TCBIO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TCBIO.txt [2025-12-31T20:32:36.162832] [INFO ] [sig ] [3061/3534] Completed TCBIO in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:36.162871] [INFO ] [sig ] [3062/3534] Forecasting TCBK... [2025-12-31T20:32:36.162901] [INFO ] [sig ] Generating forecast for: TCBK [2025-12-31T20:32:36.162931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'. [2025-12-31T20:32:36.176415] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBK'. [2025-12-31T20:32:36.176902] [INFO ] [FORECASTER] Starting predict_future for TCBK [2025-12-31T20:32:36.177993] [DEBUG] [LOCAL ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt [2025-12-31T20:32:36.178059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:36.178104] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:36.178145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:36.178225] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:36.245614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:36.246498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:36.246633] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:36.246669] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:36.362617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:36.362775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:36.362815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:36.362845] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:36.366170] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=32.85%) [2025-12-31T20:32:36.366443] [INFO ] [FORECASTER] Completed predict_future for TCBK [2025-12-31T20:32:36.366564] [INFO ] [sig ] TCBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:36.507992] [INFO ] [LOCAL ] Saved forecast: TCBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TCBK.txt [2025-12-31T20:32:36.508167] [INFO ] [sig ] [3062/3534] Completed TCBK in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:36.508211] [INFO ] [sig ] [3063/3534] Forecasting TCBX... [2025-12-31T20:32:36.508252] [INFO ] [sig ] Generating forecast for: TCBX [2025-12-31T20:32:36.508286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-12-31T20:32:36.520621] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCBX'. [2025-12-31T20:32:36.520976] [INFO ] [FORECASTER] Starting predict_future for TCBX [2025-12-31T20:32:36.521858] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-12-31T20:32:36.521916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:36.521958] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:36.521996] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:36.522086] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:36.583323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:36.584195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:36.584283] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:36.584317] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:36.712799] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:36.712964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:36.713018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:36.713059] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:36.716656] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=34.40%) [2025-12-31T20:32:36.716954] [INFO ] [FORECASTER] Completed predict_future for TCBX [2025-12-31T20:32:36.717088] [INFO ] [sig ] TCBX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:36.865320] [INFO ] [LOCAL ] Saved forecast: TCBX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TCBX.txt [2025-12-31T20:32:36.865492] [INFO ] [sig ] [3063/3534] Completed TCBX in 0.4s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:36.865534] [INFO ] [sig ] [3064/3534] Forecasting TCMD... [2025-12-31T20:32:36.865564] [INFO ] [sig ] Generating forecast for: TCMD [2025-12-31T20:32:36.865615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'. [2025-12-31T20:32:36.877168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCMD'. [2025-12-31T20:32:36.877484] [INFO ] [FORECASTER] Starting predict_future for TCMD [2025-12-31T20:32:36.878266] [DEBUG] [LOCAL ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt [2025-12-31T20:32:36.878318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:36.878349] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:36.878375] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:36.878431] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:36.934882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:36.935722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:36.935806] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:36.935838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:37.058359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:37.058519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:37.058559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:37.058605] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:37.062034] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=80.90%) [2025-12-31T20:32:37.062307] [INFO ] [FORECASTER] Completed predict_future for TCMD [2025-12-31T20:32:37.062431] [INFO ] [sig ] TCMD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:37.201409] [INFO ] [LOCAL ] Saved forecast: TCMD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TCMD.txt [2025-12-31T20:32:37.201567] [INFO ] [sig ] [3064/3534] Completed TCMD in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:37.201631] [INFO ] [sig ] [3065/3534] Forecasting TCOM... [2025-12-31T20:32:37.201661] [INFO ] [sig ] Generating forecast for: TCOM [2025-12-31T20:32:37.201691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'. [2025-12-31T20:32:37.212813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCOM'. [2025-12-31T20:32:37.213107] [INFO ] [FORECASTER] Starting predict_future for TCOM [2025-12-31T20:32:37.213878] [DEBUG] [LOCAL ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt [2025-12-31T20:32:37.213932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:37.213971] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:37.214005] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:37.214075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:37.270556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:37.271381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:37.271463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:37.271495] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:37.394118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:37.394279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:37.394320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:37.394351] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:37.397816] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: DOWN (p=40.05%) [2025-12-31T20:32:37.398105] [INFO ] [FORECASTER] Completed predict_future for TCOM [2025-12-31T20:32:37.398233] [INFO ] [sig ] TCOM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:37.539740] [INFO ] [LOCAL ] Saved forecast: TCOM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TCOM.txt [2025-12-31T20:32:37.539905] [INFO ] [sig ] [3065/3534] Completed TCOM in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:37.539947] [INFO ] [sig ] [3066/3534] Forecasting TCPC... [2025-12-31T20:32:37.539976] [INFO ] [sig ] Generating forecast for: TCPC [2025-12-31T20:32:37.540007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'. [2025-12-31T20:32:37.551020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCPC'. [2025-12-31T20:32:37.551290] [INFO ] [FORECASTER] Starting predict_future for TCPC [2025-12-31T20:32:37.552150] [DEBUG] [LOCAL ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt [2025-12-31T20:32:37.552203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:37.552236] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:37.552264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:37.552323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:37.611427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:37.612328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:37.612411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:37.612445] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:37.735800] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:37.735961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:37.736000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:37.736074] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:37.739472] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=14.61%) [2025-12-31T20:32:37.739786] [INFO ] [FORECASTER] Completed predict_future for TCPC [2025-12-31T20:32:37.739921] [INFO ] [sig ] TCPC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:37.881378] [INFO ] [LOCAL ] Saved forecast: TCPC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TCPC.txt [2025-12-31T20:32:37.881530] [INFO ] [sig ] [3066/3534] Completed TCPC in 0.3s | 2.91 sym/s | Total: 17.5m | ETA: 2.7m [2025-12-31T20:32:37.881591] [INFO ] [sig ] [3067/3534] Forecasting TCX... [2025-12-31T20:32:37.881625] [INFO ] [sig ] Generating forecast for: TCX [2025-12-31T20:32:37.881656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'. [2025-12-31T20:32:37.892679] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TCX'. [2025-12-31T20:32:37.892952] [INFO ] [FORECASTER] Starting predict_future for TCX [2025-12-31T20:32:37.893723] [DEBUG] [LOCAL ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt [2025-12-31T20:32:37.893774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:37.893806] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:37.893833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:37.893890] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:37.952231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:37.953091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:37.953181] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:37.953214] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:38.070685] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:38.070863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:38.070914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:38.070957] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:38.075758] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=26.06%) [2025-12-31T20:32:38.076165] [INFO ] [FORECASTER] Completed predict_future for TCX [2025-12-31T20:32:38.076340] [INFO ] [sig ] TCX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:38.229824] [INFO ] [LOCAL ] Saved forecast: TCX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TCX.txt [2025-12-31T20:32:38.229985] [INFO ] [sig ] [3067/3534] Completed TCX in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m [2025-12-31T20:32:38.230027] [INFO ] [sig ] [3068/3534] Forecasting TD... [2025-12-31T20:32:38.230059] [INFO ] [sig ] Generating forecast for: TD [2025-12-31T20:32:38.230090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-12-31T20:32:38.241306] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TD'. [2025-12-31T20:32:38.241611] [INFO ] [FORECASTER] Starting predict_future for TD [2025-12-31T20:32:38.242406] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-12-31T20:32:38.242460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:38.242494] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:38.242522] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:38.242612] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:38.301496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:38.302365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:38.302450] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:38.302500] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:38.421959] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:38.422116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:38.422156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:38.422185] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:38.425508] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-12-31T20:32:38.425798] [INFO ] [FORECASTER] Completed predict_future for TD [2025-12-31T20:32:38.425917] [INFO ] [sig ] TD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:38.566364] [INFO ] [LOCAL ] Saved forecast: TD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TD.txt [2025-12-31T20:32:38.566521] [INFO ] [sig ] [3068/3534] Completed TD in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m [2025-12-31T20:32:38.566561] [INFO ] [sig ] [3069/3534] Forecasting TDC... [2025-12-31T20:32:38.566610] [INFO ] [sig ] Generating forecast for: TDC [2025-12-31T20:32:38.566643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-12-31T20:32:38.578204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDC'. [2025-12-31T20:32:38.578540] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-12-31T20:32:38.579375] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-12-31T20:32:38.579431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:38.579492] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:38.579520] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:38.579594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:38.637605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:38.638445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:38.638528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:38.638561] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:38.760926] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:38.761086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:38.761134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:38.761171] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:38.764664] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=3.40%) [2025-12-31T20:32:38.764960] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-12-31T20:32:38.765097] [INFO ] [sig ] TDC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:38.907742] [INFO ] [LOCAL ] Saved forecast: TDC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TDC.txt [2025-12-31T20:32:38.907899] [INFO ] [sig ] [3069/3534] Completed TDC in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m [2025-12-31T20:32:38.907941] [INFO ] [sig ] [3070/3534] Forecasting TDF... [2025-12-31T20:32:38.907970] [INFO ] [sig ] Generating forecast for: TDF [2025-12-31T20:32:38.908000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-12-31T20:32:38.920001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDF'. [2025-12-31T20:32:38.920422] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-12-31T20:32:38.921237] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-12-31T20:32:38.921290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:38.921322] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:38.921348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:38.921418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:38.978479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:38.982714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:38.982827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:38.982860] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:39.099481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:39.099656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:39.099697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:39.099726] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:39.103073] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=16.80%) [2025-12-31T20:32:39.103361] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-12-31T20:32:39.103487] [INFO ] [sig ] TDF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:39.244548] [INFO ] [LOCAL ] Saved forecast: TDF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TDF.txt [2025-12-31T20:32:39.244730] [INFO ] [sig ] [3070/3534] Completed TDF in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.7m [2025-12-31T20:32:39.244771] [INFO ] [sig ] [3071/3534] Forecasting TDG... [2025-12-31T20:32:39.244801] [INFO ] [sig ] Generating forecast for: TDG [2025-12-31T20:32:39.244832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-12-31T20:32:39.257070] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDG'. [2025-12-31T20:32:39.257451] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-12-31T20:32:39.258258] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-12-31T20:32:39.258312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:39.258346] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:39.258373] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:39.258433] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:39.316252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:39.317103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:39.317189] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:39.317222] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:39.437064] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:39.437214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:39.437252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:39.437279] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:39.440668] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=71.39%) [2025-12-31T20:32:39.440941] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-12-31T20:32:39.441058] [INFO ] [sig ] TDG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:39.580094] [INFO ] [LOCAL ] Saved forecast: TDG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TDG.txt [2025-12-31T20:32:39.580206] [INFO ] [sig ] [3071/3534] Completed TDG in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:39.580244] [INFO ] [sig ] [3072/3534] Forecasting TDS... [2025-12-31T20:32:39.580275] [INFO ] [sig ] Generating forecast for: TDS [2025-12-31T20:32:39.580306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-12-31T20:32:39.591695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDS'. [2025-12-31T20:32:39.591975] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-12-31T20:32:39.592770] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-12-31T20:32:39.592834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:39.592869] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:39.592897] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:39.592957] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:39.650196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:39.650831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:39.650907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:39.650939] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:39.770234] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:39.770613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:39.770659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:39.770687] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:39.775383] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=95.78%) [2025-12-31T20:32:39.775701] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-12-31T20:32:39.775837] [INFO ] [sig ] TDS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:39.915687] [INFO ] [LOCAL ] Saved forecast: TDS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TDS.txt [2025-12-31T20:32:39.915800] [INFO ] [sig ] [3072/3534] Completed TDS in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:39.915838] [INFO ] [sig ] [3073/3534] Forecasting TDSC... [2025-12-31T20:32:39.915867] [INFO ] [sig ] Generating forecast for: TDSC [2025-12-31T20:32:39.915896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'. [2025-12-31T20:32:39.926838] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDSC'. [2025-12-31T20:32:39.927124] [INFO ] [FORECASTER] Starting predict_future for TDSC [2025-12-31T20:32:39.927923] [DEBUG] [LOCAL ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt [2025-12-31T20:32:39.927976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:39.928010] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:39.928040] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:39.928101] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:39.986434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:39.987041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:39.987131] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:39.987170] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:40.091439] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:40.091606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:40.091647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:40.091674] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:40.094995] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-12-31T20:32:40.095268] [INFO ] [FORECASTER] Completed predict_future for TDSC [2025-12-31T20:32:40.095388] [INFO ] [sig ] TDSC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:40.235031] [INFO ] [LOCAL ] Saved forecast: TDSC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TDSC.txt [2025-12-31T20:32:40.235157] [INFO ] [sig ] [3073/3534] Completed TDSC in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:40.235196] [INFO ] [sig ] [3074/3534] Forecasting TDUP... [2025-12-31T20:32:40.235226] [INFO ] [sig ] Generating forecast for: TDUP [2025-12-31T20:32:40.235255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'. [2025-12-31T20:32:40.246785] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDUP'. [2025-12-31T20:32:40.247093] [INFO ] [FORECASTER] Starting predict_future for TDUP [2025-12-31T20:32:40.247873] [DEBUG] [LOCAL ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt [2025-12-31T20:32:40.247924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:40.247955] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:40.247983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:40.248052] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:40.305616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:40.306482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:40.306566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:40.306622] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:40.425025] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:40.425177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:40.425218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:40.425248] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:40.428640] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=95.51%) [2025-12-31T20:32:40.428912] [INFO ] [FORECASTER] Completed predict_future for TDUP [2025-12-31T20:32:40.429036] [INFO ] [sig ] TDUP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:40.571134] [INFO ] [LOCAL ] Saved forecast: TDUP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TDUP.txt [2025-12-31T20:32:40.571280] [INFO ] [sig ] [3074/3534] Completed TDUP in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:40.571320] [INFO ] [sig ] [3075/3534] Forecasting TDY... [2025-12-31T20:32:40.571351] [INFO ] [sig ] Generating forecast for: TDY [2025-12-31T20:32:40.571382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-12-31T20:32:40.582907] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TDY'. [2025-12-31T20:32:40.583232] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-12-31T20:32:40.584089] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-12-31T20:32:40.584154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:40.584193] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:40.584220] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:40.584279] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:40.641383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:40.642094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:40.642186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:40.642221] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:40.761297] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:40.761444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:40.761483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:40.761511] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:40.764845] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=32.10%) [2025-12-31T20:32:40.765121] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-12-31T20:32:40.765242] [INFO ] [sig ] TDY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:40.905274] [INFO ] [LOCAL ] Saved forecast: TDY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TDY.txt [2025-12-31T20:32:40.905431] [INFO ] [sig ] [3075/3534] Completed TDY in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:40.905474] [INFO ] [sig ] [3076/3534] Forecasting TEAM... [2025-12-31T20:32:40.905504] [INFO ] [sig ] Generating forecast for: TEAM [2025-12-31T20:32:40.905534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'. [2025-12-31T20:32:40.917168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEAM'. [2025-12-31T20:32:40.917469] [INFO ] [FORECASTER] Starting predict_future for TEAM [2025-12-31T20:32:40.918304] [DEBUG] [LOCAL ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt [2025-12-31T20:32:40.918358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:40.918392] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:40.918419] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:40.918479] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:40.976882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:40.978034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:40.978153] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:40.978198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:41.098719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:41.098875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:41.098914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:41.098944] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:41.102276] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=98.66%) [2025-12-31T20:32:41.102547] [INFO ] [FORECASTER] Completed predict_future for TEAM [2025-12-31T20:32:41.102687] [INFO ] [sig ] TEAM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:41.241792] [INFO ] [LOCAL ] Saved forecast: TEAM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TEAM.txt [2025-12-31T20:32:41.241987] [INFO ] [sig ] [3076/3534] Completed TEAM in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:41.242046] [INFO ] [sig ] [3077/3534] Forecasting TECH... [2025-12-31T20:32:41.242086] [INFO ] [sig ] Generating forecast for: TECH [2025-12-31T20:32:41.242121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'. [2025-12-31T20:32:41.253483] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECH'. [2025-12-31T20:32:41.253793] [INFO ] [FORECASTER] Starting predict_future for TECH [2025-12-31T20:32:41.254625] [DEBUG] [LOCAL ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt [2025-12-31T20:32:41.254677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:41.254708] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:41.254734] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:41.254791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:41.318105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:41.318953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:41.319055] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:41.319090] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:41.448408] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:41.448565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:41.448625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:41.448657] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:41.452242] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=11.74%) [2025-12-31T20:32:41.452589] [INFO ] [FORECASTER] Completed predict_future for TECH [2025-12-31T20:32:41.452726] [INFO ] [sig ] TECH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:41.599424] [INFO ] [LOCAL ] Saved forecast: TECH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TECH.txt [2025-12-31T20:32:41.599615] [INFO ] [sig ] [3077/3534] Completed TECH in 0.4s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:41.599660] [INFO ] [sig ] [3078/3534] Forecasting TECK... [2025-12-31T20:32:41.599691] [INFO ] [sig ] Generating forecast for: TECK [2025-12-31T20:32:41.599721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-12-31T20:32:41.611972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECK'. [2025-12-31T20:32:41.612354] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-12-31T20:32:41.613191] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-12-31T20:32:41.613245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:41.613278] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:41.613306] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:41.613365] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:41.670694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:41.671348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:41.671427] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:41.671460] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:41.795637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:41.795794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:41.795832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:41.795862] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:41.799175] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=6.26%) [2025-12-31T20:32:41.799480] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-12-31T20:32:41.799619] [INFO ] [sig ] TECK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:41.939144] [INFO ] [LOCAL ] Saved forecast: TECK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TECK.txt [2025-12-31T20:32:41.939296] [INFO ] [sig ] [3078/3534] Completed TECK in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:41.939339] [INFO ] [sig ] [3079/3534] Forecasting TECX... [2025-12-31T20:32:41.939368] [INFO ] [sig ] Generating forecast for: TECX [2025-12-31T20:32:41.939399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'. [2025-12-31T20:32:41.950770] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TECX'. [2025-12-31T20:32:41.951082] [INFO ] [FORECASTER] Starting predict_future for TECX [2025-12-31T20:32:41.951863] [DEBUG] [LOCAL ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt [2025-12-31T20:32:41.951914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:41.951946] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:41.951974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:41.952031] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:42.008913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:42.009603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:42.009719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:42.009752] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:42.124918] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:42.125082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:42.125122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:42.125150] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:42.128479] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: DOWN (p=17.12%) [2025-12-31T20:32:42.128776] [INFO ] [FORECASTER] Completed predict_future for TECX [2025-12-31T20:32:42.128898] [INFO ] [sig ] TECX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:42.273951] [INFO ] [LOCAL ] Saved forecast: TECX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TECX.txt [2025-12-31T20:32:42.274073] [INFO ] [sig ] [3079/3534] Completed TECX in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:42.274115] [INFO ] [sig ] [3080/3534] Forecasting TEF... [2025-12-31T20:32:42.274151] [INFO ] [sig ] Generating forecast for: TEF [2025-12-31T20:32:42.274192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-12-31T20:32:42.286637] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEF'. [2025-12-31T20:32:42.286915] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-12-31T20:32:42.287738] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-12-31T20:32:42.287792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:42.287826] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:42.287862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:42.287935] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:42.351610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:42.352391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:42.352472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:42.352506] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:42.475929] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:42.476152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:42.476206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:42.476239] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:42.480420] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=81.62%) [2025-12-31T20:32:42.480780] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-12-31T20:32:42.480923] [INFO ] [sig ] TEF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:42.632079] [INFO ] [LOCAL ] Saved forecast: TEF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TEF.txt [2025-12-31T20:32:42.632244] [INFO ] [sig ] [3080/3534] Completed TEF in 0.4s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:42.632287] [INFO ] [sig ] [3081/3534] Forecasting TEI... [2025-12-31T20:32:42.632317] [INFO ] [sig ] Generating forecast for: TEI [2025-12-31T20:32:42.632356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-12-31T20:32:42.645458] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEI'. [2025-12-31T20:32:42.645793] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-12-31T20:32:42.646657] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-12-31T20:32:42.646710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:42.646743] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:42.646771] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:42.646839] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:42.707975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:42.708901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:42.708984] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:42.709017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:42.830962] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:42.831111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:42.831150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:42.831179] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:42.834504] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=80.81%) [2025-12-31T20:32:42.834815] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-12-31T20:32:42.834935] [INFO ] [sig ] TEI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:42.973389] [INFO ] [LOCAL ] Saved forecast: TEI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TEI.txt [2025-12-31T20:32:42.973511] [INFO ] [sig ] [3081/3534] Completed TEI in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:42.973549] [INFO ] [sig ] [3082/3534] Forecasting TELO... [2025-12-31T20:32:42.973598] [INFO ] [sig ] Generating forecast for: TELO [2025-12-31T20:32:42.973631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'. [2025-12-31T20:32:42.985112] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TELO'. [2025-12-31T20:32:42.985386] [INFO ] [FORECASTER] Starting predict_future for TELO [2025-12-31T20:32:42.986168] [DEBUG] [LOCAL ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt [2025-12-31T20:32:42.986220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:42.986252] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:42.986279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:42.986336] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:43.048640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:43.049375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:43.049462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:43.049495] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:43.168098] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:43.168270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:43.168310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:43.168340] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:43.171773] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=74.64%) [2025-12-31T20:32:43.172045] [INFO ] [FORECASTER] Completed predict_future for TELO [2025-12-31T20:32:43.172163] [INFO ] [sig ] TELO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:43.327618] [INFO ] [LOCAL ] Saved forecast: TELO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TELO.txt [2025-12-31T20:32:43.327799] [INFO ] [sig ] [3082/3534] Completed TELO in 0.4s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:43.327843] [INFO ] [sig ] [3083/3534] Forecasting TEM... [2025-12-31T20:32:43.327872] [INFO ] [sig ] Generating forecast for: TEM [2025-12-31T20:32:43.327902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'. [2025-12-31T20:32:43.339791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEM'. [2025-12-31T20:32:43.340074] [INFO ] [FORECASTER] Starting predict_future for TEM [2025-12-31T20:32:43.340964] [DEBUG] [LOCAL ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt [2025-12-31T20:32:43.341016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:43.341068] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:43.341098] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:43.341155] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:43.399495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:43.400550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:43.400675] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:43.400711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:43.525162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:43.525330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:43.525371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:43.525402] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:43.528970] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=57.73%) [2025-12-31T20:32:43.529272] [INFO ] [FORECASTER] Completed predict_future for TEM [2025-12-31T20:32:43.529403] [INFO ] [sig ] TEM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:43.668846] [INFO ] [LOCAL ] Saved forecast: TEM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TEM.txt [2025-12-31T20:32:43.669010] [INFO ] [sig ] [3083/3534] Completed TEM in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:43.669050] [INFO ] [sig ] [3084/3534] Forecasting TENB... [2025-12-31T20:32:43.669081] [INFO ] [sig ] Generating forecast for: TENB [2025-12-31T20:32:43.669111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'. [2025-12-31T20:32:43.681309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENB'. [2025-12-31T20:32:43.681713] [INFO ] [FORECASTER] Starting predict_future for TENB [2025-12-31T20:32:43.682504] [DEBUG] [LOCAL ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt [2025-12-31T20:32:43.682556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:43.682608] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:43.682637] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:43.682695] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:43.741084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:43.742146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:43.742261] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:43.742302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:43.862782] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:43.862944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:43.862983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:43.863014] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:43.866371] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=66.41%) [2025-12-31T20:32:43.866664] [INFO ] [FORECASTER] Completed predict_future for TENB [2025-12-31T20:32:43.866787] [INFO ] [sig ] TENB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:44.015654] [INFO ] [LOCAL ] Saved forecast: TENB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TENB.txt [2025-12-31T20:32:44.015839] [INFO ] [sig ] [3084/3534] Completed TENB in 0.3s | 2.91 sym/s | Total: 17.6m | ETA: 2.6m [2025-12-31T20:32:44.015886] [INFO ] [sig ] [3085/3534] Forecasting TENX... [2025-12-31T20:32:44.015917] [INFO ] [sig ] Generating forecast for: TENX [2025-12-31T20:32:44.015949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'. [2025-12-31T20:32:44.026759] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TENX'. [2025-12-31T20:32:44.027136] [INFO ] [FORECASTER] Starting predict_future for TENX [2025-12-31T20:32:44.027960] [DEBUG] [LOCAL ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt [2025-12-31T20:32:44.028015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:44.028049] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:44.028078] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:44.028138] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:44.088295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:44.089335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:44.089445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:44.089485] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:44.204398] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:44.204556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:44.204614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:44.204644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:44.208101] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-12-31T20:32:44.208388] [INFO ] [FORECASTER] Completed predict_future for TENX [2025-12-31T20:32:44.208513] [INFO ] [sig ] TENX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:44.349132] [INFO ] [LOCAL ] Saved forecast: TENX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TENX.txt [2025-12-31T20:32:44.349318] [INFO ] [sig ] [3085/3534] Completed TENX in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m [2025-12-31T20:32:44.349361] [INFO ] [sig ] [3086/3534] Forecasting TEO... [2025-12-31T20:32:44.349393] [INFO ] [sig ] Generating forecast for: TEO [2025-12-31T20:32:44.349424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-12-31T20:32:44.361641] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEO'. [2025-12-31T20:32:44.362014] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-12-31T20:32:44.362819] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-12-31T20:32:44.362871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:44.362960] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:44.362989] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:44.363047] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:44.421167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:44.422089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:44.422184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:44.422242] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:44.544968] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:44.545128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:44.545176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:44.545204] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:44.548705] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=87.54%) [2025-12-31T20:32:44.549043] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-12-31T20:32:44.549186] [INFO ] [sig ] TEO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:44.691215] [INFO ] [LOCAL ] Saved forecast: TEO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TEO.txt [2025-12-31T20:32:44.691376] [INFO ] [sig ] [3086/3534] Completed TEO in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m [2025-12-31T20:32:44.691428] [INFO ] [sig ] [3087/3534] Forecasting TERN... [2025-12-31T20:32:44.691459] [INFO ] [sig ] Generating forecast for: TERN [2025-12-31T20:32:44.691491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'. [2025-12-31T20:32:44.702699] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TERN'. [2025-12-31T20:32:44.702983] [INFO ] [FORECASTER] Starting predict_future for TERN [2025-12-31T20:32:44.703781] [DEBUG] [LOCAL ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt [2025-12-31T20:32:44.703833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:44.703863] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:44.703889] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:44.703945] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:44.764394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:44.765707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:44.765802] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:44.765838] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:44.888998] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:44.889204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:44.889276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:44.889310] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:44.892952] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=1.89%) [2025-12-31T20:32:44.893269] [INFO ] [FORECASTER] Completed predict_future for TERN [2025-12-31T20:32:44.893402] [INFO ] [sig ] TERN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:45.033828] [INFO ] [LOCAL ] Saved forecast: TERN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TERN.txt [2025-12-31T20:32:45.033986] [INFO ] [sig ] [3087/3534] Completed TERN in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m [2025-12-31T20:32:45.034025] [INFO ] [sig ] [3088/3534] Forecasting TEVA... [2025-12-31T20:32:45.034056] [INFO ] [sig ] Generating forecast for: TEVA [2025-12-31T20:32:45.034086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-12-31T20:32:45.045313] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEVA'. [2025-12-31T20:32:45.045606] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-12-31T20:32:45.046381] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-12-31T20:32:45.046439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:45.046472] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:45.046498] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:45.046555] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:45.104293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:45.105165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:45.105253] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:45.105292] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:45.223952] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:45.224115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:45.224155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:45.224183] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:45.227592] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=10.20%) [2025-12-31T20:32:45.227870] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-12-31T20:32:45.228012] [INFO ] [sig ] TEVA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:45.365864] [INFO ] [LOCAL ] Saved forecast: TEVA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TEVA.txt [2025-12-31T20:32:45.365997] [INFO ] [sig ] [3088/3534] Completed TEVA in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.6m [2025-12-31T20:32:45.366036] [INFO ] [sig ] [3089/3534] Forecasting TEX... [2025-12-31T20:32:45.366066] [INFO ] [sig ] Generating forecast for: TEX [2025-12-31T20:32:45.366098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-12-31T20:32:45.377656] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TEX'. [2025-12-31T20:32:45.377942] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-12-31T20:32:45.378711] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-12-31T20:32:45.378762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:45.378794] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:45.378820] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:45.378877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:45.435103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:45.435774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:45.435852] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:45.435883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:45.561451] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:45.561634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:45.561685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:45.561748] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:45.565305] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=83.09%) [2025-12-31T20:32:45.565603] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-12-31T20:32:45.565737] [INFO ] [sig ] TEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:45.704331] [INFO ] [LOCAL ] Saved forecast: TEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TEX.txt [2025-12-31T20:32:45.704461] [INFO ] [sig ] [3089/3534] Completed TEX in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:45.704499] [INFO ] [sig ] [3090/3534] Forecasting TFC... [2025-12-31T20:32:45.704528] [INFO ] [sig ] Generating forecast for: TFC [2025-12-31T20:32:45.704558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-12-31T20:32:45.716250] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFC'. [2025-12-31T20:32:45.716540] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-12-31T20:32:45.717308] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-12-31T20:32:45.717359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:45.717391] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:45.717418] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:45.717475] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:45.774671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:45.775329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:45.775409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:45.775441] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:45.899081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:45.899236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:45.899295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:45.899344] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:45.902743] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=15.60%) [2025-12-31T20:32:45.903016] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-12-31T20:32:45.903139] [INFO ] [sig ] TFC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:46.040763] [INFO ] [LOCAL ] Saved forecast: TFC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TFC.txt [2025-12-31T20:32:46.040879] [INFO ] [sig ] [3090/3534] Completed TFC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:46.040918] [INFO ] [sig ] [3091/3534] Forecasting TFII... [2025-12-31T20:32:46.040946] [INFO ] [sig ] Generating forecast for: TFII [2025-12-31T20:32:46.040976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-12-31T20:32:46.052753] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFII'. [2025-12-31T20:32:46.053025] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-12-31T20:32:46.053790] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-12-31T20:32:46.053842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:46.053873] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:46.053899] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:46.053957] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:46.110116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:46.110738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:46.110813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:46.110845] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:46.226292] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:46.226430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:46.226469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:46.226499] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:46.229795] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=3.33%) [2025-12-31T20:32:46.230063] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-12-31T20:32:46.230183] [INFO ] [sig ] TFII: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:46.372259] [INFO ] [LOCAL ] Saved forecast: TFII 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TFII.txt [2025-12-31T20:32:46.372406] [INFO ] [sig ] [3091/3534] Completed TFII in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:46.372447] [INFO ] [sig ] [3092/3534] Forecasting TFIN... [2025-12-31T20:32:46.372477] [INFO ] [sig ] Generating forecast for: TFIN [2025-12-31T20:32:46.372508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-12-31T20:32:46.384275] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFIN'. [2025-12-31T20:32:46.384615] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-12-31T20:32:46.385449] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-12-31T20:32:46.385503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:46.385535] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:46.385561] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:46.385639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:46.442010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:46.442941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:46.443049] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:46.443082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:46.563006] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:46.563169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:46.563209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:46.563238] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:46.566842] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=54.82%) [2025-12-31T20:32:46.567128] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-12-31T20:32:46.567252] [INFO ] [sig ] TFIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:46.717954] [INFO ] [LOCAL ] Saved forecast: TFIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TFIN.txt [2025-12-31T20:32:46.718092] [INFO ] [sig ] [3092/3534] Completed TFIN in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:46.718131] [INFO ] [sig ] [3093/3534] Forecasting TFPM... [2025-12-31T20:32:46.718162] [INFO ] [sig ] Generating forecast for: TFPM [2025-12-31T20:32:46.718195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-12-31T20:32:46.730677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFPM'. [2025-12-31T20:32:46.731053] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-12-31T20:32:46.731846] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-12-31T20:32:46.731897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:46.731930] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:46.731956] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:46.732013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:46.789053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:46.789705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:46.789783] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:46.789815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:46.911728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:46.911912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:46.911955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:46.911984] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:46.915447] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=86.32%) [2025-12-31T20:32:46.915768] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-12-31T20:32:46.915901] [INFO ] [sig ] TFPM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:47.055192] [INFO ] [LOCAL ] Saved forecast: TFPM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TFPM.txt [2025-12-31T20:32:47.055354] [INFO ] [sig ] [3093/3534] Completed TFPM in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:47.055394] [INFO ] [sig ] [3094/3534] Forecasting TFSL... [2025-12-31T20:32:47.055425] [INFO ] [sig ] Generating forecast for: TFSL [2025-12-31T20:32:47.055455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'. [2025-12-31T20:32:47.067036] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TFSL'. [2025-12-31T20:32:47.067379] [INFO ] [FORECASTER] Starting predict_future for TFSL [2025-12-31T20:32:47.068188] [DEBUG] [LOCAL ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt [2025-12-31T20:32:47.068254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:47.068286] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:47.068325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:47.068384] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:47.127405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:47.128311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:47.128395] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:47.128427] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:47.245156] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:47.245315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:47.245359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:47.245387] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:47.248758] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=24.71%) [2025-12-31T20:32:47.249033] [INFO ] [FORECASTER] Completed predict_future for TFSL [2025-12-31T20:32:47.249155] [INFO ] [sig ] TFSL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:47.387107] [INFO ] [LOCAL ] Saved forecast: TFSL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TFSL.txt [2025-12-31T20:32:47.387260] [INFO ] [sig ] [3094/3534] Completed TFSL in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:47.387312] [INFO ] [sig ] [3095/3534] Forecasting TG... [2025-12-31T20:32:47.387343] [INFO ] [sig ] Generating forecast for: TG [2025-12-31T20:32:47.387374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-12-31T20:32:47.399620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TG'. [2025-12-31T20:32:47.399960] [INFO ] [FORECASTER] Starting predict_future for TG [2025-12-31T20:32:47.400750] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-12-31T20:32:47.400803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:47.400835] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:47.400862] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:47.400919] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:47.459132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:47.460064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:47.460147] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:47.460181] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:47.576352] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:47.576514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:47.576554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:47.576603] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:47.579950] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=92.76%) [2025-12-31T20:32:47.580230] [INFO ] [FORECASTER] Completed predict_future for TG [2025-12-31T20:32:47.580354] [INFO ] [sig ] TG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:47.721642] [INFO ] [LOCAL ] Saved forecast: TG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TG.txt [2025-12-31T20:32:47.721802] [INFO ] [sig ] [3095/3534] Completed TG in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:47.721842] [INFO ] [sig ] [3096/3534] Forecasting TGLS... [2025-12-31T20:32:47.721872] [INFO ] [sig ] Generating forecast for: TGLS [2025-12-31T20:32:47.721902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-12-31T20:32:47.733757] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGLS'. [2025-12-31T20:32:47.734113] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-12-31T20:32:47.734948] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-12-31T20:32:47.735002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:47.735035] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:47.735064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:47.735124] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:47.793864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:47.794755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:47.794869] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:47.794904] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:47.916415] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:47.916583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:47.916628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:47.916658] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:47.920124] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=53.24%) [2025-12-31T20:32:47.920411] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-12-31T20:32:47.920539] [INFO ] [sig ] TGLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:48.059647] [INFO ] [LOCAL ] Saved forecast: TGLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TGLS.txt [2025-12-31T20:32:48.059789] [INFO ] [sig ] [3096/3534] Completed TGLS in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:48.059831] [INFO ] [sig ] [3097/3534] Forecasting TGNA... [2025-12-31T20:32:48.059861] [INFO ] [sig ] Generating forecast for: TGNA [2025-12-31T20:32:48.059890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-12-31T20:32:48.071178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGNA'. [2025-12-31T20:32:48.071453] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-12-31T20:32:48.072222] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-12-31T20:32:48.072274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:48.072306] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:48.072333] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:48.072391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:48.128720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:48.129365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:48.129460] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:48.129497] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:48.251306] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:48.251460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:48.251500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:48.251532] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:48.254963] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=52.60%) [2025-12-31T20:32:48.255268] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-12-31T20:32:48.255398] [INFO ] [sig ] TGNA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:48.395183] [INFO ] [LOCAL ] Saved forecast: TGNA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TGNA.txt [2025-12-31T20:32:48.395318] [INFO ] [sig ] [3097/3534] Completed TGNA in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:48.395357] [INFO ] [sig ] [3098/3534] Forecasting TGS... [2025-12-31T20:32:48.395386] [INFO ] [sig ] Generating forecast for: TGS [2025-12-31T20:32:48.395423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-12-31T20:32:48.406407] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGS'. [2025-12-31T20:32:48.406701] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-12-31T20:32:48.407450] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-12-31T20:32:48.407503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:48.407534] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:48.407562] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:48.407642] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:48.469344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:48.470206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:48.470293] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:48.470327] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:48.585129] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:48.585284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:48.585324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:48.585355] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:48.588781] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=64.80%) [2025-12-31T20:32:48.589075] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-12-31T20:32:48.589203] [INFO ] [sig ] TGS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:48.731164] [INFO ] [LOCAL ] Saved forecast: TGS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TGS.txt [2025-12-31T20:32:48.731313] [INFO ] [sig ] [3098/3534] Completed TGS in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:48.731353] [INFO ] [sig ] [3099/3534] Forecasting TGTX... [2025-12-31T20:32:48.731383] [INFO ] [sig ] Generating forecast for: TGTX [2025-12-31T20:32:48.731412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'. [2025-12-31T20:32:48.742866] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TGTX'. [2025-12-31T20:32:48.743193] [INFO ] [FORECASTER] Starting predict_future for TGTX [2025-12-31T20:32:48.743995] [DEBUG] [LOCAL ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt [2025-12-31T20:32:48.744047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:48.744079] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:48.744105] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:48.744162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:48.801562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:48.802376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:48.802460] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:48.802493] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:48.922458] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:48.922644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:48.922687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:48.922718] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:48.926146] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=93.67%) [2025-12-31T20:32:48.926428] [INFO ] [FORECASTER] Completed predict_future for TGTX [2025-12-31T20:32:48.926554] [INFO ] [sig ] TGTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:49.065893] [INFO ] [LOCAL ] Saved forecast: TGTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TGTX.txt [2025-12-31T20:32:49.066067] [INFO ] [sig ] [3099/3534] Completed TGTX in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:49.066109] [INFO ] [sig ] [3100/3534] Forecasting TH... [2025-12-31T20:32:49.066139] [INFO ] [sig ] Generating forecast for: TH [2025-12-31T20:32:49.066170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'. [2025-12-31T20:32:49.076854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TH'. [2025-12-31T20:32:49.077151] [INFO ] [FORECASTER] Starting predict_future for TH [2025-12-31T20:32:49.077937] [DEBUG] [LOCAL ] No optimal features file found for TH: ./output/feature-sets/TH.txt [2025-12-31T20:32:49.077989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:49.078021] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:49.078048] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:49.078106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:49.134860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:49.135525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:49.135624] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:49.135660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:49.260843] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:49.261004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:49.261045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:49.261075] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:49.264520] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: DOWN (p=4.15%) [2025-12-31T20:32:49.264815] [INFO ] [FORECASTER] Completed predict_future for TH [2025-12-31T20:32:49.264948] [INFO ] [sig ] TH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:49.404335] [INFO ] [LOCAL ] Saved forecast: TH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TH.txt [2025-12-31T20:32:49.404459] [INFO ] [sig ] [3100/3534] Completed TH in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:49.404498] [INFO ] [sig ] [3101/3534] Forecasting THC... [2025-12-31T20:32:49.404528] [INFO ] [sig ] Generating forecast for: THC [2025-12-31T20:32:49.404559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-12-31T20:32:49.416053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THC'. [2025-12-31T20:32:49.416354] [INFO ] [FORECASTER] Starting predict_future for THC [2025-12-31T20:32:49.417146] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-12-31T20:32:49.417203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:49.417246] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:49.417289] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:49.417350] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:49.476984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:49.477781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:49.477868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:49.477902] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:49.600928] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:49.601082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:49.601124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:49.601155] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:49.604564] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-12-31T20:32:49.604860] [INFO ] [FORECASTER] Completed predict_future for THC [2025-12-31T20:32:49.604984] [INFO ] [sig ] THC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:49.747339] [INFO ] [LOCAL ] Saved forecast: THC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/THC.txt [2025-12-31T20:32:49.747520] [INFO ] [sig ] [3101/3534] Completed THC in 0.3s | 2.91 sym/s | Total: 17.7m | ETA: 2.5m [2025-12-31T20:32:49.747566] [INFO ] [sig ] [3102/3534] Forecasting THFF... [2025-12-31T20:32:49.747617] [INFO ] [sig ] Generating forecast for: THFF [2025-12-31T20:32:49.747650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'. [2025-12-31T20:32:49.759872] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THFF'. [2025-12-31T20:32:49.760213] [INFO ] [FORECASTER] Starting predict_future for THFF [2025-12-31T20:32:49.761149] [DEBUG] [LOCAL ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt [2025-12-31T20:32:49.761215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:49.761254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:49.761283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:49.761343] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:49.823004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:49.823897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:49.824023] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:49.824065] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:49.955162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:49.955323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:49.955371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:49.955416] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:49.958988] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=6.93%) [2025-12-31T20:32:49.959286] [INFO ] [FORECASTER] Completed predict_future for THFF [2025-12-31T20:32:49.959415] [INFO ] [sig ] THFF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:50.110099] [INFO ] [LOCAL ] Saved forecast: THFF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/THFF.txt [2025-12-31T20:32:50.110263] [INFO ] [sig ] [3102/3534] Completed THFF in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m [2025-12-31T20:32:50.110306] [INFO ] [sig ] [3103/3534] Forecasting THG... [2025-12-31T20:32:50.110336] [INFO ] [sig ] Generating forecast for: THG [2025-12-31T20:32:50.110369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-12-31T20:32:50.122158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THG'. [2025-12-31T20:32:50.122480] [INFO ] [FORECASTER] Starting predict_future for THG [2025-12-31T20:32:50.123332] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-12-31T20:32:50.123387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:50.123447] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:50.123478] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:50.123538] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:50.184159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:50.184953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:50.185035] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:50.185070] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:50.310767] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:50.310932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:50.310983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:50.311016] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:50.314440] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=26.56%) [2025-12-31T20:32:50.314744] [INFO ] [FORECASTER] Completed predict_future for THG [2025-12-31T20:32:50.314873] [INFO ] [sig ] THG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:50.468338] [INFO ] [LOCAL ] Saved forecast: THG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/THG.txt [2025-12-31T20:32:50.468542] [INFO ] [sig ] [3103/3534] Completed THG in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m [2025-12-31T20:32:50.468603] [INFO ] [sig ] [3104/3534] Forecasting THO... [2025-12-31T20:32:50.468637] [INFO ] [sig ] Generating forecast for: THO [2025-12-31T20:32:50.468669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-12-31T20:32:50.481427] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THO'. [2025-12-31T20:32:50.481867] [INFO ] [FORECASTER] Starting predict_future for THO [2025-12-31T20:32:50.482729] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-12-31T20:32:50.482782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:50.482814] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:50.482840] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:50.482897] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:50.539591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:50.540553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:50.540664] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:50.540699] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:50.662545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:50.662728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:50.662769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:50.662799] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:50.666245] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=8.07%) [2025-12-31T20:32:50.666530] [INFO ] [FORECASTER] Completed predict_future for THO [2025-12-31T20:32:50.666676] [INFO ] [sig ] THO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:50.812018] [INFO ] [LOCAL ] Saved forecast: THO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/THO.txt [2025-12-31T20:32:50.812176] [INFO ] [sig ] [3104/3534] Completed THO in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m [2025-12-31T20:32:50.812229] [INFO ] [sig ] [3105/3534] Forecasting THQ... [2025-12-31T20:32:50.812261] [INFO ] [sig ] Generating forecast for: THQ [2025-12-31T20:32:50.812291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-12-31T20:32:50.823893] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THQ'. [2025-12-31T20:32:50.824195] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-12-31T20:32:50.824997] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-12-31T20:32:50.825050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:50.825082] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:50.825110] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:50.825168] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:50.883805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:50.884735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:50.884820] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:50.884854] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:51.009623] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:51.009845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:51.009897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:51.009937] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:51.013964] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=74.37%) [2025-12-31T20:32:51.014269] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-12-31T20:32:51.014399] [INFO ] [sig ] THQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:51.155857] [INFO ] [LOCAL ] Saved forecast: THQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/THQ.txt [2025-12-31T20:32:51.156024] [INFO ] [sig ] [3105/3534] Completed THQ in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.5m [2025-12-31T20:32:51.156066] [INFO ] [sig ] [3106/3534] Forecasting THRM... [2025-12-31T20:32:51.156098] [INFO ] [sig ] Generating forecast for: THRM [2025-12-31T20:32:51.156130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'. [2025-12-31T20:32:51.167709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRM'. [2025-12-31T20:32:51.168044] [INFO ] [FORECASTER] Starting predict_future for THRM [2025-12-31T20:32:51.168843] [DEBUG] [LOCAL ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt [2025-12-31T20:32:51.168895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:51.168926] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:51.168953] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:51.169009] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:51.225600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:51.226481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:51.226566] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:51.226619] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:51.350875] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:51.351042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:51.351084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:51.351149] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:51.354610] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=67.38%) [2025-12-31T20:32:51.354899] [INFO ] [FORECASTER] Completed predict_future for THRM [2025-12-31T20:32:51.355024] [INFO ] [sig ] THRM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:51.499295] [INFO ] [LOCAL ] Saved forecast: THRM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/THRM.txt [2025-12-31T20:32:51.499466] [INFO ] [sig ] [3106/3534] Completed THRM in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:51.499506] [INFO ] [sig ] [3107/3534] Forecasting THRY... [2025-12-31T20:32:51.499536] [INFO ] [sig ] Generating forecast for: THRY [2025-12-31T20:32:51.499565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'. [2025-12-31T20:32:51.511700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THRY'. [2025-12-31T20:32:51.512080] [INFO ] [FORECASTER] Starting predict_future for THRY [2025-12-31T20:32:51.512911] [DEBUG] [LOCAL ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt [2025-12-31T20:32:51.512979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:51.513013] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:51.513042] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:51.513103] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:51.570221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:51.571093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:51.571176] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:51.571208] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:51.694105] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:51.694265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:51.694305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:51.694334] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:51.697699] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=1.98%) [2025-12-31T20:32:51.697973] [INFO ] [FORECASTER] Completed predict_future for THRY [2025-12-31T20:32:51.698093] [INFO ] [sig ] THRY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:51.841007] [INFO ] [LOCAL ] Saved forecast: THRY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/THRY.txt [2025-12-31T20:32:51.841191] [INFO ] [sig ] [3107/3534] Completed THRY in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:51.841233] [INFO ] [sig ] [3108/3534] Forecasting THS... [2025-12-31T20:32:51.841263] [INFO ] [sig ] Generating forecast for: THS [2025-12-31T20:32:51.841294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-12-31T20:32:51.852636] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'THS'. [2025-12-31T20:32:51.852910] [INFO ] [FORECASTER] Starting predict_future for THS [2025-12-31T20:32:51.853714] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-12-31T20:32:51.853767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:51.853798] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:51.853826] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:51.853884] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:51.910188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:51.910900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:51.910976] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:51.911009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:52.032689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:52.032841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:52.032879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:52.032911] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:52.036214] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=26.32%) [2025-12-31T20:32:52.036489] [INFO ] [FORECASTER] Completed predict_future for THS [2025-12-31T20:32:52.036639] [INFO ] [sig ] THS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:52.175968] [INFO ] [LOCAL ] Saved forecast: THS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/THS.txt [2025-12-31T20:32:52.176102] [INFO ] [sig ] [3108/3534] Completed THS in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:52.176140] [INFO ] [sig ] [3109/3534] Forecasting TIGO... [2025-12-31T20:32:52.176170] [INFO ] [sig ] Generating forecast for: TIGO [2025-12-31T20:32:52.176201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'. [2025-12-31T20:32:52.187551] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIGO'. [2025-12-31T20:32:52.187847] [INFO ] [FORECASTER] Starting predict_future for TIGO [2025-12-31T20:32:52.188611] [DEBUG] [LOCAL ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt [2025-12-31T20:32:52.188662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:52.188694] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:52.188720] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:52.188778] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:52.245297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:52.246186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:52.246271] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:52.246303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:52.363519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:52.363705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:52.363747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:52.363775] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:52.367278] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=46.68%) [2025-12-31T20:32:52.367569] [INFO ] [FORECASTER] Completed predict_future for TIGO [2025-12-31T20:32:52.367715] [INFO ] [sig ] TIGO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:52.507674] [INFO ] [LOCAL ] Saved forecast: TIGO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TIGO.txt [2025-12-31T20:32:52.507815] [INFO ] [sig ] [3109/3534] Completed TIGO in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:52.507855] [INFO ] [sig ] [3110/3534] Forecasting TIL... [2025-12-31T20:32:52.507884] [INFO ] [sig ] Generating forecast for: TIL [2025-12-31T20:32:52.507914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'. [2025-12-31T20:32:52.519475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIL'. [2025-12-31T20:32:52.519760] [INFO ] [FORECASTER] Starting predict_future for TIL [2025-12-31T20:32:52.520508] [DEBUG] [LOCAL ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt [2025-12-31T20:32:52.520560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:52.520613] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:52.520641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:52.520699] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:52.576740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:52.577325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:52.577399] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:52.577431] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:52.698168] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:52.698315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:52.698353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:52.698383] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:52.701757] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=74.83%) [2025-12-31T20:32:52.702032] [INFO ] [FORECASTER] Completed predict_future for TIL [2025-12-31T20:32:52.702154] [INFO ] [sig ] TIL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:52.840818] [INFO ] [LOCAL ] Saved forecast: TIL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TIL.txt [2025-12-31T20:32:52.840931] [INFO ] [sig ] [3110/3534] Completed TIL in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:52.840993] [INFO ] [sig ] [3111/3534] Forecasting TILE... [2025-12-31T20:32:52.841025] [INFO ] [sig ] Generating forecast for: TILE [2025-12-31T20:32:52.841055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'. [2025-12-31T20:32:52.852402] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TILE'. [2025-12-31T20:32:52.852676] [INFO ] [FORECASTER] Starting predict_future for TILE [2025-12-31T20:32:52.853424] [DEBUG] [LOCAL ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt [2025-12-31T20:32:52.853475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:52.853506] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:52.853533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:52.853608] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:52.909888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:52.910480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:52.910557] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:52.910607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:53.034032] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:53.034331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:53.034388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:53.034431] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:53.038419] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=5.70%) [2025-12-31T20:32:53.038722] [INFO ] [FORECASTER] Completed predict_future for TILE [2025-12-31T20:32:53.038852] [INFO ] [sig ] TILE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:53.179226] [INFO ] [LOCAL ] Saved forecast: TILE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TILE.txt [2025-12-31T20:32:53.179393] [INFO ] [sig ] [3111/3534] Completed TILE in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:53.179434] [INFO ] [sig ] [3112/3534] Forecasting TIMB... [2025-12-31T20:32:53.179465] [INFO ] [sig ] Generating forecast for: TIMB [2025-12-31T20:32:53.179498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-12-31T20:32:53.192200] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TIMB'. [2025-12-31T20:32:53.192616] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-12-31T20:32:53.193432] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-12-31T20:32:53.193492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:53.193527] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:53.193554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:53.193633] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:53.250613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:53.251512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:53.251616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:53.251650] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:53.371158] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:53.371328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:53.371376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:53.371408] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:53.375003] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=76.69%) [2025-12-31T20:32:53.375287] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-12-31T20:32:53.375431] [INFO ] [sig ] TIMB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:53.522626] [INFO ] [LOCAL ] Saved forecast: TIMB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TIMB.txt [2025-12-31T20:32:53.522847] [INFO ] [sig ] [3112/3534] Completed TIMB in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:53.522902] [INFO ] [sig ] [3113/3534] Forecasting TITN... [2025-12-31T20:32:53.522933] [INFO ] [sig ] Generating forecast for: TITN [2025-12-31T20:32:53.522963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'. [2025-12-31T20:32:53.535075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TITN'. [2025-12-31T20:32:53.535380] [INFO ] [FORECASTER] Starting predict_future for TITN [2025-12-31T20:32:53.536155] [DEBUG] [LOCAL ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt [2025-12-31T20:32:53.536208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:53.536240] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:53.536267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:53.536324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:53.592992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:53.593621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:53.593720] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:53.593753] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:53.712481] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:53.712646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:53.712686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:53.712716] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:53.716071] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=28.54%) [2025-12-31T20:32:53.716350] [INFO ] [FORECASTER] Completed predict_future for TITN [2025-12-31T20:32:53.716474] [INFO ] [sig ] TITN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:53.856229] [INFO ] [LOCAL ] Saved forecast: TITN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TITN.txt [2025-12-31T20:32:53.856347] [INFO ] [sig ] [3113/3534] Completed TITN in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:53.856386] [INFO ] [sig ] [3114/3534] Forecasting TJX... [2025-12-31T20:32:53.856415] [INFO ] [sig ] Generating forecast for: TJX [2025-12-31T20:32:53.856444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-12-31T20:32:53.868246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TJX'. [2025-12-31T20:32:53.868533] [INFO ] [FORECASTER] Starting predict_future for TJX [2025-12-31T20:32:53.869345] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-12-31T20:32:53.869397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:53.869432] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:53.869460] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:53.869519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:53.928080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:53.928984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:53.929070] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:53.929104] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:54.056918] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:54.057085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:54.057142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:54.057176] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:54.060696] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=10.25%) [2025-12-31T20:32:54.060985] [INFO ] [FORECASTER] Completed predict_future for TJX [2025-12-31T20:32:54.061115] [INFO ] [sig ] TJX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:54.209426] [INFO ] [LOCAL ] Saved forecast: TJX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TJX.txt [2025-12-31T20:32:54.209627] [INFO ] [sig ] [3114/3534] Completed TJX in 0.4s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:54.209673] [INFO ] [sig ] [3115/3534] Forecasting TK... [2025-12-31T20:32:54.209703] [INFO ] [sig ] Generating forecast for: TK [2025-12-31T20:32:54.209734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-12-31T20:32:54.221693] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TK'. [2025-12-31T20:32:54.222003] [INFO ] [FORECASTER] Starting predict_future for TK [2025-12-31T20:32:54.222847] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-12-31T20:32:54.222901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:54.222934] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:54.222962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:54.223021] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:54.284159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:54.284859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:54.284940] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:54.284973] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:54.406964] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:54.407107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:54.407147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:54.407177] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:54.410707] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=57.67%) [2025-12-31T20:32:54.410991] [INFO ] [FORECASTER] Completed predict_future for TK [2025-12-31T20:32:54.411117] [INFO ] [sig ] TK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:54.551363] [INFO ] [LOCAL ] Saved forecast: TK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TK.txt [2025-12-31T20:32:54.551483] [INFO ] [sig ] [3115/3534] Completed TK in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:54.551523] [INFO ] [sig ] [3116/3534] Forecasting TKC... [2025-12-31T20:32:54.551551] [INFO ] [sig ] Generating forecast for: TKC [2025-12-31T20:32:54.551604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-12-31T20:32:54.562909] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKC'. [2025-12-31T20:32:54.563183] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-12-31T20:32:54.563953] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-12-31T20:32:54.564006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:54.564038] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:54.564064] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:54.564128] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:54.620670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:54.621317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:54.621425] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:54.621465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:54.743016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:54.743192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:54.743233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:54.743263] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:54.746707] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=82.49%) [2025-12-31T20:32:54.746991] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-12-31T20:32:54.747116] [INFO ] [sig ] TKC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:54.886407] [INFO ] [LOCAL ] Saved forecast: TKC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TKC.txt [2025-12-31T20:32:54.886555] [INFO ] [sig ] [3116/3534] Completed TKC in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:54.886612] [INFO ] [sig ] [3117/3534] Forecasting TKNO... [2025-12-31T20:32:54.886645] [INFO ] [sig ] Generating forecast for: TKNO [2025-12-31T20:32:54.886675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'. [2025-12-31T20:32:54.897631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKNO'. [2025-12-31T20:32:54.897912] [INFO ] [FORECASTER] Starting predict_future for TKNO [2025-12-31T20:32:54.898675] [DEBUG] [LOCAL ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt [2025-12-31T20:32:54.898727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:54.898758] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:54.898784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:54.898841] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:54.960341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:54.961279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:54.961363] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:54.961397] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:55.078454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:55.078639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:55.078684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:55.078714] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:55.082174] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: UP (p=71.22%) [2025-12-31T20:32:55.082459] [INFO ] [FORECASTER] Completed predict_future for TKNO [2025-12-31T20:32:55.082617] [INFO ] [sig ] TKNO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:55.223158] [INFO ] [LOCAL ] Saved forecast: TKNO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TKNO.txt [2025-12-31T20:32:55.223301] [INFO ] [sig ] [3117/3534] Completed TKNO in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:55.223342] [INFO ] [sig ] [3118/3534] Forecasting TKO... [2025-12-31T20:32:55.223371] [INFO ] [sig ] Generating forecast for: TKO [2025-12-31T20:32:55.223403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-12-31T20:32:55.236413] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TKO'. [2025-12-31T20:32:55.236815] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-12-31T20:32:55.237609] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-12-31T20:32:55.237661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:55.237706] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:55.237735] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:55.237793] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:55.295495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:55.296832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:55.296920] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:55.296952] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:55.418614] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:55.418785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:55.418824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:55.418853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:55.422334] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=96.25%) [2025-12-31T20:32:55.422702] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-12-31T20:32:55.422845] [INFO ] [sig ] TKO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:55.567870] [INFO ] [LOCAL ] Saved forecast: TKO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TKO.txt [2025-12-31T20:32:55.568029] [INFO ] [sig ] [3118/3534] Completed TKO in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:55.568070] [INFO ] [sig ] [3119/3534] Forecasting TLK... [2025-12-31T20:32:55.568101] [INFO ] [sig ] Generating forecast for: TLK [2025-12-31T20:32:55.568132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-12-31T20:32:55.579609] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLK'. [2025-12-31T20:32:55.579953] [INFO ] [FORECASTER] Starting predict_future for TLK [2025-12-31T20:32:55.580742] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-12-31T20:32:55.580795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:55.580828] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:55.580855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:55.580912] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:55.641554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:55.642462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:55.642546] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:55.642612] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:55.765178] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:55.765331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:55.765371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:55.765401] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:55.768803] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=76.35%) [2025-12-31T20:32:55.769076] [INFO ] [FORECASTER] Completed predict_future for TLK [2025-12-31T20:32:55.769195] [INFO ] [sig ] TLK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:55.916293] [INFO ] [LOCAL ] Saved forecast: TLK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TLK.txt [2025-12-31T20:32:55.916426] [INFO ] [sig ] [3119/3534] Completed TLK in 0.3s | 2.91 sym/s | Total: 17.8m | ETA: 2.4m [2025-12-31T20:32:55.916468] [INFO ] [sig ] [3120/3534] Forecasting TLS... [2025-12-31T20:32:55.916497] [INFO ] [sig ] Generating forecast for: TLS [2025-12-31T20:32:55.916528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'. [2025-12-31T20:32:55.928247] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLS'. [2025-12-31T20:32:55.928568] [INFO ] [FORECASTER] Starting predict_future for TLS [2025-12-31T20:32:55.929401] [DEBUG] [LOCAL ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt [2025-12-31T20:32:55.929455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:55.929512] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:55.929543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:55.929618] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:55.987417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:55.988093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:55.988173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:55.988206] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:56.109085] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:56.109192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:56.109231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:56.109292] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:56.112853] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=62.83%) [2025-12-31T20:32:56.113130] [INFO ] [FORECASTER] Completed predict_future for TLS [2025-12-31T20:32:56.113254] [INFO ] [sig ] TLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:32:56.270356] [INFO ] [LOCAL ] Saved forecast: TLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TLS.txt [2025-12-31T20:32:56.270535] [INFO ] [sig ] [3120/3534] Completed TLS in 0.4s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m [2025-12-31T20:32:56.270596] [INFO ] [sig ] [3121/3534] Forecasting TLSA... [2025-12-31T20:32:56.270630] [INFO ] [sig ] Generating forecast for: TLSA [2025-12-31T20:32:56.270666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'. [2025-12-31T20:32:56.283945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSA'. [2025-12-31T20:32:56.284276] [INFO ] [FORECASTER] Starting predict_future for TLSA [2025-12-31T20:32:56.285071] [DEBUG] [LOCAL ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt [2025-12-31T20:32:56.285123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:56.285153] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:56.285179] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:56.285236] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:56.341826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:56.342638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:56.342722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:56.342756] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:56.465170] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:56.465332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:56.465375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:56.465406] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:56.468925] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=10.24%) [2025-12-31T20:32:56.469205] [INFO ] [FORECASTER] Completed predict_future for TLSA [2025-12-31T20:32:56.469388] [INFO ] [sig ] TLSA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:56.611089] [INFO ] [LOCAL ] Saved forecast: TLSA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TLSA.txt [2025-12-31T20:32:56.611232] [INFO ] [sig ] [3121/3534] Completed TLSA in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m [2025-12-31T20:32:56.611273] [INFO ] [sig ] [3122/3534] Forecasting TLSI... [2025-12-31T20:32:56.611302] [INFO ] [sig ] Generating forecast for: TLSI [2025-12-31T20:32:56.611337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'. [2025-12-31T20:32:56.622567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLSI'. [2025-12-31T20:32:56.622904] [INFO ] [FORECASTER] Starting predict_future for TLSI [2025-12-31T20:32:56.623735] [DEBUG] [LOCAL ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt [2025-12-31T20:32:56.623788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:56.623821] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:56.623849] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:56.623908] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:56.682057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:56.682910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:56.682995] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:56.683029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:56.803496] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:56.803679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:56.803721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:56.803751] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:56.807311] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: DOWN (p=38.31%) [2025-12-31T20:32:56.807629] [INFO ] [FORECASTER] Completed predict_future for TLSI [2025-12-31T20:32:56.807759] [INFO ] [sig ] TLSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:56.949918] [INFO ] [LOCAL ] Saved forecast: TLSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TLSI.txt [2025-12-31T20:32:56.950055] [INFO ] [sig ] [3122/3534] Completed TLSI in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m [2025-12-31T20:32:56.950096] [INFO ] [sig ] [3123/3534] Forecasting TLYS... [2025-12-31T20:32:56.950125] [INFO ] [sig ] Generating forecast for: TLYS [2025-12-31T20:32:56.950157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-12-31T20:32:56.961382] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TLYS'. [2025-12-31T20:32:56.961708] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-12-31T20:32:56.962496] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-12-31T20:32:56.962548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:56.962602] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:56.962631] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:56.962688] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:57.020242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:57.021073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:57.021172] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:57.021212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:57.137361] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:57.137513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:57.137553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:57.137632] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:57.140976] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=29.09%) [2025-12-31T20:32:57.141251] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-12-31T20:32:57.141374] [INFO ] [sig ] TLYS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:57.286435] [INFO ] [LOCAL ] Saved forecast: TLYS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TLYS.txt [2025-12-31T20:32:57.286586] [INFO ] [sig ] [3123/3534] Completed TLYS in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.4m [2025-12-31T20:32:57.286630] [INFO ] [sig ] [3124/3534] Forecasting TM... [2025-12-31T20:32:57.286659] [INFO ] [sig ] Generating forecast for: TM [2025-12-31T20:32:57.286690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-12-31T20:32:57.298855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TM'. [2025-12-31T20:32:57.299217] [INFO ] [FORECASTER] Starting predict_future for TM [2025-12-31T20:32:57.300113] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-12-31T20:32:57.300168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:57.300201] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:57.300229] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:57.300288] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:57.357847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:57.358481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:57.358561] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:57.358613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:57.482052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:57.482215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:57.482255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:57.482285] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:57.485770] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=9.97%) [2025-12-31T20:32:57.486052] [INFO ] [FORECASTER] Completed predict_future for TM [2025-12-31T20:32:57.486177] [INFO ] [sig ] TM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:57.628428] [INFO ] [LOCAL ] Saved forecast: TM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TM.txt [2025-12-31T20:32:57.628609] [INFO ] [sig ] [3124/3534] Completed TM in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:57.628652] [INFO ] [sig ] [3125/3534] Forecasting TMC... [2025-12-31T20:32:57.628684] [INFO ] [sig ] Generating forecast for: TMC [2025-12-31T20:32:57.628715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'. [2025-12-31T20:32:57.640624] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMC'. [2025-12-31T20:32:57.640969] [INFO ] [FORECASTER] Starting predict_future for TMC [2025-12-31T20:32:57.641753] [DEBUG] [LOCAL ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt [2025-12-31T20:32:57.641805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:57.641836] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:57.641863] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:57.641921] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:57.697880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:57.698617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:57.698698] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:57.698730] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:57.813861] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:57.814016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:57.814055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:57.814100] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:57.817471] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=2.42%) [2025-12-31T20:32:57.817775] [INFO ] [FORECASTER] Completed predict_future for TMC [2025-12-31T20:32:57.817903] [INFO ] [sig ] TMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:57.959828] [INFO ] [LOCAL ] Saved forecast: TMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TMC.txt [2025-12-31T20:32:57.959988] [INFO ] [sig ] [3125/3534] Completed TMC in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:57.960044] [INFO ] [sig ] [3126/3534] Forecasting TMCI... [2025-12-31T20:32:57.960084] [INFO ] [sig ] Generating forecast for: TMCI [2025-12-31T20:32:57.960119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'. [2025-12-31T20:32:57.971765] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMCI'. [2025-12-31T20:32:57.972118] [INFO ] [FORECASTER] Starting predict_future for TMCI [2025-12-31T20:32:57.972929] [DEBUG] [LOCAL ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt [2025-12-31T20:32:57.972984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:57.973016] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:57.973044] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:57.973102] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:58.031433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:58.032315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:58.032400] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:58.032435] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:58.153209] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:58.153371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:58.153412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:58.153442] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:58.156951] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=19.52%) [2025-12-31T20:32:58.157238] [INFO ] [FORECASTER] Completed predict_future for TMCI [2025-12-31T20:32:58.157369] [INFO ] [sig ] TMCI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:58.298606] [INFO ] [LOCAL ] Saved forecast: TMCI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TMCI.txt [2025-12-31T20:32:58.298735] [INFO ] [sig ] [3126/3534] Completed TMCI in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:58.298775] [INFO ] [sig ] [3127/3534] Forecasting TMDX... [2025-12-31T20:32:58.298804] [INFO ] [sig ] Generating forecast for: TMDX [2025-12-31T20:32:58.298834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'. [2025-12-31T20:32:58.310034] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMDX'. [2025-12-31T20:32:58.310401] [INFO ] [FORECASTER] Starting predict_future for TMDX [2025-12-31T20:32:58.311215] [DEBUG] [LOCAL ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt [2025-12-31T20:32:58.311267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:58.311300] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:58.311327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:58.311384] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:58.368772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:58.369423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:58.369501] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:58.369533] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:58.488475] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:58.488635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:58.488676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:58.488705] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:58.492025] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=4.25%) [2025-12-31T20:32:58.492301] [INFO ] [FORECASTER] Completed predict_future for TMDX [2025-12-31T20:32:58.492421] [INFO ] [sig ] TMDX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:58.632990] [INFO ] [LOCAL ] Saved forecast: TMDX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TMDX.txt [2025-12-31T20:32:58.633128] [INFO ] [sig ] [3127/3534] Completed TMDX in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:58.633168] [INFO ] [sig ] [3128/3534] Forecasting TME... [2025-12-31T20:32:58.633198] [INFO ] [sig ] Generating forecast for: TME [2025-12-31T20:32:58.633233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-12-31T20:32:58.644669] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TME'. [2025-12-31T20:32:58.644978] [INFO ] [FORECASTER] Starting predict_future for TME [2025-12-31T20:32:58.645803] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-12-31T20:32:58.645857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:58.645891] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:58.645919] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:58.645978] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:58.704473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:58.705132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:58.705208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:58.705241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:58.825308] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:58.825466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:58.825518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:58.825554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:58.829064] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=15.32%) [2025-12-31T20:32:58.829385] [INFO ] [FORECASTER] Completed predict_future for TME [2025-12-31T20:32:58.829516] [INFO ] [sig ] TME: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:58.968201] [INFO ] [LOCAL ] Saved forecast: TME 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TME.txt [2025-12-31T20:32:58.968331] [INFO ] [sig ] [3128/3534] Completed TME in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:58.968370] [INFO ] [sig ] [3129/3534] Forecasting TMHC... [2025-12-31T20:32:58.968400] [INFO ] [sig ] Generating forecast for: TMHC [2025-12-31T20:32:58.968429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-12-31T20:32:58.979677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMHC'. [2025-12-31T20:32:58.979955] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-12-31T20:32:58.980771] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-12-31T20:32:58.980824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:58.980856] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:58.980882] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:58.980953] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:59.039838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:59.040692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:59.040773] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:59.040806] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:59.159419] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:59.159547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:59.159603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:59.159635] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:59.163090] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=5.38%) [2025-12-31T20:32:59.163405] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-12-31T20:32:59.163538] [INFO ] [sig ] TMHC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:59.306937] [INFO ] [LOCAL ] Saved forecast: TMHC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TMHC.txt [2025-12-31T20:32:59.307091] [INFO ] [sig ] [3129/3534] Completed TMHC in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:59.307133] [INFO ] [sig ] [3130/3534] Forecasting TMUS... [2025-12-31T20:32:59.307162] [INFO ] [sig ] Generating forecast for: TMUS [2025-12-31T20:32:59.307191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'. [2025-12-31T20:32:59.318393] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TMUS'. [2025-12-31T20:32:59.318705] [INFO ] [FORECASTER] Starting predict_future for TMUS [2025-12-31T20:32:59.319486] [DEBUG] [LOCAL ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt [2025-12-31T20:32:59.319538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:59.319591] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:59.319622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:59.319679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:59.376523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:59.377177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:59.377286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:59.377320] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:59.499785] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:59.499936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:59.499976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:59.500006] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:59.503390] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: DOWN (p=25.87%) [2025-12-31T20:32:59.503758] [INFO ] [FORECASTER] Completed predict_future for TMUS [2025-12-31T20:32:59.503887] [INFO ] [sig ] TMUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:59.645588] [INFO ] [LOCAL ] Saved forecast: TMUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TMUS.txt [2025-12-31T20:32:59.645750] [INFO ] [sig ] [3130/3534] Completed TMUS in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:59.645793] [INFO ] [sig ] [3131/3534] Forecasting TNC... [2025-12-31T20:32:59.645824] [INFO ] [sig ] Generating forecast for: TNC [2025-12-31T20:32:59.645856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-12-31T20:32:59.657354] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNC'. [2025-12-31T20:32:59.657716] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-12-31T20:32:59.658509] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-12-31T20:32:59.658606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:32:59.658642] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:32:59.658669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:32:59.658727] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:32:59.715164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:32:59.715966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:32:59.716050] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:32:59.716082] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:32:59.836684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:32:59.836848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:32:59.836889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:32:59.836920] [INFO ] [FORECASTER] Training complete [2025-12-31T20:32:59.840373] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=4.98%) [2025-12-31T20:32:59.840714] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-12-31T20:32:59.840847] [INFO ] [sig ] TNC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:32:59.990748] [INFO ] [LOCAL ] Saved forecast: TNC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TNC.txt [2025-12-31T20:32:59.990912] [INFO ] [sig ] [3131/3534] Completed TNC in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:32:59.990955] [INFO ] [sig ] [3132/3534] Forecasting TNDM... [2025-12-31T20:32:59.990987] [INFO ] [sig ] Generating forecast for: TNDM [2025-12-31T20:32:59.991019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'. [2025-12-31T20:33:00.003620] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNDM'. [2025-12-31T20:33:00.004039] [INFO ] [FORECASTER] Starting predict_future for TNDM [2025-12-31T20:33:00.004901] [DEBUG] [LOCAL ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt [2025-12-31T20:33:00.004955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:00.004987] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:00.005013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:00.005071] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:00.063976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:00.064897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:00.064983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:00.065017] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:00.189786] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:00.189943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:00.189984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:00.190016] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:00.193512] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=39.85%) [2025-12-31T20:33:00.193815] [INFO ] [FORECASTER] Completed predict_future for TNDM [2025-12-31T20:33:00.193940] [INFO ] [sig ] TNDM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:00.333272] [INFO ] [LOCAL ] Saved forecast: TNDM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TNDM.txt [2025-12-31T20:33:00.333408] [INFO ] [sig ] [3132/3534] Completed TNDM in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:33:00.333447] [INFO ] [sig ] [3133/3534] Forecasting TNGX... [2025-12-31T20:33:00.333476] [INFO ] [sig ] Generating forecast for: TNGX [2025-12-31T20:33:00.333509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'. [2025-12-31T20:33:00.344646] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNGX'. [2025-12-31T20:33:00.344926] [INFO ] [FORECASTER] Starting predict_future for TNGX [2025-12-31T20:33:00.345702] [DEBUG] [LOCAL ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt [2025-12-31T20:33:00.345754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:00.345786] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:00.345814] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:00.345871] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:00.403759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:00.404433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:00.404511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:00.404545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:00.523043] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:00.523196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:00.523235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:00.523264] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:00.526602] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=91.42%) [2025-12-31T20:33:00.526875] [INFO ] [FORECASTER] Completed predict_future for TNGX [2025-12-31T20:33:00.526995] [INFO ] [sig ] TNGX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:00.667228] [INFO ] [LOCAL ] Saved forecast: TNGX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TNGX.txt [2025-12-31T20:33:00.667407] [INFO ] [sig ] [3133/3534] Completed TNGX in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:33:00.667448] [INFO ] [sig ] [3134/3534] Forecasting TNK... [2025-12-31T20:33:00.667479] [INFO ] [sig ] Generating forecast for: TNK [2025-12-31T20:33:00.667510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-12-31T20:33:00.678724] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNK'. [2025-12-31T20:33:00.679043] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-12-31T20:33:00.679853] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-12-31T20:33:00.679906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:00.679938] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:00.679965] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:00.680021] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:00.739937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:00.740787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:00.740868] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:00.740901] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:00.863648] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:00.863804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:00.863844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:00.863872] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:00.867201] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=16.53%) [2025-12-31T20:33:00.867472] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-12-31T20:33:00.867609] [INFO ] [sig ] TNK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:01.008526] [INFO ] [LOCAL ] Saved forecast: TNK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TNK.txt [2025-12-31T20:33:01.008708] [INFO ] [sig ] [3134/3534] Completed TNK in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:33:01.008752] [INFO ] [sig ] [3135/3534] Forecasting TNL... [2025-12-31T20:33:01.008782] [INFO ] [sig ] Generating forecast for: TNL [2025-12-31T20:33:01.008814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-12-31T20:33:01.020405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNL'. [2025-12-31T20:33:01.020893] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-12-31T20:33:01.021664] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-12-31T20:33:01.021715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:01.021747] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:01.021774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:01.021831] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:01.081475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:01.082130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:01.082208] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:01.082240] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:01.208777] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:01.208934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:01.208973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:01.209002] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:01.212488] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=82.15%) [2025-12-31T20:33:01.212821] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-12-31T20:33:01.212947] [INFO ] [sig ] TNL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:01.353884] [INFO ] [LOCAL ] Saved forecast: TNL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TNL.txt [2025-12-31T20:33:01.354016] [INFO ] [sig ] [3135/3534] Completed TNL in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:33:01.354056] [INFO ] [sig ] [3136/3534] Forecasting TNXP... [2025-12-31T20:33:01.354086] [INFO ] [sig ] Generating forecast for: TNXP [2025-12-31T20:33:01.354116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'. [2025-12-31T20:33:01.366215] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TNXP'. [2025-12-31T20:33:01.366537] [INFO ] [FORECASTER] Starting predict_future for TNXP [2025-12-31T20:33:01.367369] [DEBUG] [LOCAL ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt [2025-12-31T20:33:01.367423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:01.367457] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:01.367484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:01.367543] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:01.427090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:01.428054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:01.428141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:01.428174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:01.554336] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:01.554520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:01.554563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:01.554611] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:01.558095] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=47.33%) [2025-12-31T20:33:01.558400] [INFO ] [FORECASTER] Completed predict_future for TNXP [2025-12-31T20:33:01.558546] [INFO ] [sig ] TNXP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:01.700748] [INFO ] [LOCAL ] Saved forecast: TNXP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TNXP.txt [2025-12-31T20:33:01.700903] [INFO ] [sig ] [3136/3534] Completed TNXP in 0.3s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:33:01.700943] [INFO ] [sig ] [3137/3534] Forecasting TOI... [2025-12-31T20:33:01.700973] [INFO ] [sig ] Generating forecast for: TOI [2025-12-31T20:33:01.701004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'. [2025-12-31T20:33:01.712386] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOI'. [2025-12-31T20:33:01.712687] [INFO ] [FORECASTER] Starting predict_future for TOI [2025-12-31T20:33:01.713649] [DEBUG] [LOCAL ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt [2025-12-31T20:33:01.713703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:01.713761] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:01.713790] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:01.713850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:01.775436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:01.776294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:01.776378] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:01.776412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:01.902521] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:01.902694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:01.902736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:01.902766] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:01.906361] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-12-31T20:33:01.906660] [INFO ] [FORECASTER] Completed predict_future for TOI [2025-12-31T20:33:01.906974] [INFO ] [sig ] TOI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:02.051781] [INFO ] [LOCAL ] Saved forecast: TOI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TOI.txt [2025-12-31T20:33:02.051915] [INFO ] [sig ] [3137/3534] Completed TOI in 0.4s | 2.91 sym/s | Total: 17.9m | ETA: 2.3m [2025-12-31T20:33:02.051955] [INFO ] [sig ] [3138/3534] Forecasting TOL... [2025-12-31T20:33:02.051985] [INFO ] [sig ] Generating forecast for: TOL [2025-12-31T20:33:02.052015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-12-31T20:33:02.064301] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOL'. [2025-12-31T20:33:02.064703] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-12-31T20:33:02.065543] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-12-31T20:33:02.065617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:02.065651] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:02.065678] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:02.065736] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:02.126616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:02.127457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:02.127559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:02.127663] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:02.247728] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:02.247900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:02.247961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:02.247994] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:02.251629] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: DOWN (p=3.42%) [2025-12-31T20:33:02.251962] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-12-31T20:33:02.252103] [INFO ] [sig ] TOL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:02.395824] [INFO ] [LOCAL ] Saved forecast: TOL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TOL.txt [2025-12-31T20:33:02.395976] [INFO ] [sig ] [3138/3534] Completed TOL in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m [2025-12-31T20:33:02.396017] [INFO ] [sig ] [3139/3534] Forecasting TORO... [2025-12-31T20:33:02.396048] [INFO ] [sig ] Generating forecast for: TORO [2025-12-31T20:33:02.396080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'. [2025-12-31T20:33:02.407408] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TORO'. [2025-12-31T20:33:02.407741] [INFO ] [FORECASTER] Starting predict_future for TORO [2025-12-31T20:33:02.408532] [DEBUG] [LOCAL ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt [2025-12-31T20:33:02.408609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:02.408645] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:02.408673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:02.408746] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:02.470881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:02.471671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:02.471760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:02.471796] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:02.590356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:02.590516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:02.590556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:02.590603] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:02.593932] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: DOWN (p=6.74%) [2025-12-31T20:33:02.594205] [INFO ] [FORECASTER] Completed predict_future for TORO [2025-12-31T20:33:02.594327] [INFO ] [sig ] TORO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:02.732380] [INFO ] [LOCAL ] Saved forecast: TORO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TORO.txt [2025-12-31T20:33:02.732516] [INFO ] [sig ] [3139/3534] Completed TORO in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m [2025-12-31T20:33:02.732559] [INFO ] [sig ] [3140/3534] Forecasting TOWN... [2025-12-31T20:33:02.732610] [INFO ] [sig ] Generating forecast for: TOWN [2025-12-31T20:33:02.732643] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'. [2025-12-31T20:33:02.744348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOWN'. [2025-12-31T20:33:02.744663] [INFO ] [FORECASTER] Starting predict_future for TOWN [2025-12-31T20:33:02.745419] [DEBUG] [LOCAL ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt [2025-12-31T20:33:02.745471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:02.745502] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:02.745529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:02.745609] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:02.801818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:02.802509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:02.802605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:02.802640] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:02.923836] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:02.923999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:02.924041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:02.924107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:02.927713] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=83.65%) [2025-12-31T20:33:02.928051] [INFO ] [FORECASTER] Completed predict_future for TOWN [2025-12-31T20:33:02.928189] [INFO ] [sig ] TOWN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:03.077236] [INFO ] [LOCAL ] Saved forecast: TOWN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TOWN.txt [2025-12-31T20:33:03.077389] [INFO ] [sig ] [3140/3534] Completed TOWN in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.3m [2025-12-31T20:33:03.077432] [INFO ] [sig ] [3141/3534] Forecasting TOYO... [2025-12-31T20:33:03.077472] [INFO ] [sig ] Generating forecast for: TOYO [2025-12-31T20:33:03.077506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'. [2025-12-31T20:33:03.088760] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TOYO'. [2025-12-31T20:33:03.089072] [INFO ] [FORECASTER] Starting predict_future for TOYO [2025-12-31T20:33:03.089871] [DEBUG] [LOCAL ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt [2025-12-31T20:33:03.089924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:03.089956] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:03.089983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:03.090041] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:03.147277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:03.148146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:03.148230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:03.148265] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:03.260607] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:03.260765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:03.260806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:03.260836] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:03.264328] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=5.18%) [2025-12-31T20:33:03.264638] [INFO ] [FORECASTER] Completed predict_future for TOYO [2025-12-31T20:33:03.264766] [INFO ] [sig ] TOYO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:03.405066] [INFO ] [LOCAL ] Saved forecast: TOYO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TOYO.txt [2025-12-31T20:33:03.405218] [INFO ] [sig ] [3141/3534] Completed TOYO in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:03.405260] [INFO ] [sig ] [3142/3534] Forecasting TPB... [2025-12-31T20:33:03.405290] [INFO ] [sig ] Generating forecast for: TPB [2025-12-31T20:33:03.405321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-12-31T20:33:03.416850] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPB'. [2025-12-31T20:33:03.417163] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-12-31T20:33:03.417936] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-12-31T20:33:03.417988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:03.418034] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:03.418063] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:03.418122] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:03.475340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:03.476059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:03.476136] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:03.476169] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:03.595303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:03.595463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:03.595504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:03.595537] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:03.599011] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=37.86%) [2025-12-31T20:33:03.599314] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-12-31T20:33:03.599441] [INFO ] [sig ] TPB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:03.740774] [INFO ] [LOCAL ] Saved forecast: TPB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TPB.txt [2025-12-31T20:33:03.740909] [INFO ] [sig ] [3142/3534] Completed TPB in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:03.740949] [INFO ] [sig ] [3143/3534] Forecasting TPC... [2025-12-31T20:33:03.740979] [INFO ] [sig ] Generating forecast for: TPC [2025-12-31T20:33:03.741010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-12-31T20:33:03.752052] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPC'. [2025-12-31T20:33:03.752364] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-12-31T20:33:03.753129] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-12-31T20:33:03.753181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:03.753213] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:03.753240] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:03.753297] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:03.810264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:03.810991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:03.811069] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:03.811102] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:03.930239] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:03.930392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:03.930431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:03.930460] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:03.933773] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=4.65%) [2025-12-31T20:33:03.934048] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-12-31T20:33:03.934168] [INFO ] [sig ] TPC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:04.133363] [INFO ] [LOCAL ] Saved forecast: TPC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TPC.txt [2025-12-31T20:33:04.133527] [INFO ] [sig ] [3143/3534] Completed TPC in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:04.133589] [INFO ] [sig ] [3144/3534] Forecasting TPG... [2025-12-31T20:33:04.133625] [INFO ] [sig ] Generating forecast for: TPG [2025-12-31T20:33:04.133657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'. [2025-12-31T20:33:04.145565] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPG'. [2025-12-31T20:33:04.145889] [INFO ] [FORECASTER] Starting predict_future for TPG [2025-12-31T20:33:04.146797] [DEBUG] [LOCAL ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt [2025-12-31T20:33:04.147042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:04.147076] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:04.147106] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:04.147164] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:04.207080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:04.208046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:04.208130] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:04.208163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:04.332424] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:04.332597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:04.332644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:04.332673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:04.336121] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=88.09%) [2025-12-31T20:33:04.336405] [INFO ] [FORECASTER] Completed predict_future for TPG [2025-12-31T20:33:04.336536] [INFO ] [sig ] TPG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:04.478414] [INFO ] [LOCAL ] Saved forecast: TPG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TPG.txt [2025-12-31T20:33:04.478546] [INFO ] [sig ] [3144/3534] Completed TPG in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:04.478605] [INFO ] [sig ] [3145/3534] Forecasting TPGXL... [2025-12-31T20:33:04.478641] [INFO ] [sig ] Generating forecast for: TPGXL [2025-12-31T20:33:04.478671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'. [2025-12-31T20:33:04.489356] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'. [2025-12-31T20:33:04.489654] [INFO ] [FORECASTER] Starting predict_future for TPGXL [2025-12-31T20:33:04.490413] [DEBUG] [LOCAL ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt [2025-12-31T20:33:04.490465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:04.490498] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:04.490524] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:04.490604] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:04.547927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:04.548519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:04.548618] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:04.548657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:04.661906] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:04.662060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:04.662107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:04.662141] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:04.665490] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=6.11%) [2025-12-31T20:33:04.665787] [INFO ] [FORECASTER] Completed predict_future for TPGXL [2025-12-31T20:33:04.665910] [INFO ] [sig ] TPGXL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:04.804819] [INFO ] [LOCAL ] Saved forecast: TPGXL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TPGXL.txt [2025-12-31T20:33:04.804951] [INFO ] [sig ] [3145/3534] Completed TPGXL in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:04.804997] [INFO ] [sig ] [3146/3534] Forecasting TPH... [2025-12-31T20:33:04.805027] [INFO ] [sig ] Generating forecast for: TPH [2025-12-31T20:33:04.805057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-12-31T20:33:04.818467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPH'. [2025-12-31T20:33:04.818842] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-12-31T20:33:04.819706] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-12-31T20:33:04.819760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:04.819792] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:04.819819] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:04.819877] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:04.882529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:04.883787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:04.884082] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:04.884125] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:05.006617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:05.006778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:05.006819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:05.006849] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:05.010432] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=16.32%) [2025-12-31T20:33:05.010739] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-12-31T20:33:05.010869] [INFO ] [sig ] TPH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:05.154369] [INFO ] [LOCAL ] Saved forecast: TPH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TPH.txt [2025-12-31T20:33:05.154526] [INFO ] [sig ] [3146/3534] Completed TPH in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:05.154589] [INFO ] [sig ] [3147/3534] Forecasting TPL... [2025-12-31T20:33:05.154623] [INFO ] [sig ] Generating forecast for: TPL [2025-12-31T20:33:05.154656] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-12-31T20:33:05.166121] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPL'. [2025-12-31T20:33:05.166444] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-12-31T20:33:05.167225] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-12-31T20:33:05.167278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:05.167309] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:05.167336] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:05.167394] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:05.225019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:05.225754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:05.225860] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:05.225894] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:05.346699] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:05.346861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:05.346902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:05.346932] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:05.350445] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=36.91%) [2025-12-31T20:33:05.350755] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-12-31T20:33:05.350899] [INFO ] [sig ] TPL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:05.491274] [INFO ] [LOCAL ] Saved forecast: TPL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TPL.txt [2025-12-31T20:33:05.491436] [INFO ] [sig ] [3147/3534] Completed TPL in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:05.491478] [INFO ] [sig ] [3148/3534] Forecasting TPVG... [2025-12-31T20:33:05.491508] [INFO ] [sig ] Generating forecast for: TPVG [2025-12-31T20:33:05.491539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-12-31T20:33:05.502905] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPVG'. [2025-12-31T20:33:05.503219] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-12-31T20:33:05.504013] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-12-31T20:33:05.504065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:05.504097] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:05.504123] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:05.504181] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:05.562094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:05.562851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:05.562932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:05.562965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:05.681970] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:05.682126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:05.682167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:05.682199] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:05.685680] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=58.56%) [2025-12-31T20:33:05.685967] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-12-31T20:33:05.686090] [INFO ] [sig ] TPVG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:05.826515] [INFO ] [LOCAL ] Saved forecast: TPVG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TPVG.txt [2025-12-31T20:33:05.826657] [INFO ] [sig ] [3148/3534] Completed TPVG in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:05.826698] [INFO ] [sig ] [3149/3534] Forecasting TPYP... [2025-12-31T20:33:05.826728] [INFO ] [sig ] Generating forecast for: TPYP [2025-12-31T20:33:05.826758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-12-31T20:33:05.838613] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPYP'. [2025-12-31T20:33:05.838933] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-12-31T20:33:05.839800] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-12-31T20:33:05.839855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:05.839888] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:05.839914] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:05.839971] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:05.899181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:05.899925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:05.900011] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:05.900044] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:06.013538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:06.013706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:06.013749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:06.013796] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:06.017226] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=24.16%) [2025-12-31T20:33:06.017509] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-12-31T20:33:06.017654] [INFO ] [sig ] TPYP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:06.159287] [INFO ] [LOCAL ] Saved forecast: TPYP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TPYP.txt [2025-12-31T20:33:06.159415] [INFO ] [sig ] [3149/3534] Completed TPYP in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:06.159456] [INFO ] [sig ] [3150/3534] Forecasting TPZ... [2025-12-31T20:33:06.159487] [INFO ] [sig ] Generating forecast for: TPZ [2025-12-31T20:33:06.159518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-12-31T20:33:06.173088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TPZ'. [2025-12-31T20:33:06.173689] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-12-31T20:33:06.174713] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-12-31T20:33:06.174768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:06.174805] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:06.174833] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:06.174894] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:06.237765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:06.238916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:06.239015] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:06.239062] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:06.351258] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:06.351450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:06.351509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:06.351547] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:06.355248] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=65.50%) [2025-12-31T20:33:06.355536] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-12-31T20:33:06.355689] [INFO ] [sig ] TPZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:06.515131] [INFO ] [LOCAL ] Saved forecast: TPZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TPZ.txt [2025-12-31T20:33:06.515346] [INFO ] [sig ] [3150/3534] Completed TPZ in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:06.515408] [INFO ] [sig ] [3151/3534] Forecasting TQQQ... [2025-12-31T20:33:06.515459] [INFO ] [sig ] Generating forecast for: TQQQ [2025-12-31T20:33:06.515504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'. [2025-12-31T20:33:06.528099] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'. [2025-12-31T20:33:06.528417] [INFO ] [FORECASTER] Starting predict_future for TQQQ [2025-12-31T20:33:06.529206] [DEBUG] [LOCAL ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt [2025-12-31T20:33:06.529281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:06.529314] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:06.529341] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:06.529397] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:06.587086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:06.587983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:06.588086] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:06.588119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:06.710624] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:06.710767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:06.710807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:06.710836] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:06.714173] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=91.19%) [2025-12-31T20:33:06.714447] [INFO ] [FORECASTER] Completed predict_future for TQQQ [2025-12-31T20:33:06.714570] [INFO ] [sig ] TQQQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:06.852864] [INFO ] [LOCAL ] Saved forecast: TQQQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TQQQ.txt [2025-12-31T20:33:06.852990] [INFO ] [sig ] [3151/3534] Completed TQQQ in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:06.853029] [INFO ] [sig ] [3152/3534] Forecasting TRC... [2025-12-31T20:33:06.853058] [INFO ] [sig ] Generating forecast for: TRC [2025-12-31T20:33:06.853090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-12-31T20:33:06.864349] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRC'. [2025-12-31T20:33:06.864636] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-12-31T20:33:06.865407] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-12-31T20:33:06.865459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:06.865491] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:06.865518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:06.865596] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:06.922060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:06.922688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:06.922766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:06.922798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:07.040685] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:07.040853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:07.040894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:07.040922] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:07.044550] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=10.73%) [2025-12-31T20:33:07.044935] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-12-31T20:33:07.045073] [INFO ] [sig ] TRC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:07.188513] [INFO ] [LOCAL ] Saved forecast: TRC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRC.txt [2025-12-31T20:33:07.188703] [INFO ] [sig ] [3152/3534] Completed TRC in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:07.188745] [INFO ] [sig ] [3153/3534] Forecasting TRDA... [2025-12-31T20:33:07.188776] [INFO ] [sig ] Generating forecast for: TRDA [2025-12-31T20:33:07.188821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'. [2025-12-31T20:33:07.201935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRDA'. [2025-12-31T20:33:07.202391] [INFO ] [FORECASTER] Starting predict_future for TRDA [2025-12-31T20:33:07.203332] [DEBUG] [LOCAL ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt [2025-12-31T20:33:07.203386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:07.203421] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:07.203466] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:07.203525] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:07.264938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:07.265856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:07.265942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:07.265978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:07.388016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:07.388174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:07.388216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:07.388248] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:07.391710] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=15.58%) [2025-12-31T20:33:07.391988] [INFO ] [FORECASTER] Completed predict_future for TRDA [2025-12-31T20:33:07.392112] [INFO ] [sig ] TRDA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:07.536048] [INFO ] [LOCAL ] Saved forecast: TRDA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRDA.txt [2025-12-31T20:33:07.536185] [INFO ] [sig ] [3153/3534] Completed TRDA in 0.3s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:07.536226] [INFO ] [sig ] [3154/3534] Forecasting TREE... [2025-12-31T20:33:07.536255] [INFO ] [sig ] Generating forecast for: TREE [2025-12-31T20:33:07.536285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'. [2025-12-31T20:33:07.548494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREE'. [2025-12-31T20:33:07.548813] [INFO ] [FORECASTER] Starting predict_future for TREE [2025-12-31T20:33:07.549634] [DEBUG] [LOCAL ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt [2025-12-31T20:33:07.549686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:07.549743] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:07.549773] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:07.549830] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:07.608329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:07.609135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:07.609216] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:07.609268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:07.733716] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:07.733904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:07.733966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:07.734015] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:07.737722] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=96.85%) [2025-12-31T20:33:07.738068] [INFO ] [FORECASTER] Completed predict_future for TREE [2025-12-31T20:33:07.738217] [INFO ] [sig ] TREE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:07.887827] [INFO ] [LOCAL ] Saved forecast: TREE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TREE.txt [2025-12-31T20:33:07.887977] [INFO ] [sig ] [3154/3534] Completed TREE in 0.4s | 2.91 sym/s | Total: 18.0m | ETA: 2.2m [2025-12-31T20:33:07.888021] [INFO ] [sig ] [3155/3534] Forecasting TREX... [2025-12-31T20:33:07.888050] [INFO ] [sig ] Generating forecast for: TREX [2025-12-31T20:33:07.888081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-12-31T20:33:07.900032] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TREX'. [2025-12-31T20:33:07.900339] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-12-31T20:33:07.901152] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-12-31T20:33:07.901205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:07.901237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:07.901264] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:07.901321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:07.965443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:07.966302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:07.966385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:07.966419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:08.112538] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:08.112721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:08.112776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:08.112810] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:08.116523] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=9.68%) [2025-12-31T20:33:08.116861] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-12-31T20:33:08.117011] [INFO ] [sig ] TREX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:08.268852] [INFO ] [LOCAL ] Saved forecast: TREX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TREX.txt [2025-12-31T20:33:08.269001] [INFO ] [sig ] [3155/3534] Completed TREX in 0.4s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m [2025-12-31T20:33:08.269042] [INFO ] [sig ] [3156/3534] Forecasting TRGP... [2025-12-31T20:33:08.269073] [INFO ] [sig ] Generating forecast for: TRGP [2025-12-31T20:33:08.269103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-12-31T20:33:08.280965] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRGP'. [2025-12-31T20:33:08.281313] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-12-31T20:33:08.282146] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-12-31T20:33:08.282202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:08.282237] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:08.282265] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:08.282323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:08.338556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:08.339391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:08.339474] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:08.339508] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:08.455272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:08.455433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:08.455471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:08.455500] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:08.458916] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=81.91%) [2025-12-31T20:33:08.459208] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-12-31T20:33:08.459359] [INFO ] [sig ] TRGP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:08.601314] [INFO ] [LOCAL ] Saved forecast: TRGP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TRGP.txt [2025-12-31T20:33:08.601470] [INFO ] [sig ] [3156/3534] Completed TRGP in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m [2025-12-31T20:33:08.601512] [INFO ] [sig ] [3157/3534] Forecasting TRI... [2025-12-31T20:33:08.601548] [INFO ] [sig ] Generating forecast for: TRI [2025-12-31T20:33:08.601602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'. [2025-12-31T20:33:08.613076] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRI'. [2025-12-31T20:33:08.613446] [INFO ] [FORECASTER] Starting predict_future for TRI [2025-12-31T20:33:08.614269] [DEBUG] [LOCAL ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt [2025-12-31T20:33:08.614323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:08.614355] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:08.614381] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:08.614440] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:08.689142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:08.690134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:08.690235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:08.690270] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:08.817974] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:08.818136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:08.818178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:08.818249] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:08.821898] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=51.97%) [2025-12-31T20:33:08.822203] [INFO ] [FORECASTER] Completed predict_future for TRI [2025-12-31T20:33:08.822337] [INFO ] [sig ] TRI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:08.964764] [INFO ] [LOCAL ] Saved forecast: TRI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TRI.txt [2025-12-31T20:33:08.964914] [INFO ] [sig ] [3157/3534] Completed TRI in 0.4s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m [2025-12-31T20:33:08.964956] [INFO ] [sig ] [3158/3534] Forecasting TRIN... [2025-12-31T20:33:08.964986] [INFO ] [sig ] Generating forecast for: TRIN [2025-12-31T20:33:08.965017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'. [2025-12-31T20:33:08.977311] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIN'. [2025-12-31T20:33:08.977622] [INFO ] [FORECASTER] Starting predict_future for TRIN [2025-12-31T20:33:08.978422] [DEBUG] [LOCAL ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt [2025-12-31T20:33:08.978473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:08.978504] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:08.978531] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:08.978610] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:09.035966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:09.036715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:09.036797] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:09.036829] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:09.167981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:09.168159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:09.168201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:09.168240] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:09.171745] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: UP (p=66.25%) [2025-12-31T20:33:09.172038] [INFO ] [FORECASTER] Completed predict_future for TRIN [2025-12-31T20:33:09.172168] [INFO ] [sig ] TRIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:09.314895] [INFO ] [LOCAL ] Saved forecast: TRIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TRIN.txt [2025-12-31T20:33:09.315048] [INFO ] [sig ] [3158/3534] Completed TRIN in 0.4s | 2.91 sym/s | Total: 18.1m | ETA: 2.2m [2025-12-31T20:33:09.315090] [INFO ] [sig ] [3159/3534] Forecasting TRIP... [2025-12-31T20:33:09.315121] [INFO ] [sig ] Generating forecast for: TRIP [2025-12-31T20:33:09.315151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'. [2025-12-31T20:33:09.327774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRIP'. [2025-12-31T20:33:09.328165] [INFO ] [FORECASTER] Starting predict_future for TRIP [2025-12-31T20:33:09.329053] [DEBUG] [LOCAL ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt [2025-12-31T20:33:09.329107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:09.329142] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:09.329170] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:09.329230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:09.386614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:09.387484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:09.387569] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:09.387621] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:09.506999] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:09.507155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:09.507194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:09.507225] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:09.510808] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=3.45%) [2025-12-31T20:33:09.511291] [INFO ] [FORECASTER] Completed predict_future for TRIP [2025-12-31T20:33:09.511418] [INFO ] [sig ] TRIP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:09.654604] [INFO ] [LOCAL ] Saved forecast: TRIP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRIP.txt [2025-12-31T20:33:09.654758] [INFO ] [sig ] [3159/3534] Completed TRIP in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:09.654799] [INFO ] [sig ] [3160/3534] Forecasting TRMB... [2025-12-31T20:33:09.654829] [INFO ] [sig ] Generating forecast for: TRMB [2025-12-31T20:33:09.654860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'. [2025-12-31T20:33:09.666981] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMB'. [2025-12-31T20:33:09.667303] [INFO ] [FORECASTER] Starting predict_future for TRMB [2025-12-31T20:33:09.668303] [DEBUG] [LOCAL ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt [2025-12-31T20:33:09.668356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:09.668389] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:09.668415] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:09.668473] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:09.728134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:09.729014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:09.729100] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:09.729133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:09.857303] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:09.857463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:09.857509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:09.857554] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:09.861121] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=40.00%) [2025-12-31T20:33:09.861415] [INFO ] [FORECASTER] Completed predict_future for TRMB [2025-12-31T20:33:09.861547] [INFO ] [sig ] TRMB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:10.007954] [INFO ] [LOCAL ] Saved forecast: TRMB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRMB.txt [2025-12-31T20:33:10.008087] [INFO ] [sig ] [3160/3534] Completed TRMB in 0.4s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:10.008127] [INFO ] [sig ] [3161/3534] Forecasting TRMD... [2025-12-31T20:33:10.008157] [INFO ] [sig ] Generating forecast for: TRMD [2025-12-31T20:33:10.008187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'. [2025-12-31T20:33:10.020111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMD'. [2025-12-31T20:33:10.020402] [INFO ] [FORECASTER] Starting predict_future for TRMD [2025-12-31T20:33:10.021394] [DEBUG] [LOCAL ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt [2025-12-31T20:33:10.021446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:10.021478] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:10.021505] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:10.021563] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:10.081617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:10.082503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:10.082602] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:10.082639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:10.204689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:10.204834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:10.204874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:10.204902] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:10.208609] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=6.81%) [2025-12-31T20:33:10.208920] [INFO ] [FORECASTER] Completed predict_future for TRMD [2025-12-31T20:33:10.209211] [INFO ] [sig ] TRMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:10.361838] [INFO ] [LOCAL ] Saved forecast: TRMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRMD.txt [2025-12-31T20:33:10.362011] [INFO ] [sig ] [3161/3534] Completed TRMD in 0.4s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:10.362054] [INFO ] [sig ] [3162/3534] Forecasting TRMK... [2025-12-31T20:33:10.362086] [INFO ] [sig ] Generating forecast for: TRMK [2025-12-31T20:33:10.362119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'. [2025-12-31T20:33:10.374467] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRMK'. [2025-12-31T20:33:10.374810] [INFO ] [FORECASTER] Starting predict_future for TRMK [2025-12-31T20:33:10.375628] [DEBUG] [LOCAL ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt [2025-12-31T20:33:10.375682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:10.375719] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:10.375754] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:10.375828] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:10.436678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:10.437726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:10.437813] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:10.437862] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:10.552931] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:10.553084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:10.553124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:10.553153] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:10.556506] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=6.12%) [2025-12-31T20:33:10.556800] [INFO ] [FORECASTER] Completed predict_future for TRMK [2025-12-31T20:33:10.556923] [INFO ] [sig ] TRMK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:10.700661] [INFO ] [LOCAL ] Saved forecast: TRMK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRMK.txt [2025-12-31T20:33:10.700804] [INFO ] [sig ] [3162/3534] Completed TRMK in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:10.700845] [INFO ] [sig ] [3163/3534] Forecasting TRN... [2025-12-31T20:33:10.700875] [INFO ] [sig ] Generating forecast for: TRN [2025-12-31T20:33:10.700905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-12-31T20:33:10.712206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRN'. [2025-12-31T20:33:10.712547] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-12-31T20:33:10.713346] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-12-31T20:33:10.713399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:10.713431] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:10.713458] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:10.713519] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:10.770549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:10.771337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:10.771417] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:10.771449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:10.889104] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:10.889278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:10.889320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:10.889349] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:10.892762] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=23.32%) [2025-12-31T20:33:10.893050] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-12-31T20:33:10.893182] [INFO ] [sig ] TRN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:11.037557] [INFO ] [LOCAL ] Saved forecast: TRN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRN.txt [2025-12-31T20:33:11.037708] [INFO ] [sig ] [3163/3534] Completed TRN in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:11.037748] [INFO ] [sig ] [3164/3534] Forecasting TRNO... [2025-12-31T20:33:11.037777] [INFO ] [sig ] Generating forecast for: TRNO [2025-12-31T20:33:11.037808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-12-31T20:33:11.049117] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNO'. [2025-12-31T20:33:11.049472] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-12-31T20:33:11.050277] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-12-31T20:33:11.050330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:11.050363] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:11.050392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:11.050463] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:11.112139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:11.112941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:11.113053] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:11.113088] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:11.231090] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:11.231245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:11.231286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:11.231317] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:11.234965] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=22.90%) [2025-12-31T20:33:11.235368] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-12-31T20:33:11.235535] [INFO ] [sig ] TRNO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:11.380686] [INFO ] [LOCAL ] Saved forecast: TRNO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRNO.txt [2025-12-31T20:33:11.380829] [INFO ] [sig ] [3164/3534] Completed TRNO in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:11.380870] [INFO ] [sig ] [3165/3534] Forecasting TRNS... [2025-12-31T20:33:11.380902] [INFO ] [sig ] Generating forecast for: TRNS [2025-12-31T20:33:11.380934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'. [2025-12-31T20:33:11.392178] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRNS'. [2025-12-31T20:33:11.392477] [INFO ] [FORECASTER] Starting predict_future for TRNS [2025-12-31T20:33:11.393256] [DEBUG] [LOCAL ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt [2025-12-31T20:33:11.393310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:11.393342] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:11.393370] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:11.393428] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:11.451964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:11.452652] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:11.452733] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:11.452767] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:11.566678] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:11.566821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:11.566862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:11.566892] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:11.570340] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=92.84%) [2025-12-31T20:33:11.570640] [INFO ] [FORECASTER] Completed predict_future for TRNS [2025-12-31T20:33:11.570769] [INFO ] [sig ] TRNS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:11.721836] [INFO ] [LOCAL ] Saved forecast: TRNS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TRNS.txt [2025-12-31T20:33:11.721982] [INFO ] [sig ] [3165/3534] Completed TRNS in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:11.722022] [INFO ] [sig ] [3166/3534] Forecasting TROX... [2025-12-31T20:33:11.722052] [INFO ] [sig ] Generating forecast for: TROX [2025-12-31T20:33:11.722082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-12-31T20:33:11.733373] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TROX'. [2025-12-31T20:33:11.733688] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-12-31T20:33:11.734442] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-12-31T20:33:11.734505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:11.734538] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:11.734564] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:11.734642] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:11.793446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:11.794209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:11.794293] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:11.794327] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:11.910368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:11.910519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:11.910559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:11.910606] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:11.913903] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=71.97%) [2025-12-31T20:33:11.914175] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-12-31T20:33:11.914299] [INFO ] [sig ] TROX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:12.057330] [INFO ] [LOCAL ] Saved forecast: TROX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TROX.txt [2025-12-31T20:33:12.057531] [INFO ] [sig ] [3166/3534] Completed TROX in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:12.057604] [INFO ] [sig ] [3167/3534] Forecasting TRP... [2025-12-31T20:33:12.057649] [INFO ] [sig ] Generating forecast for: TRP [2025-12-31T20:33:12.057690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-12-31T20:33:12.071659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRP'. [2025-12-31T20:33:12.072130] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-12-31T20:33:12.073121] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-12-31T20:33:12.073189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:12.073236] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:12.073275] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:12.073351] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:12.133161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:12.134027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:12.134113] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:12.134147] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:12.253473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:12.253651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:12.253693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:12.253724] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:12.257092] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=51.09%) [2025-12-31T20:33:12.257375] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-12-31T20:33:12.257500] [INFO ] [sig ] TRP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:12.398032] [INFO ] [LOCAL ] Saved forecast: TRP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TRP.txt [2025-12-31T20:33:12.398213] [INFO ] [sig ] [3167/3534] Completed TRP in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:12.398255] [INFO ] [sig ] [3168/3534] Forecasting TRS... [2025-12-31T20:33:12.398287] [INFO ] [sig ] Generating forecast for: TRS [2025-12-31T20:33:12.398320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'. [2025-12-31T20:33:12.410246] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRS'. [2025-12-31T20:33:12.410551] [INFO ] [FORECASTER] Starting predict_future for TRS [2025-12-31T20:33:12.411332] [DEBUG] [LOCAL ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt [2025-12-31T20:33:12.411384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:12.411416] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:12.411443] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:12.411500] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:12.470101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:12.470949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:12.471032] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:12.471066] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:12.590621] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:12.590780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:12.590819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:12.590849] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:12.594369] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=77.34%) [2025-12-31T20:33:12.594663] [INFO ] [FORECASTER] Completed predict_future for TRS [2025-12-31T20:33:12.594787] [INFO ] [sig ] TRS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:12.734053] [INFO ] [LOCAL ] Saved forecast: TRS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TRS.txt [2025-12-31T20:33:12.734206] [INFO ] [sig ] [3168/3534] Completed TRS in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:12.734247] [INFO ] [sig ] [3169/3534] Forecasting TRTX... [2025-12-31T20:33:12.734278] [INFO ] [sig ] Generating forecast for: TRTX [2025-12-31T20:33:12.734309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-12-31T20:33:12.745915] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRTX'. [2025-12-31T20:33:12.746242] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-12-31T20:33:12.747024] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-12-31T20:33:12.747076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:12.747108] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:12.747135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:12.747192] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:12.810490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:12.811396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:12.811481] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:12.811515] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:12.936797] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:12.936954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:12.936995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:12.937024] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:12.940477] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=12.44%) [2025-12-31T20:33:12.940784] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-12-31T20:33:12.940912] [INFO ] [sig ] TRTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:13.080762] [INFO ] [LOCAL ] Saved forecast: TRTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRTX.txt [2025-12-31T20:33:13.080911] [INFO ] [sig ] [3169/3534] Completed TRTX in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:13.080953] [INFO ] [sig ] [3170/3534] Forecasting TRUE... [2025-12-31T20:33:13.080983] [INFO ] [sig ] Generating forecast for: TRUE [2025-12-31T20:33:13.081013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'. [2025-12-31T20:33:13.092537] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUE'. [2025-12-31T20:33:13.092847] [INFO ] [FORECASTER] Starting predict_future for TRUE [2025-12-31T20:33:13.093627] [DEBUG] [LOCAL ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt [2025-12-31T20:33:13.093679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:13.093711] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:13.093738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:13.093795] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:13.150393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:13.151218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:13.151300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:13.151332] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:13.283875] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:13.284029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:13.284070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:13.284100] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:13.287470] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-12-31T20:33:13.287765] [INFO ] [FORECASTER] Completed predict_future for TRUE [2025-12-31T20:33:13.287887] [INFO ] [sig ] TRUE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:13.430116] [INFO ] [LOCAL ] Saved forecast: TRUE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRUE.txt [2025-12-31T20:33:13.430244] [INFO ] [sig ] [3170/3534] Completed TRUE in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:13.430284] [INFO ] [sig ] [3171/3534] Forecasting TRUP... [2025-12-31T20:33:13.430312] [INFO ] [sig ] Generating forecast for: TRUP [2025-12-31T20:33:13.430343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'. [2025-12-31T20:33:13.442210] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRUP'. [2025-12-31T20:33:13.442492] [INFO ] [FORECASTER] Starting predict_future for TRUP [2025-12-31T20:33:13.443264] [DEBUG] [LOCAL ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt [2025-12-31T20:33:13.443315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:13.443370] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:13.443398] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:13.443456] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:13.501901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:13.502557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:13.502653] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:13.502687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:13.625068] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:13.625220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:13.625260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:13.625289] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:13.628617] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=33.41%) [2025-12-31T20:33:13.628914] [INFO ] [FORECASTER] Completed predict_future for TRUP [2025-12-31T20:33:13.629034] [INFO ] [sig ] TRUP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:13.770741] [INFO ] [LOCAL ] Saved forecast: TRUP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TRUP.txt [2025-12-31T20:33:13.770907] [INFO ] [sig ] [3171/3534] Completed TRUP in 0.3s | 2.91 sym/s | Total: 18.1m | ETA: 2.1m [2025-12-31T20:33:13.770950] [INFO ] [sig ] [3172/3534] Forecasting TRVG... [2025-12-31T20:33:13.770980] [INFO ] [sig ] Generating forecast for: TRVG [2025-12-31T20:33:13.771205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'. [2025-12-31T20:33:13.782703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TRVG'. [2025-12-31T20:33:13.783049] [INFO ] [FORECASTER] Starting predict_future for TRVG [2025-12-31T20:33:13.783863] [DEBUG] [LOCAL ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt [2025-12-31T20:33:13.783916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:13.783948] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:13.783974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:13.784033] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:13.840663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:13.841496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:13.841595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:13.841631] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:13.964005] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:13.964163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:13.964204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:13.964232] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:13.967656] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=57.90%) [2025-12-31T20:33:13.967943] [INFO ] [FORECASTER] Completed predict_future for TRVG [2025-12-31T20:33:13.968068] [INFO ] [sig ] TRVG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:14.115423] [INFO ] [LOCAL ] Saved forecast: TRVG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TRVG.txt [2025-12-31T20:33:14.115614] [INFO ] [sig ] [3172/3534] Completed TRVG in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m [2025-12-31T20:33:14.115669] [INFO ] [sig ] [3173/3534] Forecasting TS... [2025-12-31T20:33:14.115700] [INFO ] [sig ] Generating forecast for: TS [2025-12-31T20:33:14.115732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-12-31T20:33:14.127340] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TS'. [2025-12-31T20:33:14.127716] [INFO ] [FORECASTER] Starting predict_future for TS [2025-12-31T20:33:14.128480] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-12-31T20:33:14.128531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:14.128564] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:14.128616] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:14.128679] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:14.186080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:14.186937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:14.187205] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:14.187237] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:14.308556] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:14.308734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:14.308775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:14.308803] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:14.312174] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=88.89%) [2025-12-31T20:33:14.312449] [INFO ] [FORECASTER] Completed predict_future for TS [2025-12-31T20:33:14.312569] [INFO ] [sig ] TS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:14.451516] [INFO ] [LOCAL ] Saved forecast: TS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TS.txt [2025-12-31T20:33:14.451689] [INFO ] [sig ] [3173/3534] Completed TS in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m [2025-12-31T20:33:14.451731] [INFO ] [sig ] [3174/3534] Forecasting TSBK... [2025-12-31T20:33:14.451761] [INFO ] [sig ] Generating forecast for: TSBK [2025-12-31T20:33:14.451793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'. [2025-12-31T20:33:14.463442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSBK'. [2025-12-31T20:33:14.463756] [INFO ] [FORECASTER] Starting predict_future for TSBK [2025-12-31T20:33:14.464662] [DEBUG] [LOCAL ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt [2025-12-31T20:33:14.464714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:14.464746] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:14.464773] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:14.464829] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:14.521382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:14.522217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:14.522317] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:14.522349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:14.625943] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:14.626102] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features [2025-12-31T20:33:14.626140] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:14.626203] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:14.629973] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=28.81%) [2025-12-31T20:33:14.630246] [INFO ] [FORECASTER] Completed predict_future for TSBK [2025-12-31T20:33:14.630367] [INFO ] [sig ] TSBK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:14.773197] [INFO ] [LOCAL ] Saved forecast: TSBK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TSBK.txt [2025-12-31T20:33:14.773355] [INFO ] [sig ] [3174/3534] Completed TSBK in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m [2025-12-31T20:33:14.773396] [INFO ] [sig ] [3175/3534] Forecasting TSCO... [2025-12-31T20:33:14.773425] [INFO ] [sig ] Generating forecast for: TSCO [2025-12-31T20:33:14.773456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'. [2025-12-31T20:33:14.785239] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSCO'. [2025-12-31T20:33:14.785528] [INFO ] [FORECASTER] Starting predict_future for TSCO [2025-12-31T20:33:14.786351] [DEBUG] [LOCAL ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt [2025-12-31T20:33:14.786404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:14.786437] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:14.786463] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:14.786520] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:14.844435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:14.845261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:14.845342] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:14.845374] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:14.972386] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:14.972556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:14.972614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:14.972644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:14.976271] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=16.71%) [2025-12-31T20:33:14.976549] [INFO ] [FORECASTER] Completed predict_future for TSCO [2025-12-31T20:33:14.976689] [INFO ] [sig ] TSCO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:15.117999] [INFO ] [LOCAL ] Saved forecast: TSCO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TSCO.txt [2025-12-31T20:33:15.118321] [INFO ] [sig ] [3175/3534] Completed TSCO in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.1m [2025-12-31T20:33:15.118360] [INFO ] [sig ] [3176/3534] Forecasting TSDD... [2025-12-31T20:33:15.118389] [INFO ] [sig ] Generating forecast for: TSDD [2025-12-31T20:33:15.118420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'. [2025-12-31T20:33:15.130073] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSDD'. [2025-12-31T20:33:15.130325] [INFO ] [FORECASTER] Starting predict_future for TSDD [2025-12-31T20:33:15.131294] [DEBUG] [LOCAL ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt [2025-12-31T20:33:15.131346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:15.131396] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:15.131425] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:15.131484] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:15.188618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:15.189216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:15.189307] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:15.189339] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:15.311046] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:15.311208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:15.311249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:15.311280] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:15.314775] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=82.01%) [2025-12-31T20:33:15.315062] [INFO ] [FORECASTER] Completed predict_future for TSDD [2025-12-31T20:33:15.315184] [INFO ] [sig ] TSDD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:15.458669] [INFO ] [LOCAL ] Saved forecast: TSDD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSDD.txt [2025-12-31T20:33:15.458822] [INFO ] [sig ] [3176/3534] Completed TSDD in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:15.458863] [INFO ] [sig ] [3177/3534] Forecasting TSEM... [2025-12-31T20:33:15.458894] [INFO ] [sig ] Generating forecast for: TSEM [2025-12-31T20:33:15.458926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'. [2025-12-31T20:33:15.471695] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSEM'. [2025-12-31T20:33:15.472068] [INFO ] [FORECASTER] Starting predict_future for TSEM [2025-12-31T20:33:15.472882] [DEBUG] [LOCAL ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt [2025-12-31T20:33:15.472958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:15.472993] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:15.473019] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:15.473076] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:15.532323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:15.533195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:15.533280] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:15.533312] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:15.651035] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:15.651190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:15.651231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:15.651260] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:15.654699] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=48.70%) [2025-12-31T20:33:15.654979] [INFO ] [FORECASTER] Completed predict_future for TSEM [2025-12-31T20:33:15.655107] [INFO ] [sig ] TSEM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:15.801771] [INFO ] [LOCAL ] Saved forecast: TSEM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TSEM.txt [2025-12-31T20:33:15.801942] [INFO ] [sig ] [3177/3534] Completed TSEM in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:15.801985] [INFO ] [sig ] [3178/3534] Forecasting TSHA... [2025-12-31T20:33:15.802016] [INFO ] [sig ] Generating forecast for: TSHA [2025-12-31T20:33:15.802046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'. [2025-12-31T20:33:15.813924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSHA'. [2025-12-31T20:33:15.814229] [INFO ] [FORECASTER] Starting predict_future for TSHA [2025-12-31T20:33:15.815047] [DEBUG] [LOCAL ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt [2025-12-31T20:33:15.815102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:15.815136] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:15.815163] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:15.815223] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:15.873144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:15.873837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:15.873917] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:15.873951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:15.994754] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:15.994919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:15.994963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:15.994993] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:15.998517] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=89.15%) [2025-12-31T20:33:15.998854] [INFO ] [FORECASTER] Completed predict_future for TSHA [2025-12-31T20:33:15.998991] [INFO ] [sig ] TSHA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:16.138937] [INFO ] [LOCAL ] Saved forecast: TSHA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSHA.txt [2025-12-31T20:33:16.139082] [INFO ] [sig ] [3178/3534] Completed TSHA in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:16.139123] [INFO ] [sig ] [3179/3534] Forecasting TSI... [2025-12-31T20:33:16.139154] [INFO ] [sig ] Generating forecast for: TSI [2025-12-31T20:33:16.139186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-12-31T20:33:16.149815] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSI'. [2025-12-31T20:33:16.150087] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-12-31T20:33:16.150890] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-12-31T20:33:16.150943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:16.150975] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:16.151002] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:16.151060] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:16.209495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:16.210158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:16.210238] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:16.210271] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:16.326418] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:16.326552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:16.326610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:16.326641] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:16.330261] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=26.39%) [2025-12-31T20:33:16.330538] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-12-31T20:33:16.330676] [INFO ] [sig ] TSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:16.471666] [INFO ] [LOCAL ] Saved forecast: TSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TSI.txt [2025-12-31T20:33:16.471789] [INFO ] [sig ] [3179/3534] Completed TSI in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:16.471827] [INFO ] [sig ] [3180/3534] Forecasting TSL... [2025-12-31T20:33:16.471857] [INFO ] [sig ] Generating forecast for: TSL [2025-12-31T20:33:16.471888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'. [2025-12-31T20:33:16.485119] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSL'. [2025-12-31T20:33:16.485556] [INFO ] [FORECASTER] Starting predict_future for TSL [2025-12-31T20:33:16.486628] [DEBUG] [LOCAL ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt [2025-12-31T20:33:16.486691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:16.486735] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:16.486774] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:16.486856] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:16.551070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:16.551929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:16.552027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:16.552059] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:16.666281] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:16.666423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:16.666462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:16.666491] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:16.669811] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=72.60%) [2025-12-31T20:33:16.670088] [INFO ] [FORECASTER] Completed predict_future for TSL [2025-12-31T20:33:16.670208] [INFO ] [sig ] TSL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:16.808827] [INFO ] [LOCAL ] Saved forecast: TSL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSL.txt [2025-12-31T20:33:16.808952] [INFO ] [sig ] [3180/3534] Completed TSL in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:16.808998] [INFO ] [sig ] [3181/3534] Forecasting TSLA... [2025-12-31T20:33:16.809029] [INFO ] [sig ] Generating forecast for: TSLA [2025-12-31T20:33:16.809059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'. [2025-12-31T20:33:16.820625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLA'. [2025-12-31T20:33:16.820936] [INFO ] [FORECASTER] Starting predict_future for TSLA [2025-12-31T20:33:16.821707] [DEBUG] [LOCAL ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt [2025-12-31T20:33:16.821758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:16.821789] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:16.821817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:16.821874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:16.878630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:16.879477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:16.879596] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:16.879633] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:16.996923] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:16.997067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:16.997107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:16.997136] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:17.000438] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=66.89%) [2025-12-31T20:33:17.000732] [INFO ] [FORECASTER] Completed predict_future for TSLA [2025-12-31T20:33:17.000858] [INFO ] [sig ] TSLA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:17.141684] [INFO ] [LOCAL ] Saved forecast: TSLA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSLA.txt [2025-12-31T20:33:17.141845] [INFO ] [sig ] [3181/3534] Completed TSLA in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:17.141894] [INFO ] [sig ] [3182/3534] Forecasting TSLL... [2025-12-31T20:33:17.141931] [INFO ] [sig ] Generating forecast for: TSLL [2025-12-31T20:33:17.141968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'. [2025-12-31T20:33:17.153692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLL'. [2025-12-31T20:33:17.154088] [INFO ] [FORECASTER] Starting predict_future for TSLL [2025-12-31T20:33:17.155022] [DEBUG] [LOCAL ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt [2025-12-31T20:33:17.155077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:17.155109] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:17.155137] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:17.155194] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:17.212884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:17.213799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:17.213883] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:17.213915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:17.335809] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:17.335961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:17.336008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:17.336042] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:17.339552] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=77.36%) [2025-12-31T20:33:17.339859] [INFO ] [FORECASTER] Completed predict_future for TSLL [2025-12-31T20:33:17.340023] [INFO ] [sig ] TSLL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:17.483154] [INFO ] [LOCAL ] Saved forecast: TSLL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSLL.txt [2025-12-31T20:33:17.483281] [INFO ] [sig ] [3182/3534] Completed TSLL in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:17.483322] [INFO ] [sig ] [3183/3534] Forecasting TSLQ... [2025-12-31T20:33:17.483352] [INFO ] [sig ] Generating forecast for: TSLQ [2025-12-31T20:33:17.483382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'. [2025-12-31T20:33:17.495053] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'. [2025-12-31T20:33:17.495371] [INFO ] [FORECASTER] Starting predict_future for TSLQ [2025-12-31T20:33:17.496171] [DEBUG] [LOCAL ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt [2025-12-31T20:33:17.496224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:17.496256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:17.496283] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:17.496341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:17.553094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:17.553711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:17.553787] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:17.553819] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:17.671636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:17.671775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:17.671814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:17.671843] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:17.675139] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=56.75%) [2025-12-31T20:33:17.675409] [INFO ] [FORECASTER] Completed predict_future for TSLQ [2025-12-31T20:33:17.675529] [INFO ] [sig ] TSLQ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:17.815415] [INFO ] [LOCAL ] Saved forecast: TSLQ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSLQ.txt [2025-12-31T20:33:17.815587] [INFO ] [sig ] [3183/3534] Completed TSLQ in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:17.815632] [INFO ] [sig ] [3184/3534] Forecasting TSLS... [2025-12-31T20:33:17.815662] [INFO ] [sig ] Generating forecast for: TSLS [2025-12-31T20:33:17.815692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'. [2025-12-31T20:33:17.827129] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLS'. [2025-12-31T20:33:17.827398] [INFO ] [FORECASTER] Starting predict_future for TSLS [2025-12-31T20:33:17.828170] [DEBUG] [LOCAL ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt [2025-12-31T20:33:17.828222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:17.828254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:17.828282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:17.828339] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:17.886338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:17.887401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:17.887484] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:17.887515] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:18.008619] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:18.008754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:18.008811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:18.008843] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:18.012161] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-12-31T20:33:18.012440] [INFO ] [FORECASTER] Completed predict_future for TSLS [2025-12-31T20:33:18.012565] [INFO ] [sig ] TSLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:18.155259] [INFO ] [LOCAL ] Saved forecast: TSLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSLS.txt [2025-12-31T20:33:18.155444] [INFO ] [sig ] [3184/3534] Completed TSLS in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:18.155493] [INFO ] [sig ] [3185/3534] Forecasting TSLX... [2025-12-31T20:33:18.155525] [INFO ] [sig ] Generating forecast for: TSLX [2025-12-31T20:33:18.155555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-12-31T20:33:18.166840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSLX'. [2025-12-31T20:33:18.167126] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-12-31T20:33:18.167915] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-12-31T20:33:18.167966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:18.167998] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:18.168024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:18.168081] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:18.224784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:18.225712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:18.225806] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:18.225840] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:18.347039] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:18.347200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:18.347242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:18.347271] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:18.350667] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=48.44%) [2025-12-31T20:33:18.350960] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-12-31T20:33:18.351100] [INFO ] [sig ] TSLX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:18.490962] [INFO ] [LOCAL ] Saved forecast: TSLX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TSLX.txt [2025-12-31T20:33:18.491109] [INFO ] [sig ] [3185/3534] Completed TSLX in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:18.491163] [INFO ] [sig ] [3186/3534] Forecasting TSM... [2025-12-31T20:33:18.491195] [INFO ] [sig ] Generating forecast for: TSM [2025-12-31T20:33:18.491226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-12-31T20:33:18.502659] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSM'. [2025-12-31T20:33:18.503021] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-12-31T20:33:18.503806] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-12-31T20:33:18.503857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:18.503889] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:18.503916] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:18.503978] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:18.560703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:18.561489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:18.561604] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:18.561641] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:18.685032] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:18.685187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:18.685225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:18.685255] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:18.688615] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=46.19%) [2025-12-31T20:33:18.688893] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-12-31T20:33:18.689021] [INFO ] [sig ] TSM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:18.832499] [INFO ] [LOCAL ] Saved forecast: TSM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TSM.txt [2025-12-31T20:33:18.832716] [INFO ] [sig ] [3186/3534] Completed TSM in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:18.832762] [INFO ] [sig ] [3187/3534] Forecasting TSN... [2025-12-31T20:33:18.832792] [INFO ] [sig ] Generating forecast for: TSN [2025-12-31T20:33:18.832833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-12-31T20:33:18.846631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSN'. [2025-12-31T20:33:18.847049] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-12-31T20:33:18.848083] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-12-31T20:33:18.848139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:18.848174] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:18.848202] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:18.848269] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:18.906670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:18.907618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:18.907705] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:18.907740] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:19.029965] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:19.030127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:19.030169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:19.030202] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:19.033668] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=95.95%) [2025-12-31T20:33:19.033970] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-12-31T20:33:19.034099] [INFO ] [sig ] TSN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:19.175417] [INFO ] [LOCAL ] Saved forecast: TSN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TSN.txt [2025-12-31T20:33:19.175548] [INFO ] [sig ] [3187/3534] Completed TSN in 0.3s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:19.175605] [INFO ] [sig ] [3188/3534] Forecasting TSQ... [2025-12-31T20:33:19.175636] [INFO ] [sig ] Generating forecast for: TSQ [2025-12-31T20:33:19.175665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-12-31T20:33:19.186701] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TSQ'. [2025-12-31T20:33:19.186975] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-12-31T20:33:19.187760] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-12-31T20:33:19.187811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:19.187892] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:19.187922] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:19.187981] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:19.244861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:19.245475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:19.245553] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:19.245602] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:19.375024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:19.375188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:19.375229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:19.375260] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:19.379073] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=4.09%) [2025-12-31T20:33:19.379391] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-12-31T20:33:19.379522] [INFO ] [sig ] TSQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:19.533243] [INFO ] [LOCAL ] Saved forecast: TSQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TSQ.txt [2025-12-31T20:33:19.533405] [INFO ] [sig ] [3188/3534] Completed TSQ in 0.4s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:19.533446] [INFO ] [sig ] [3189/3534] Forecasting TTC... [2025-12-31T20:33:19.533477] [INFO ] [sig ] Generating forecast for: TTC [2025-12-31T20:33:19.533507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-12-31T20:33:19.545776] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTC'. [2025-12-31T20:33:19.546141] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-12-31T20:33:19.547138] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-12-31T20:33:19.547211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:19.547264] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:19.547309] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:19.547400] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:19.632517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:19.633760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:19.633879] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:19.633936] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:19.800382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:19.800601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:19.800664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:19.800714] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:19.805987] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=75.27%) [2025-12-31T20:33:19.806448] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-12-31T20:33:19.806663] [INFO ] [sig ] TTC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:19.983268] [INFO ] [LOCAL ] Saved forecast: TTC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TTC.txt [2025-12-31T20:33:19.983494] [INFO ] [sig ] [3189/3534] Completed TTC in 0.5s | 2.91 sym/s | Total: 18.2m | ETA: 2.0m [2025-12-31T20:33:19.983557] [INFO ] [sig ] [3190/3534] Forecasting TTD... [2025-12-31T20:33:19.983692] [INFO ] [sig ] Generating forecast for: TTD [2025-12-31T20:33:19.983766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'. [2025-12-31T20:33:20.002826] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTD'. [2025-12-31T20:33:20.003351] [INFO ] [FORECASTER] Starting predict_future for TTD [2025-12-31T20:33:20.004562] [DEBUG] [LOCAL ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt [2025-12-31T20:33:20.004656] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:20.004712] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:20.004762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:20.004858] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:20.096805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:20.098060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:20.098186] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:20.098240] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:20.259097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:20.259313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:20.259365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:20.259396] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:20.263100] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=83.91%) [2025-12-31T20:33:20.263436] [INFO ] [FORECASTER] Completed predict_future for TTD [2025-12-31T20:33:20.263605] [INFO ] [sig ] TTD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:20.455997] [INFO ] [LOCAL ] Saved forecast: TTD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TTD.txt [2025-12-31T20:33:20.456169] [INFO ] [sig ] [3190/3534] Completed TTD in 0.5s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m [2025-12-31T20:33:20.456211] [INFO ] [sig ] [3191/3534] Forecasting TTE... [2025-12-31T20:33:20.456240] [INFO ] [sig ] Generating forecast for: TTE [2025-12-31T20:33:20.456272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-12-31T20:33:20.469365] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTE'. [2025-12-31T20:33:20.469828] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-12-31T20:33:20.470816] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-12-31T20:33:20.470874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:20.470907] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:20.470934] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:20.470993] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:20.540221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:20.541257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:20.541377] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:20.541415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:20.677561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:20.677742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:20.677787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:20.677818] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:20.681632] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=27.93%) [2025-12-31T20:33:20.681962] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-12-31T20:33:20.682101] [INFO ] [sig ] TTE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:20.827877] [INFO ] [LOCAL ] Saved forecast: TTE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TTE.txt [2025-12-31T20:33:20.828035] [INFO ] [sig ] [3191/3534] Completed TTE in 0.4s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m [2025-12-31T20:33:20.828075] [INFO ] [sig ] [3192/3534] Forecasting TTEC... [2025-12-31T20:33:20.828300] [INFO ] [sig ] Generating forecast for: TTEC [2025-12-31T20:33:20.828357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'. [2025-12-31T20:33:20.840511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEC'. [2025-12-31T20:33:20.840851] [INFO ] [FORECASTER] Starting predict_future for TTEC [2025-12-31T20:33:20.841706] [DEBUG] [LOCAL ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt [2025-12-31T20:33:20.841760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:20.841794] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:20.841822] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:20.841881] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:20.900891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:20.901794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:20.901878] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:20.901912] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:21.022385] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:21.022540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:21.022597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:21.022629] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:21.026214] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=5.02%) [2025-12-31T20:33:21.026498] [INFO ] [FORECASTER] Completed predict_future for TTEC [2025-12-31T20:33:21.026643] [INFO ] [sig ] TTEC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:21.172964] [INFO ] [LOCAL ] Saved forecast: TTEC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TTEC.txt [2025-12-31T20:33:21.173110] [INFO ] [sig ] [3192/3534] Completed TTEC in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m [2025-12-31T20:33:21.173154] [INFO ] [sig ] [3193/3534] Forecasting TTEK... [2025-12-31T20:33:21.173186] [INFO ] [sig ] Generating forecast for: TTEK [2025-12-31T20:33:21.173218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'. [2025-12-31T20:33:21.185067] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTEK'. [2025-12-31T20:33:21.185364] [INFO ] [FORECASTER] Starting predict_future for TTEK [2025-12-31T20:33:21.186168] [DEBUG] [LOCAL ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt [2025-12-31T20:33:21.186222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:21.186255] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:21.186282] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:21.186341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:21.245925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:21.246557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:21.246652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:21.246686] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:21.371823] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:21.371975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:21.372016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:21.372046] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:21.375612] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=15.80%) [2025-12-31T20:33:21.375901] [INFO ] [FORECASTER] Completed predict_future for TTEK [2025-12-31T20:33:21.376027] [INFO ] [sig ] TTEK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:21.518679] [INFO ] [LOCAL ] Saved forecast: TTEK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TTEK.txt [2025-12-31T20:33:21.518799] [INFO ] [sig ] [3193/3534] Completed TTEK in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 2.0m [2025-12-31T20:33:21.518838] [INFO ] [sig ] [3194/3534] Forecasting TTI... [2025-12-31T20:33:21.518869] [INFO ] [sig ] Generating forecast for: TTI [2025-12-31T20:33:21.518900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-12-31T20:33:21.530678] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTI'. [2025-12-31T20:33:21.530943] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-12-31T20:33:21.531708] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-12-31T20:33:21.531759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:21.531790] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:21.531817] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:21.531874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:21.590281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:21.591187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:21.591272] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:21.591306] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:21.717527] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:21.717697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:21.717739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:21.717768] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:21.721322] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=59.78%) [2025-12-31T20:33:21.721619] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-12-31T20:33:21.721746] [INFO ] [sig ] TTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:21.865951] [INFO ] [LOCAL ] Saved forecast: TTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TTI.txt [2025-12-31T20:33:21.866078] [INFO ] [sig ] [3194/3534] Completed TTI in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:21.866120] [INFO ] [sig ] [3195/3534] Forecasting TTMI... [2025-12-31T20:33:21.866150] [INFO ] [sig ] Generating forecast for: TTMI [2025-12-31T20:33:21.866181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'. [2025-12-31T20:33:21.879329] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTMI'. [2025-12-31T20:33:21.879646] [INFO ] [FORECASTER] Starting predict_future for TTMI [2025-12-31T20:33:21.880432] [DEBUG] [LOCAL ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt [2025-12-31T20:33:21.880486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:21.880519] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:21.880547] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:21.880627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:21.938498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:21.939118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:21.939193] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:21.939225] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:22.054198] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:22.054354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:22.054395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:22.054442] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:22.057790] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=48.66%) [2025-12-31T20:33:22.058064] [INFO ] [FORECASTER] Completed predict_future for TTMI [2025-12-31T20:33:22.058184] [INFO ] [sig ] TTMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:22.197250] [INFO ] [LOCAL ] Saved forecast: TTMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TTMI.txt [2025-12-31T20:33:22.197376] [INFO ] [sig ] [3195/3534] Completed TTMI in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:22.197416] [INFO ] [sig ] [3196/3534] Forecasting TTWO... [2025-12-31T20:33:22.197447] [INFO ] [sig ] Generating forecast for: TTWO [2025-12-31T20:33:22.197477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'. [2025-12-31T20:33:22.211938] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TTWO'. [2025-12-31T20:33:22.212545] [INFO ] [FORECASTER] Starting predict_future for TTWO [2025-12-31T20:33:22.213526] [DEBUG] [LOCAL ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt [2025-12-31T20:33:22.213600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:22.213636] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:22.213664] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:22.213724] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:22.274717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:22.276115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:22.276231] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:22.276269] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:22.407879] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:22.408120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:22.408165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:22.408196] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:22.412175] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=25.70%) [2025-12-31T20:33:22.412542] [INFO ] [FORECASTER] Completed predict_future for TTWO [2025-12-31T20:33:22.412712] [INFO ] [sig ] TTWO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:22.579877] [INFO ] [LOCAL ] Saved forecast: TTWO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TTWO.txt [2025-12-31T20:33:22.580099] [INFO ] [sig ] [3196/3534] Completed TTWO in 0.4s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:22.580146] [INFO ] [sig ] [3197/3534] Forecasting TUGN... [2025-12-31T20:33:22.580181] [INFO ] [sig ] Generating forecast for: TUGN [2025-12-31T20:33:22.580215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'. [2025-12-31T20:33:22.594305] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUGN'. [2025-12-31T20:33:22.594855] [INFO ] [FORECASTER] Starting predict_future for TUGN [2025-12-31T20:33:22.595795] [DEBUG] [LOCAL ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt [2025-12-31T20:33:22.595851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:22.595886] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:22.595916] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:22.595978] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:22.661807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:22.663229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:22.663338] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:22.663402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:22.772448] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:22.772710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:22.772760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:22.772791] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:22.776808] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=84.11%) [2025-12-31T20:33:22.777182] [INFO ] [FORECASTER] Completed predict_future for TUGN [2025-12-31T20:33:22.777335] [INFO ] [sig ] TUGN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:22.919746] [INFO ] [LOCAL ] Saved forecast: TUGN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TUGN.txt [2025-12-31T20:33:22.919917] [INFO ] [sig ] [3197/3534] Completed TUGN in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:22.919972] [INFO ] [sig ] [3198/3534] Forecasting TUSK... [2025-12-31T20:33:22.920007] [INFO ] [sig ] Generating forecast for: TUSK [2025-12-31T20:33:22.920041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'. [2025-12-31T20:33:22.933508] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TUSK'. [2025-12-31T20:33:22.933942] [INFO ] [FORECASTER] Starting predict_future for TUSK [2025-12-31T20:33:22.934866] [DEBUG] [LOCAL ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt [2025-12-31T20:33:22.934921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:22.934956] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:22.934985] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:22.935048] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:22.993676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:22.994851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:22.995020] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:22.995054] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:23.115229] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:23.115465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:23.115510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:23.115540] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:23.119843] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=40.87%) [2025-12-31T20:33:23.120353] [INFO ] [FORECASTER] Completed predict_future for TUSK [2025-12-31T20:33:23.120523] [INFO ] [sig ] TUSK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:23.273176] [INFO ] [LOCAL ] Saved forecast: TUSK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TUSK.txt [2025-12-31T20:33:23.273410] [INFO ] [sig ] [3198/3534] Completed TUSK in 0.4s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:23.273453] [INFO ] [sig ] [3199/3534] Forecasting TVC... [2025-12-31T20:33:23.273485] [INFO ] [sig ] Generating forecast for: TVC [2025-12-31T20:33:23.273518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-12-31T20:33:23.286795] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVC'. [2025-12-31T20:33:23.287310] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-12-31T20:33:23.288229] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-12-31T20:33:23.288285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:23.288319] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:23.288347] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:23.288426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:23.348033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:23.349211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:23.349337] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:23.349374] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:23.466480] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:23.466798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:23.466849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:23.466885] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:23.471170] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=95.98%) [2025-12-31T20:33:23.471714] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-12-31T20:33:23.471855] [INFO ] [sig ] TVC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:23.616477] [INFO ] [LOCAL ] Saved forecast: TVC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TVC.txt [2025-12-31T20:33:23.616740] [INFO ] [sig ] [3199/3534] Completed TVC in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:23.616822] [INFO ] [sig ] [3200/3534] Forecasting TVE... [2025-12-31T20:33:23.616858] [INFO ] [sig ] Generating forecast for: TVE [2025-12-31T20:33:23.616893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-12-31T20:33:23.630945] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVE'. [2025-12-31T20:33:23.631469] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-12-31T20:33:23.632442] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-12-31T20:33:23.632496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:23.632528] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:23.632554] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:23.632677] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:23.691924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:23.692986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:23.693085] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:23.693119] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:23.804051] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:23.804293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:23.804343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:23.804373] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:23.808443] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=94.40%) [2025-12-31T20:33:23.808789] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-12-31T20:33:23.808927] [INFO ] [sig ] TVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:23.952264] [INFO ] [LOCAL ] Saved forecast: TVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TVE.txt [2025-12-31T20:33:23.952473] [INFO ] [sig ] [3200/3534] Completed TVE in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:23.952517] [INFO ] [sig ] [3201/3534] Forecasting TVTX... [2025-12-31T20:33:23.952548] [INFO ] [sig ] Generating forecast for: TVTX [2025-12-31T20:33:23.952602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'. [2025-12-31T20:33:23.966734] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TVTX'. [2025-12-31T20:33:23.967284] [INFO ] [FORECASTER] Starting predict_future for TVTX [2025-12-31T20:33:23.968271] [DEBUG] [LOCAL ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt [2025-12-31T20:33:23.968346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:23.968384] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:23.968411] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:23.968468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:24.027680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:24.028640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:24.028736] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:24.028768] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:24.148759] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:24.148927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:24.148969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:24.148999] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:24.152690] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=74.78%) [2025-12-31T20:33:24.153033] [INFO ] [FORECASTER] Completed predict_future for TVTX [2025-12-31T20:33:24.153173] [INFO ] [sig ] TVTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:24.304367] [INFO ] [LOCAL ] Saved forecast: TVTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TVTX.txt [2025-12-31T20:33:24.304664] [INFO ] [sig ] [3201/3534] Completed TVTX in 0.4s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:24.304729] [INFO ] [sig ] [3202/3534] Forecasting TWFG... [2025-12-31T20:33:24.304782] [INFO ] [sig ] Generating forecast for: TWFG [2025-12-31T20:33:24.304827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'. [2025-12-31T20:33:24.318353] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWFG'. [2025-12-31T20:33:24.318991] [INFO ] [FORECASTER] Starting predict_future for TWFG [2025-12-31T20:33:24.319994] [DEBUG] [LOCAL ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt [2025-12-31T20:33:24.320049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:24.320084] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:24.320112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:24.320171] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:24.381856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:24.383105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:24.383252] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:24.383294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:24.513342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:24.513599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:24.513649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:24.513680] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:24.517686] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=65.35%) [2025-12-31T20:33:24.518054] [INFO ] [FORECASTER] Completed predict_future for TWFG [2025-12-31T20:33:24.518211] [INFO ] [sig ] TWFG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:24.673345] [INFO ] [LOCAL ] Saved forecast: TWFG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TWFG.txt [2025-12-31T20:33:24.673549] [INFO ] [sig ] [3202/3534] Completed TWFG in 0.4s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:24.673611] [INFO ] [sig ] [3203/3534] Forecasting TWG... [2025-12-31T20:33:24.673645] [INFO ] [sig ] Generating forecast for: TWG [2025-12-31T20:33:24.673678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'. [2025-12-31T20:33:24.686798] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWG'. [2025-12-31T20:33:24.687360] [INFO ] [FORECASTER] Starting predict_future for TWG [2025-12-31T20:33:24.688328] [DEBUG] [LOCAL ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt [2025-12-31T20:33:24.688384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:24.688418] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:24.688448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:24.688509] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:24.747379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:24.748552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:24.748678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:24.748711] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:24.868397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:24.868585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:24.868627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:24.868658] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:24.872225] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=5.48%) [2025-12-31T20:33:24.872507] [INFO ] [FORECASTER] Completed predict_future for TWG [2025-12-31T20:33:24.872660] [INFO ] [sig ] TWG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:25.023956] [INFO ] [LOCAL ] Saved forecast: TWG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TWG.txt [2025-12-31T20:33:25.024133] [INFO ] [sig ] [3203/3534] Completed TWG in 0.4s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:25.024185] [INFO ] [sig ] [3204/3534] Forecasting TWI... [2025-12-31T20:33:25.024218] [INFO ] [sig ] Generating forecast for: TWI [2025-12-31T20:33:25.024252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-12-31T20:33:25.035789] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWI'. [2025-12-31T20:33:25.036090] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-12-31T20:33:25.036882] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-12-31T20:33:25.036934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:25.036965] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:25.036993] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:25.037051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:25.093413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:25.094155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:25.094236] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:25.094268] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:25.207634] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:25.207800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:25.207840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:25.207870] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:25.211636] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=0.52%) [2025-12-31T20:33:25.211906] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-12-31T20:33:25.212035] [INFO ] [sig ] TWI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:25.354013] [INFO ] [LOCAL ] Saved forecast: TWI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TWI.txt [2025-12-31T20:33:25.354176] [INFO ] [sig ] [3204/3534] Completed TWI in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:25.354218] [INFO ] [sig ] [3205/3534] Forecasting TWIN... [2025-12-31T20:33:25.354248] [INFO ] [sig ] Generating forecast for: TWIN [2025-12-31T20:33:25.354278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'. [2025-12-31T20:33:25.365487] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWIN'. [2025-12-31T20:33:25.365805] [INFO ] [FORECASTER] Starting predict_future for TWIN [2025-12-31T20:33:25.366626] [DEBUG] [LOCAL ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt [2025-12-31T20:33:25.366678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:25.366734] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:25.366762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:25.366818] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:25.425242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:25.426089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:25.426173] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:25.426207] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:25.542497] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:25.542686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:25.542731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:25.542761] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:25.546230] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=13.82%) [2025-12-31T20:33:25.546516] [INFO ] [FORECASTER] Completed predict_future for TWIN [2025-12-31T20:33:25.546659] [INFO ] [sig ] TWIN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:25.698099] [INFO ] [LOCAL ] Saved forecast: TWIN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TWIN.txt [2025-12-31T20:33:25.698241] [INFO ] [sig ] [3205/3534] Completed TWIN in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:25.698281] [INFO ] [sig ] [3206/3534] Forecasting TWLO... [2025-12-31T20:33:25.698311] [INFO ] [sig ] Generating forecast for: TWLO [2025-12-31T20:33:25.698341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-12-31T20:33:25.710871] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWLO'. [2025-12-31T20:33:25.711253] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-12-31T20:33:25.712220] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-12-31T20:33:25.712276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:25.712309] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:25.712334] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:25.712391] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:25.770373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:25.771266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:25.771352] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:25.771388] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:25.897030] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:25.897198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:25.897240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:25.897269] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:25.900846] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=43.84%) [2025-12-31T20:33:25.901171] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-12-31T20:33:25.901313] [INFO ] [sig ] TWLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:26.044645] [INFO ] [LOCAL ] Saved forecast: TWLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TWLO.txt [2025-12-31T20:33:26.044807] [INFO ] [sig ] [3206/3534] Completed TWLO in 0.3s | 2.91 sym/s | Total: 18.3m | ETA: 1.9m [2025-12-31T20:33:26.044849] [INFO ] [sig ] [3207/3534] Forecasting TWO... [2025-12-31T20:33:26.044879] [INFO ] [sig ] Generating forecast for: TWO [2025-12-31T20:33:26.044911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-12-31T20:33:26.056158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TWO'. [2025-12-31T20:33:26.056481] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-12-31T20:33:26.057332] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-12-31T20:33:26.057387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:26.057422] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:26.057451] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:26.057510] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:26.115999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:26.116819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:26.116904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:26.116938] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:26.253154] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:26.253318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:26.253358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:26.253387] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:26.256813] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: DOWN (p=28.44%) [2025-12-31T20:33:26.257091] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-12-31T20:33:26.257217] [INFO ] [sig ] TWO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:26.398207] [INFO ] [LOCAL ] Saved forecast: TWO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TWO.txt [2025-12-31T20:33:26.398379] [INFO ] [sig ] [3207/3534] Completed TWO in 0.4s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m [2025-12-31T20:33:26.398431] [INFO ] [sig ] [3208/3534] Forecasting TX... [2025-12-31T20:33:26.398465] [INFO ] [sig ] Generating forecast for: TX [2025-12-31T20:33:26.398498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-12-31T20:33:26.410399] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TX'. [2025-12-31T20:33:26.410817] [INFO ] [FORECASTER] Starting predict_future for TX [2025-12-31T20:33:26.411672] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-12-31T20:33:26.411734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:26.411770] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:26.411798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:26.411856] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:26.474694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:26.475642] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:26.475732] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:26.475766] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:26.598801] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:26.598983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:26.599047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:26.599110] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:26.602652] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=66.63%) [2025-12-31T20:33:26.602988] [INFO ] [FORECASTER] Completed predict_future for TX [2025-12-31T20:33:26.603130] [INFO ] [sig ] TX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:26.746186] [INFO ] [LOCAL ] Saved forecast: TX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TX.txt [2025-12-31T20:33:26.746349] [INFO ] [sig ] [3208/3534] Completed TX in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m [2025-12-31T20:33:26.746399] [INFO ] [sig ] [3209/3534] Forecasting TXG... [2025-12-31T20:33:26.746432] [INFO ] [sig ] Generating forecast for: TXG [2025-12-31T20:33:26.746462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'. [2025-12-31T20:33:26.759476] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXG'. [2025-12-31T20:33:26.759927] [INFO ] [FORECASTER] Starting predict_future for TXG [2025-12-31T20:33:26.760737] [DEBUG] [LOCAL ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt [2025-12-31T20:33:26.760788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:26.760820] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:26.760846] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:26.760904] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:26.818383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:26.819278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:26.819367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:26.819401] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:26.936508] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:26.936676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:26.936716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:26.936745] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:26.940094] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=27.29%) [2025-12-31T20:33:26.940375] [INFO ] [FORECASTER] Completed predict_future for TXG [2025-12-31T20:33:26.940496] [INFO ] [sig ] TXG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:27.081505] [INFO ] [LOCAL ] Saved forecast: TXG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TXG.txt [2025-12-31T20:33:27.081669] [INFO ] [sig ] [3209/3534] Completed TXG in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m [2025-12-31T20:33:27.081711] [INFO ] [sig ] [3210/3534] Forecasting TXMD... [2025-12-31T20:33:27.081740] [INFO ] [sig ] Generating forecast for: TXMD [2025-12-31T20:33:27.081771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'. [2025-12-31T20:33:27.093400] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXMD'. [2025-12-31T20:33:27.093714] [INFO ] [FORECASTER] Starting predict_future for TXMD [2025-12-31T20:33:27.094513] [DEBUG] [LOCAL ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt [2025-12-31T20:33:27.094565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:27.094618] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:27.094646] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:27.094705] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:27.155912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:27.156835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:27.156920] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:27.156953] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:27.271024] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:27.271193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:27.271235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:27.271264] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:27.274820] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=29.95%) [2025-12-31T20:33:27.275123] [INFO ] [FORECASTER] Completed predict_future for TXMD [2025-12-31T20:33:27.275253] [INFO ] [sig ] TXMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:27.421460] [INFO ] [LOCAL ] Saved forecast: TXMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TXMD.txt [2025-12-31T20:33:27.421642] [INFO ] [sig ] [3210/3534] Completed TXMD in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.9m [2025-12-31T20:33:27.421686] [INFO ] [sig ] [3211/3534] Forecasting TXN... [2025-12-31T20:33:27.421717] [INFO ] [sig ] Generating forecast for: TXN [2025-12-31T20:33:27.421749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'. [2025-12-31T20:33:27.434691] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXN'. [2025-12-31T20:33:27.435094] [INFO ] [FORECASTER] Starting predict_future for TXN [2025-12-31T20:33:27.435989] [DEBUG] [LOCAL ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt [2025-12-31T20:33:27.436045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:27.436089] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:27.436129] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:27.436203] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:27.496727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:27.497661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:27.497758] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:27.497796] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:27.619402] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:27.619565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:27.619627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:27.619657] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:27.623159] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=31.57%) [2025-12-31T20:33:27.623461] [INFO ] [FORECASTER] Completed predict_future for TXN [2025-12-31T20:33:27.623613] [INFO ] [sig ] TXN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:27.770318] [INFO ] [LOCAL ] Saved forecast: TXN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TXN.txt [2025-12-31T20:33:27.770475] [INFO ] [sig ] [3211/3534] Completed TXN in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:27.770516] [INFO ] [sig ] [3212/3534] Forecasting TXO... [2025-12-31T20:33:27.770545] [INFO ] [sig ] Generating forecast for: TXO [2025-12-31T20:33:27.770596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-12-31T20:33:27.782294] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXO'. [2025-12-31T20:33:27.782627] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-12-31T20:33:27.783394] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-12-31T20:33:27.783446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:27.783491] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:27.783519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:27.783593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:27.840827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:27.841513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:27.841609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:27.841646] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:27.967674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:27.967852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:27.967899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:27.967931] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:27.971531] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=34.49%) [2025-12-31T20:33:27.971856] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-12-31T20:33:27.971987] [INFO ] [sig ] TXO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:28.119835] [INFO ] [LOCAL ] Saved forecast: TXO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TXO.txt [2025-12-31T20:33:28.120051] [INFO ] [sig ] [3212/3534] Completed TXO in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:28.120116] [INFO ] [sig ] [3213/3534] Forecasting TXRH... [2025-12-31T20:33:28.120160] [INFO ] [sig ] Generating forecast for: TXRH [2025-12-31T20:33:28.120210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'. [2025-12-31T20:33:28.132879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TXRH'. [2025-12-31T20:33:28.133264] [INFO ] [FORECASTER] Starting predict_future for TXRH [2025-12-31T20:33:28.134096] [DEBUG] [LOCAL ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt [2025-12-31T20:33:28.134159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:28.134199] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:28.134233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:28.134304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:28.190868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:28.191781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:28.191866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:28.191900] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:28.311264] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:28.311425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:28.311464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:28.311492] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:28.314868] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=49.67%) [2025-12-31T20:33:28.315158] [INFO ] [FORECASTER] Completed predict_future for TXRH [2025-12-31T20:33:28.315308] [INFO ] [sig ] TXRH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:28.458213] [INFO ] [LOCAL ] Saved forecast: TXRH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TXRH.txt [2025-12-31T20:33:28.458372] [INFO ] [sig ] [3213/3534] Completed TXRH in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:28.458413] [INFO ] [sig ] [3214/3534] Forecasting TY... [2025-12-31T20:33:28.458444] [INFO ] [sig ] Generating forecast for: TY [2025-12-31T20:33:28.458474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-12-31T20:33:28.470601] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TY'. [2025-12-31T20:33:28.470975] [INFO ] [FORECASTER] Starting predict_future for TY [2025-12-31T20:33:28.471845] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-12-31T20:33:28.471898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:28.471931] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:28.471959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:28.472016] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:28.529905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:28.530724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:28.530810] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:28.530843] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:28.649449] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:28.649615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:28.649656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:28.649684] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:28.653065] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=54.99%) [2025-12-31T20:33:28.653339] [INFO ] [FORECASTER] Completed predict_future for TY [2025-12-31T20:33:28.653464] [INFO ] [sig ] TY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:28.793308] [INFO ] [LOCAL ] Saved forecast: TY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TY.txt [2025-12-31T20:33:28.793454] [INFO ] [sig ] [3214/3534] Completed TY in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:28.793495] [INFO ] [sig ] [3215/3534] Forecasting TYG... [2025-12-31T20:33:28.793525] [INFO ] [sig ] Generating forecast for: TYG [2025-12-31T20:33:28.793555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-12-31T20:33:28.804855] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYG'. [2025-12-31T20:33:28.805116] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-12-31T20:33:28.805899] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-12-31T20:33:28.805950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:28.805981] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:28.806009] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:28.806066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:28.865932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:28.866764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:28.866876] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:28.866911] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:28.985454] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:28.985647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:28.985691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:28.985720] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:28.989105] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=78.00%) [2025-12-31T20:33:28.989403] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-12-31T20:33:28.989537] [INFO ] [sig ] TYG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:29.129326] [INFO ] [LOCAL ] Saved forecast: TYG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TYG.txt [2025-12-31T20:33:29.129454] [INFO ] [sig ] [3215/3534] Completed TYG in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:29.129494] [INFO ] [sig ] [3216/3534] Forecasting TYGO... [2025-12-31T20:33:29.129531] [INFO ] [sig ] Generating forecast for: TYGO [2025-12-31T20:33:29.129562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'. [2025-12-31T20:33:29.140642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYGO'. [2025-12-31T20:33:29.140889] [INFO ] [FORECASTER] Starting predict_future for TYGO [2025-12-31T20:33:29.141699] [DEBUG] [LOCAL ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt [2025-12-31T20:33:29.141750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:29.141782] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:29.141808] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:29.141866] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:29.198260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:29.199000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:29.199079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:29.199111] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:29.316041] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:29.316200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:29.316240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:29.316268] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:29.319672] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=67.27%) [2025-12-31T20:33:29.319955] [INFO ] [FORECASTER] Completed predict_future for TYGO [2025-12-31T20:33:29.320082] [INFO ] [sig ] TYGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:29.459330] [INFO ] [LOCAL ] Saved forecast: TYGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/TYGO.txt [2025-12-31T20:33:29.459457] [INFO ] [sig ] [3216/3534] Completed TYGO in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:29.459495] [INFO ] [sig ] [3217/3534] Forecasting TYL... [2025-12-31T20:33:29.459525] [INFO ] [sig ] Generating forecast for: TYL [2025-12-31T20:33:29.459555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-12-31T20:33:29.472668] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYL'. [2025-12-31T20:33:29.473009] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-12-31T20:33:29.473845] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-12-31T20:33:29.473906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:29.473950] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:29.473986] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:29.474046] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:29.537538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:29.538625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:29.538722] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:29.538764] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:29.669112] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:29.669314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:29.669364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:29.669395] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:29.673516] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=28.82%) [2025-12-31T20:33:29.673820] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-12-31T20:33:29.673979] [INFO ] [sig ] TYL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:29.823521] [INFO ] [LOCAL ] Saved forecast: TYL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TYL.txt [2025-12-31T20:33:29.823715] [INFO ] [sig ] [3217/3534] Completed TYL in 0.4s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:29.823759] [INFO ] [sig ] [3218/3534] Forecasting TYRA... [2025-12-31T20:33:29.823789] [INFO ] [sig ] Generating forecast for: TYRA [2025-12-31T20:33:29.823821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'. [2025-12-31T20:33:29.836390] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TYRA'. [2025-12-31T20:33:29.836751] [INFO ] [FORECASTER] Starting predict_future for TYRA [2025-12-31T20:33:29.837840] [DEBUG] [LOCAL ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt [2025-12-31T20:33:29.837893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:29.837927] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:29.837955] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:29.838013] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:29.902940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:29.903855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:29.903944] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:29.903979] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:30.034371] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:30.034549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:30.034617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:30.034654] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:30.038906] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=9.41%) [2025-12-31T20:33:30.039281] [INFO ] [FORECASTER] Completed predict_future for TYRA [2025-12-31T20:33:30.039445] [INFO ] [sig ] TYRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:30.192845] [INFO ] [LOCAL ] Saved forecast: TYRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TYRA.txt [2025-12-31T20:33:30.193015] [INFO ] [sig ] [3218/3534] Completed TYRA in 0.4s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:30.193058] [INFO ] [sig ] [3219/3534] Forecasting TZOO... [2025-12-31T20:33:30.193090] [INFO ] [sig ] Generating forecast for: TZOO [2025-12-31T20:33:30.193127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'. [2025-12-31T20:33:30.205277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'TZOO'. [2025-12-31T20:33:30.205618] [INFO ] [FORECASTER] Starting predict_future for TZOO [2025-12-31T20:33:30.206506] [DEBUG] [LOCAL ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt [2025-12-31T20:33:30.206559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:30.206614] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:30.206644] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:30.206704] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:30.275199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:30.276138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:30.276235] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:30.276279] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:30.407761] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:30.407923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:30.407965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:30.408014] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:30.411640] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=29.36%) [2025-12-31T20:33:30.411941] [INFO ] [FORECASTER] Completed predict_future for TZOO [2025-12-31T20:33:30.412073] [INFO ] [sig ] TZOO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:30.567953] [INFO ] [LOCAL ] Saved forecast: TZOO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/TZOO.txt [2025-12-31T20:33:30.568106] [INFO ] [sig ] [3219/3534] Completed TZOO in 0.4s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:30.568150] [INFO ] [sig ] [3220/3534] Forecasting UAA... [2025-12-31T20:33:30.568183] [INFO ] [sig ] Generating forecast for: UAA [2025-12-31T20:33:30.568216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-12-31T20:33:30.580277] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAA'. [2025-12-31T20:33:30.580634] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-12-31T20:33:30.581627] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-12-31T20:33:30.581682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:30.581716] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:30.581743] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:30.581819] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:30.645990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:30.646853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:30.646943] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:30.646987] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:30.777912] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:30.778080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:30.778124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:30.778155] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:30.781726] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=8.99%) [2025-12-31T20:33:30.782019] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-12-31T20:33:30.782149] [INFO ] [sig ] UAA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:30.922131] [INFO ] [LOCAL ] Saved forecast: UAA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UAA.txt [2025-12-31T20:33:30.922298] [INFO ] [sig ] [3220/3534] Completed UAA in 0.4s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:30.922355] [INFO ] [sig ] [3221/3534] Forecasting UAE... [2025-12-31T20:33:30.922399] [INFO ] [sig ] Generating forecast for: UAE [2025-12-31T20:33:30.922440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'. [2025-12-31T20:33:30.934550] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAE'. [2025-12-31T20:33:30.934943] [INFO ] [FORECASTER] Starting predict_future for UAE [2025-12-31T20:33:30.935742] [DEBUG] [LOCAL ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt [2025-12-31T20:33:30.935794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:30.935830] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:30.935857] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:30.935914] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:30.997101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:30.997979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:30.998065] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:30.998117] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:31.118032] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:31.118194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:31.118237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:31.118267] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:31.121800] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=62.19%) [2025-12-31T20:33:31.122085] [INFO ] [FORECASTER] Completed predict_future for UAE [2025-12-31T20:33:31.122217] [INFO ] [sig ] UAE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:31.261149] [INFO ] [LOCAL ] Saved forecast: UAE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UAE.txt [2025-12-31T20:33:31.261314] [INFO ] [sig ] [3221/3534] Completed UAE in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:31.261355] [INFO ] [sig ] [3222/3534] Forecasting UAL... [2025-12-31T20:33:31.261385] [INFO ] [sig ] Generating forecast for: UAL [2025-12-31T20:33:31.261414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'. [2025-12-31T20:33:31.273405] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UAL'. [2025-12-31T20:33:31.273751] [INFO ] [FORECASTER] Starting predict_future for UAL [2025-12-31T20:33:31.274515] [DEBUG] [LOCAL ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt [2025-12-31T20:33:31.274566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:31.274640] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:31.274667] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:31.274724] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:31.331893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:31.332634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:31.332714] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:31.332746] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:31.455949] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:31.456108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:31.456147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:31.456175] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:31.459771] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=65.31%) [2025-12-31T20:33:31.460055] [INFO ] [FORECASTER] Completed predict_future for UAL [2025-12-31T20:33:31.460183] [INFO ] [sig ] UAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:31.602138] [INFO ] [LOCAL ] Saved forecast: UAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UAL.txt [2025-12-31T20:33:31.602279] [INFO ] [sig ] [3222/3534] Completed UAL in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:31.602319] [INFO ] [sig ] [3223/3534] Forecasting UBFO... [2025-12-31T20:33:31.602349] [INFO ] [sig ] Generating forecast for: UBFO [2025-12-31T20:33:31.602379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'. [2025-12-31T20:33:31.613473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBFO'. [2025-12-31T20:33:31.613800] [INFO ] [FORECASTER] Starting predict_future for UBFO [2025-12-31T20:33:31.614554] [DEBUG] [LOCAL ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt [2025-12-31T20:33:31.614627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:31.614660] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:31.614687] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:31.614757] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:31.671957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:31.672809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:31.672892] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:31.672925] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:31.793413] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:31.793614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:31.793664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:31.793696] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:31.797310] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=55.52%) [2025-12-31T20:33:31.797623] [INFO ] [FORECASTER] Completed predict_future for UBFO [2025-12-31T20:33:31.797769] [INFO ] [sig ] UBFO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:31.937509] [INFO ] [LOCAL ] Saved forecast: UBFO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UBFO.txt [2025-12-31T20:33:31.937672] [INFO ] [sig ] [3223/3534] Completed UBFO in 0.3s | 2.91 sym/s | Total: 18.4m | ETA: 1.8m [2025-12-31T20:33:31.937721] [INFO ] [sig ] [3224/3534] Forecasting UBND... [2025-12-31T20:33:31.937756] [INFO ] [sig ] Generating forecast for: UBND [2025-12-31T20:33:31.937786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'. [2025-12-31T20:33:31.948946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBND'. [2025-12-31T20:33:31.949273] [INFO ] [FORECASTER] Starting predict_future for UBND [2025-12-31T20:33:31.950083] [DEBUG] [LOCAL ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt [2025-12-31T20:33:31.950136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:31.950168] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:31.950195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:31.950251] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:32.008264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:32.009146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:32.009230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:32.009290] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:32.131998] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:32.132160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:32.132200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:32.132230] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:32.135762] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=10.14%) [2025-12-31T20:33:32.136045] [INFO ] [FORECASTER] Completed predict_future for UBND [2025-12-31T20:33:32.136171] [INFO ] [sig ] UBND: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:32.275388] [INFO ] [LOCAL ] Saved forecast: UBND 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UBND.txt [2025-12-31T20:33:32.275524] [INFO ] [sig ] [3224/3534] Completed UBND in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m [2025-12-31T20:33:32.275565] [INFO ] [sig ] [3225/3534] Forecasting UBRL... [2025-12-31T20:33:32.275615] [INFO ] [sig ] Generating forecast for: UBRL [2025-12-31T20:33:32.275646] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'. [2025-12-31T20:33:32.287420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBRL'. [2025-12-31T20:33:32.287743] [INFO ] [FORECASTER] Starting predict_future for UBRL [2025-12-31T20:33:32.288544] [DEBUG] [LOCAL ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt [2025-12-31T20:33:32.288613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:32.288646] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:32.288673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:32.288729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:32.344651] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:32.345246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:32.345327] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:32.345358] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:32.470259] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:32.470426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:32.470466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:32.470526] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:32.473924] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=90.68%) [2025-12-31T20:33:32.474201] [INFO ] [FORECASTER] Completed predict_future for UBRL [2025-12-31T20:33:32.474332] [INFO ] [sig ] UBRL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:32.617240] [INFO ] [LOCAL ] Saved forecast: UBRL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UBRL.txt [2025-12-31T20:33:32.617383] [INFO ] [sig ] [3225/3534] Completed UBRL in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m [2025-12-31T20:33:32.617424] [INFO ] [sig ] [3226/3534] Forecasting UBS... [2025-12-31T20:33:32.617454] [INFO ] [sig ] Generating forecast for: UBS [2025-12-31T20:33:32.617484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-12-31T20:33:32.628436] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBS'. [2025-12-31T20:33:32.628716] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-12-31T20:33:32.629494] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-12-31T20:33:32.629546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:32.629593] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:32.629622] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:32.629680] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:32.686460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:32.687076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:32.687151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:32.687183] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:32.809905] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:32.810017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:32.810052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:32.810082] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:32.813425] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=38.70%) [2025-12-31T20:33:32.813710] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-12-31T20:33:32.813834] [INFO ] [sig ] UBS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:32.952794] [INFO ] [LOCAL ] Saved forecast: UBS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UBS.txt [2025-12-31T20:33:32.952902] [INFO ] [sig ] [3226/3534] Completed UBS in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m [2025-12-31T20:33:32.952940] [INFO ] [sig ] [3227/3534] Forecasting UBSI... [2025-12-31T20:33:32.952969] [INFO ] [sig ] Generating forecast for: UBSI [2025-12-31T20:33:32.953006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'. [2025-12-31T20:33:32.964379] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UBSI'. [2025-12-31T20:33:32.964682] [INFO ] [FORECASTER] Starting predict_future for UBSI [2025-12-31T20:33:32.965455] [DEBUG] [LOCAL ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt [2025-12-31T20:33:32.965508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:32.965540] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:32.965567] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:32.965662] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:33.022446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:33.023060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:33.023135] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:33.023167] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:33.139937] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:33.140059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:33.140095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:33.140124] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:33.143321] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=5.12%) [2025-12-31T20:33:33.143608] [INFO ] [FORECASTER] Completed predict_future for UBSI [2025-12-31T20:33:33.143729] [INFO ] [sig ] UBSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:33.282670] [INFO ] [LOCAL ] Saved forecast: UBSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UBSI.txt [2025-12-31T20:33:33.282799] [INFO ] [sig ] [3227/3534] Completed UBSI in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m [2025-12-31T20:33:33.282839] [INFO ] [sig ] [3228/3534] Forecasting UDMY... [2025-12-31T20:33:33.282867] [INFO ] [sig ] Generating forecast for: UDMY [2025-12-31T20:33:33.282899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'. [2025-12-31T20:33:33.294003] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UDMY'. [2025-12-31T20:33:33.294283] [INFO ] [FORECASTER] Starting predict_future for UDMY [2025-12-31T20:33:33.295059] [DEBUG] [LOCAL ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt [2025-12-31T20:33:33.295111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:33.295142] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:33.295169] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:33.295227] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:33.352307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:33.352929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:33.353004] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:33.353035] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:33.469192] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:33.469326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:33.469366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:33.469394] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:33.472699] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=16.43%) [2025-12-31T20:33:33.472968] [INFO ] [FORECASTER] Completed predict_future for UDMY [2025-12-31T20:33:33.473086] [INFO ] [sig ] UDMY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:33.613285] [INFO ] [LOCAL ] Saved forecast: UDMY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UDMY.txt [2025-12-31T20:33:33.613419] [INFO ] [sig ] [3228/3534] Completed UDMY in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.8m [2025-12-31T20:33:33.613459] [INFO ] [sig ] [3229/3534] Forecasting UE... [2025-12-31T20:33:33.613489] [INFO ] [sig ] Generating forecast for: UE [2025-12-31T20:33:33.613521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-12-31T20:33:33.625367] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UE'. [2025-12-31T20:33:33.625675] [INFO ] [FORECASTER] Starting predict_future for UE [2025-12-31T20:33:33.626453] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-12-31T20:33:33.626507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:33.626540] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:33.626588] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:33.626664] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:33.682677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:33.683254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:33.683331] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:33.683362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:33.801080] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:33.801203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:33.801242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:33.801276] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:33.804521] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=30.29%) [2025-12-31T20:33:33.804802] [INFO ] [FORECASTER] Completed predict_future for UE [2025-12-31T20:33:33.804921] [INFO ] [sig ] UE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:33.946986] [INFO ] [LOCAL ] Saved forecast: UE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UE.txt [2025-12-31T20:33:33.947116] [INFO ] [sig ] [3229/3534] Completed UE in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:33.947156] [INFO ] [sig ] [3230/3534] Forecasting UEIC... [2025-12-31T20:33:33.947185] [INFO ] [sig ] Generating forecast for: UEIC [2025-12-31T20:33:33.947216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'. [2025-12-31T20:33:33.958674] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UEIC'. [2025-12-31T20:33:33.958960] [INFO ] [FORECASTER] Starting predict_future for UEIC [2025-12-31T20:33:33.959791] [DEBUG] [LOCAL ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt [2025-12-31T20:33:33.959844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:33.959875] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:33.959903] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:33.959961] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:34.016711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:34.017295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:34.017374] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:34.017407] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:34.136980] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:34.137087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:34.137125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:34.137153] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:34.140599] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: UP (p=64.76%) [2025-12-31T20:33:34.140867] [INFO ] [FORECASTER] Completed predict_future for UEIC [2025-12-31T20:33:34.140989] [INFO ] [sig ] UEIC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:34.280981] [INFO ] [LOCAL ] Saved forecast: UEIC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UEIC.txt [2025-12-31T20:33:34.281137] [INFO ] [sig ] [3230/3534] Completed UEIC in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:34.281176] [INFO ] [sig ] [3231/3534] Forecasting UFCS... [2025-12-31T20:33:34.281205] [INFO ] [sig ] Generating forecast for: UFCS [2025-12-31T20:33:34.281238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'. [2025-12-31T20:33:34.292675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFCS'. [2025-12-31T20:33:34.292960] [INFO ] [FORECASTER] Starting predict_future for UFCS [2025-12-31T20:33:34.293734] [DEBUG] [LOCAL ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt [2025-12-31T20:33:34.293785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:34.293817] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:34.293843] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:34.293900] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:34.350544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:34.351142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:34.351218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:34.351249] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:34.469350] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:34.469448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:34.469484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:34.469512] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:34.472655] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=11.39%) [2025-12-31T20:33:34.472920] [INFO ] [FORECASTER] Completed predict_future for UFCS [2025-12-31T20:33:34.473038] [INFO ] [sig ] UFCS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:34.612368] [INFO ] [LOCAL ] Saved forecast: UFCS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UFCS.txt [2025-12-31T20:33:34.612510] [INFO ] [sig ] [3231/3534] Completed UFCS in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:34.612550] [INFO ] [sig ] [3232/3534] Forecasting UFI... [2025-12-31T20:33:34.612599] [INFO ] [sig ] Generating forecast for: UFI [2025-12-31T20:33:34.612634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-12-31T20:33:34.623493] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFI'. [2025-12-31T20:33:34.623775] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-12-31T20:33:34.624527] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-12-31T20:33:34.624602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:34.624636] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:34.624664] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:34.624723] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:34.680956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:34.681533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:34.681645] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:34.681679] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:34.801923] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:34.802063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:34.802107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:34.802136] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:34.805367] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=22.51%) [2025-12-31T20:33:34.805664] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-12-31T20:33:34.805787] [INFO ] [sig ] UFI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:34.946079] [INFO ] [LOCAL ] Saved forecast: UFI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UFI.txt [2025-12-31T20:33:34.946195] [INFO ] [sig ] [3232/3534] Completed UFI in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:34.946233] [INFO ] [sig ] [3233/3534] Forecasting UFO... [2025-12-31T20:33:34.946262] [INFO ] [sig ] Generating forecast for: UFO [2025-12-31T20:33:34.946294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'. [2025-12-31T20:33:34.958041] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFO'. [2025-12-31T20:33:34.958313] [INFO ] [FORECASTER] Starting predict_future for UFO [2025-12-31T20:33:34.959090] [DEBUG] [LOCAL ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt [2025-12-31T20:33:34.959142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:34.959173] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:34.959200] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:34.959275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:35.015254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:35.015851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:35.015926] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:35.015959] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:35.133081] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:35.133191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:35.133230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:35.133258] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:35.136435] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=36.18%) [2025-12-31T20:33:35.136721] [INFO ] [FORECASTER] Completed predict_future for UFO [2025-12-31T20:33:35.136841] [INFO ] [sig ] UFO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:35.277375] [INFO ] [LOCAL ] Saved forecast: UFO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UFO.txt [2025-12-31T20:33:35.277485] [INFO ] [sig ] [3233/3534] Completed UFO in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:35.277523] [INFO ] [sig ] [3234/3534] Forecasting UFPI... [2025-12-31T20:33:35.277553] [INFO ] [sig ] Generating forecast for: UFPI [2025-12-31T20:33:35.277601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'. [2025-12-31T20:33:35.289224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UFPI'. [2025-12-31T20:33:35.289622] [INFO ] [FORECASTER] Starting predict_future for UFPI [2025-12-31T20:33:35.290410] [DEBUG] [LOCAL ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt [2025-12-31T20:33:35.290473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:35.290511] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:35.290542] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:35.290624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:35.347969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:35.348850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:35.348932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:35.348964] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:35.468162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:35.468272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:35.468310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:35.468339] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:35.471745] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: DOWN (p=13.74%) [2025-12-31T20:33:35.472019] [INFO ] [FORECASTER] Completed predict_future for UFPI [2025-12-31T20:33:35.472140] [INFO ] [sig ] UFPI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:35.611049] [INFO ] [LOCAL ] Saved forecast: UFPI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UFPI.txt [2025-12-31T20:33:35.611204] [INFO ] [sig ] [3234/3534] Completed UFPI in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:35.611243] [INFO ] [sig ] [3235/3534] Forecasting UGI... [2025-12-31T20:33:35.611272] [INFO ] [sig ] Generating forecast for: UGI [2025-12-31T20:33:35.611304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-12-31T20:33:35.622736] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGI'. [2025-12-31T20:33:35.623119] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-12-31T20:33:35.623953] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-12-31T20:33:35.624004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:35.624037] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:35.624063] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:35.624119] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:35.680416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:35.681109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:35.681188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:35.681219] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:35.797763] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:35.797896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:35.797935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:35.797963] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:35.801217] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=49.96%) [2025-12-31T20:33:35.801492] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-12-31T20:33:35.801630] [INFO ] [sig ] UGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:35.939917] [INFO ] [LOCAL ] Saved forecast: UGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UGI.txt [2025-12-31T20:33:35.940051] [INFO ] [sig ] [3235/3534] Completed UGI in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:35.940089] [INFO ] [sig ] [3236/3534] Forecasting UGP... [2025-12-31T20:33:35.940118] [INFO ] [sig ] Generating forecast for: UGP [2025-12-31T20:33:35.940148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-12-31T20:33:35.951214] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UGP'. [2025-12-31T20:33:35.951508] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-12-31T20:33:35.952285] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-12-31T20:33:35.952347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:35.952382] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:35.952411] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:35.952468] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:36.008997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:36.009619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:36.009696] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:36.009727] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:36.144393] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:36.144512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:36.144550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:36.144595] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:36.147777] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=30.79%) [2025-12-31T20:33:36.148045] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-12-31T20:33:36.148182] [INFO ] [sig ] UGP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:36.286285] [INFO ] [LOCAL ] Saved forecast: UGP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UGP.txt [2025-12-31T20:33:36.286397] [INFO ] [sig ] [3236/3534] Completed UGP in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:36.286435] [INFO ] [sig ] [3237/3534] Forecasting UHAL... [2025-12-31T20:33:36.286464] [INFO ] [sig ] Generating forecast for: UHAL [2025-12-31T20:33:36.286495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-12-31T20:33:36.297874] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHAL'. [2025-12-31T20:33:36.298165] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-12-31T20:33:36.298970] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-12-31T20:33:36.299023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:36.299056] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:36.299085] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:36.299144] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:36.357284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:36.358158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:36.358241] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:36.358275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:36.483405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:36.483556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:36.483614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:36.483644] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:36.487069] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=32.45%) [2025-12-31T20:33:36.487361] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-12-31T20:33:36.487488] [INFO ] [sig ] UHAL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:36.628475] [INFO ] [LOCAL ] Saved forecast: UHAL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UHAL.txt [2025-12-31T20:33:36.628633] [INFO ] [sig ] [3237/3534] Completed UHAL in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:36.628674] [INFO ] [sig ] [3238/3534] Forecasting UHG... [2025-12-31T20:33:36.628703] [INFO ] [sig ] Generating forecast for: UHG [2025-12-31T20:33:36.628735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'. [2025-12-31T20:33:36.640371] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHG'. [2025-12-31T20:33:36.640807] [INFO ] [FORECASTER] Starting predict_future for UHG [2025-12-31T20:33:36.641645] [DEBUG] [LOCAL ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt [2025-12-31T20:33:36.641699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:36.641731] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:36.641758] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:36.641815] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:36.700477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:36.701338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:36.701435] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:36.701477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:36.825423] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:36.825602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:36.825644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:36.825673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:36.829138] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=26.99%) [2025-12-31T20:33:36.829458] [INFO ] [FORECASTER] Completed predict_future for UHG [2025-12-31T20:33:36.829603] [INFO ] [sig ] UHG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:36.970032] [INFO ] [LOCAL ] Saved forecast: UHG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UHG.txt [2025-12-31T20:33:36.970155] [INFO ] [sig ] [3238/3534] Completed UHG in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:36.970194] [INFO ] [sig ] [3239/3534] Forecasting UHS... [2025-12-31T20:33:36.970224] [INFO ] [sig ] Generating forecast for: UHS [2025-12-31T20:33:36.970257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-12-31T20:33:36.981556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UHS'. [2025-12-31T20:33:36.981859] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-12-31T20:33:36.982627] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-12-31T20:33:36.982679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:36.982736] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:36.982765] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:36.982822] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:37.042686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:37.043550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:37.043650] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:37.043683] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:37.162443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:37.162601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:37.162643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:37.162673] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:37.165991] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=21.30%) [2025-12-31T20:33:37.166264] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-12-31T20:33:37.166386] [INFO ] [sig ] UHS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:37.305661] [INFO ] [LOCAL ] Saved forecast: UHS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UHS.txt [2025-12-31T20:33:37.305813] [INFO ] [sig ] [3239/3534] Completed UHS in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:37.305860] [INFO ] [sig ] [3240/3534] Forecasting UI... [2025-12-31T20:33:37.305890] [INFO ] [sig ] Generating forecast for: UI [2025-12-31T20:33:37.305921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-12-31T20:33:37.317152] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UI'. [2025-12-31T20:33:37.317511] [INFO ] [FORECASTER] Starting predict_future for UI [2025-12-31T20:33:37.318335] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-12-31T20:33:37.318388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:37.318420] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:37.318449] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:37.318508] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:37.379027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:37.380043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:37.380143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:37.380182] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:37.502858] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:37.503022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:37.503064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:37.503095] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:37.506565] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=92.17%) [2025-12-31T20:33:37.506899] [INFO ] [FORECASTER] Completed predict_future for UI [2025-12-31T20:33:37.507036] [INFO ] [sig ] UI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:37.650140] [INFO ] [LOCAL ] Saved forecast: UI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UI.txt [2025-12-31T20:33:37.650290] [INFO ] [sig ] [3240/3534] Completed UI in 0.3s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:37.650341] [INFO ] [sig ] [3241/3534] Forecasting UIS... [2025-12-31T20:33:37.650371] [INFO ] [sig ] Generating forecast for: UIS [2025-12-31T20:33:37.650402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-12-31T20:33:37.662428] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UIS'. [2025-12-31T20:33:37.662793] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-12-31T20:33:37.663664] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-12-31T20:33:37.663718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:37.663751] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:37.663780] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:37.663839] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:37.730024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:37.731038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:37.731140] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:37.731179] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:37.869184] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:37.869363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:37.869404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:37.869434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:37.873438] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=83.24%) [2025-12-31T20:33:37.873755] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-12-31T20:33:37.873926] [INFO ] [sig ] UIS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:38.026000] [INFO ] [LOCAL ] Saved forecast: UIS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UIS.txt [2025-12-31T20:33:38.026136] [INFO ] [sig ] [3241/3534] Completed UIS in 0.4s | 2.91 sym/s | Total: 18.5m | ETA: 1.7m [2025-12-31T20:33:38.026176] [INFO ] [sig ] [3242/3534] Forecasting UITB... [2025-12-31T20:33:38.026205] [INFO ] [sig ] Generating forecast for: UITB [2025-12-31T20:33:38.026236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'. [2025-12-31T20:33:38.039343] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UITB'. [2025-12-31T20:33:38.039722] [INFO ] [FORECASTER] Starting predict_future for UITB [2025-12-31T20:33:38.040501] [DEBUG] [LOCAL ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt [2025-12-31T20:33:38.040553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:38.040605] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:38.040634] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:38.040692] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:38.098008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:38.098804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:38.098888] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:38.098921] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:38.217026] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:38.217195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:38.217237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:38.217267] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:38.220951] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=57.49%) [2025-12-31T20:33:38.221257] [INFO ] [FORECASTER] Completed predict_future for UITB [2025-12-31T20:33:38.221405] [INFO ] [sig ] UITB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:38.364456] [INFO ] [LOCAL ] Saved forecast: UITB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UITB.txt [2025-12-31T20:33:38.364617] [INFO ] [sig ] [3242/3534] Completed UITB in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m [2025-12-31T20:33:38.364660] [INFO ] [sig ] [3243/3534] Forecasting UL... [2025-12-31T20:33:38.364689] [INFO ] [sig ] Generating forecast for: UL [2025-12-31T20:33:38.364721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-12-31T20:33:38.378198] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UL'. [2025-12-31T20:33:38.378750] [INFO ] [FORECASTER] Starting predict_future for UL [2025-12-31T20:33:38.380036] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-12-31T20:33:38.380104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:38.380151] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:38.380191] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:38.380275] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:38.441119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:38.442082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:38.442167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:38.442200] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:38.575485] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:38.575661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:38.575703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:38.575751] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:38.579089] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=4.12%) [2025-12-31T20:33:38.579384] [INFO ] [FORECASTER] Completed predict_future for UL [2025-12-31T20:33:38.579507] [INFO ] [sig ] UL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:38.718702] [INFO ] [LOCAL ] Saved forecast: UL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UL.txt [2025-12-31T20:33:38.718849] [INFO ] [sig ] [3243/3534] Completed UL in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m [2025-12-31T20:33:38.718889] [INFO ] [sig ] [3244/3534] Forecasting ULBI... [2025-12-31T20:33:38.718918] [INFO ] [sig ] Generating forecast for: ULBI [2025-12-31T20:33:38.718949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'. [2025-12-31T20:33:38.730592] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULBI'. [2025-12-31T20:33:38.730983] [INFO ] [FORECASTER] Starting predict_future for ULBI [2025-12-31T20:33:38.731802] [DEBUG] [LOCAL ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt [2025-12-31T20:33:38.731857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:38.731888] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:38.731915] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:38.731972] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:38.798465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:38.799346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:38.799431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:38.799465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:38.918479] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:38.918648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:38.918691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:38.918720] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:38.922045] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=26.84%) [2025-12-31T20:33:38.922320] [INFO ] [FORECASTER] Completed predict_future for ULBI [2025-12-31T20:33:38.922447] [INFO ] [sig ] ULBI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:39.062706] [INFO ] [LOCAL ] Saved forecast: ULBI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ULBI.txt [2025-12-31T20:33:39.062835] [INFO ] [sig ] [3244/3534] Completed ULBI in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m [2025-12-31T20:33:39.062875] [INFO ] [sig ] [3245/3534] Forecasting ULCC... [2025-12-31T20:33:39.062904] [INFO ] [sig ] Generating forecast for: ULCC [2025-12-31T20:33:39.062935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'. [2025-12-31T20:33:39.074966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULCC'. [2025-12-31T20:33:39.075241] [INFO ] [FORECASTER] Starting predict_future for ULCC [2025-12-31T20:33:39.076018] [DEBUG] [LOCAL ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt [2025-12-31T20:33:39.076069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:39.076101] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:39.076127] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:39.076185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:39.133155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:39.133817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:39.133906] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:39.133940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:39.256063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:39.256216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:39.256256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:39.256284] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:39.259671] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=82.50%) [2025-12-31T20:33:39.259942] [INFO ] [FORECASTER] Completed predict_future for ULCC [2025-12-31T20:33:39.260061] [INFO ] [sig ] ULCC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:39.408668] [INFO ] [LOCAL ] Saved forecast: ULCC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ULCC.txt [2025-12-31T20:33:39.408833] [INFO ] [sig ] [3245/3534] Completed ULCC in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.7m [2025-12-31T20:33:39.408875] [INFO ] [sig ] [3246/3534] Forecasting ULH... [2025-12-31T20:33:39.408903] [INFO ] [sig ] Generating forecast for: ULH [2025-12-31T20:33:39.408936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'. [2025-12-31T20:33:39.421154] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULH'. [2025-12-31T20:33:39.421494] [INFO ] [FORECASTER] Starting predict_future for ULH [2025-12-31T20:33:39.422299] [DEBUG] [LOCAL ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt [2025-12-31T20:33:39.422351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:39.422383] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:39.422410] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:39.422467] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:39.479528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:39.480400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:39.480487] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:39.480519] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:39.602692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:39.602850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:39.602891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:39.602920] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:39.606230] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: UP (p=84.75%) [2025-12-31T20:33:39.606504] [INFO ] [FORECASTER] Completed predict_future for ULH [2025-12-31T20:33:39.606645] [INFO ] [sig ] ULH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:39.745606] [INFO ] [LOCAL ] Saved forecast: ULH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ULH.txt [2025-12-31T20:33:39.745745] [INFO ] [sig ] [3246/3534] Completed ULH in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:39.745802] [INFO ] [sig ] [3247/3534] Forecasting ULTA... [2025-12-31T20:33:39.745833] [INFO ] [sig ] Generating forecast for: ULTA [2025-12-31T20:33:39.745864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'. [2025-12-31T20:33:39.757133] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULTA'. [2025-12-31T20:33:39.757421] [INFO ] [FORECASTER] Starting predict_future for ULTA [2025-12-31T20:33:39.758196] [DEBUG] [LOCAL ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt [2025-12-31T20:33:39.758249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:39.758280] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:39.758318] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:39.758376] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:39.815495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:39.816367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:39.816455] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:39.816489] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:39.932501] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:39.932678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:39.932718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:39.932746] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:39.936033] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=95.90%) [2025-12-31T20:33:39.936306] [INFO ] [FORECASTER] Completed predict_future for ULTA [2025-12-31T20:33:39.936427] [INFO ] [sig ] ULTA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:40.073911] [INFO ] [LOCAL ] Saved forecast: ULTA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ULTA.txt [2025-12-31T20:33:40.074050] [INFO ] [sig ] [3247/3534] Completed ULTA in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:40.074090] [INFO ] [sig ] [3248/3534] Forecasting ULY... [2025-12-31T20:33:40.074120] [INFO ] [sig ] Generating forecast for: ULY [2025-12-31T20:33:40.074150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'. [2025-12-31T20:33:40.086031] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ULY'. [2025-12-31T20:33:40.086343] [INFO ] [FORECASTER] Starting predict_future for ULY [2025-12-31T20:33:40.087121] [DEBUG] [LOCAL ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt [2025-12-31T20:33:40.087172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:40.087203] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:40.087230] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:40.087290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:40.146890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:40.147764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:40.147850] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:40.147883] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:40.266398] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:40.266554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:40.266614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:40.266659] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:40.270022] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=69.47%) [2025-12-31T20:33:40.270306] [INFO ] [FORECASTER] Completed predict_future for ULY [2025-12-31T20:33:40.270441] [INFO ] [sig ] ULY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:40.409481] [INFO ] [LOCAL ] Saved forecast: ULY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ULY.txt [2025-12-31T20:33:40.409656] [INFO ] [sig ] [3248/3534] Completed ULY in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:40.409698] [INFO ] [sig ] [3249/3534] Forecasting UMBF... [2025-12-31T20:33:40.409728] [INFO ] [sig ] Generating forecast for: UMBF [2025-12-31T20:33:40.409757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'. [2025-12-31T20:33:40.421903] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMBF'. [2025-12-31T20:33:40.422209] [INFO ] [FORECASTER] Starting predict_future for UMBF [2025-12-31T20:33:40.422991] [DEBUG] [LOCAL ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt [2025-12-31T20:33:40.423043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:40.423074] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:40.423102] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:40.423159] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:40.479614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:40.480362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:40.480469] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:40.480502] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:40.596684] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:40.596840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:40.596881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:40.596912] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:40.600262] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: UP (p=92.49%) [2025-12-31T20:33:40.600537] [INFO ] [FORECASTER] Completed predict_future for UMBF [2025-12-31T20:33:40.600678] [INFO ] [sig ] UMBF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:40.743747] [INFO ] [LOCAL ] Saved forecast: UMBF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UMBF.txt [2025-12-31T20:33:40.743898] [INFO ] [sig ] [3249/3534] Completed UMBF in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:40.743941] [INFO ] [sig ] [3250/3534] Forecasting UMC... [2025-12-31T20:33:40.743985] [INFO ] [sig ] Generating forecast for: UMC [2025-12-31T20:33:40.744031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-12-31T20:33:40.756710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMC'. [2025-12-31T20:33:40.757049] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-12-31T20:33:40.757950] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-12-31T20:33:40.758008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:40.758041] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:40.758070] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:40.758130] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:40.825926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:40.826840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:40.826932] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:40.826967] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:40.950947] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:40.951142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:40.951184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:40.951213] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:40.954642] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=97.14%) [2025-12-31T20:33:40.954912] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-12-31T20:33:40.955042] [INFO ] [sig ] UMC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:41.095610] [INFO ] [LOCAL ] Saved forecast: UMC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UMC.txt [2025-12-31T20:33:41.095765] [INFO ] [sig ] [3250/3534] Completed UMC in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:41.095806] [INFO ] [sig ] [3251/3534] Forecasting UMH... [2025-12-31T20:33:41.095837] [INFO ] [sig ] Generating forecast for: UMH [2025-12-31T20:33:41.095882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-12-31T20:33:41.107251] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMH'. [2025-12-31T20:33:41.107549] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-12-31T20:33:41.108310] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-12-31T20:33:41.108361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:41.108392] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:41.108421] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:41.108490] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:41.165503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:41.166243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:41.166324] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:41.166356] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:41.283971] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:41.284132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:41.284172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:41.284201] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:41.287554] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=96.46%) [2025-12-31T20:33:41.287859] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-12-31T20:33:41.287979] [INFO ] [sig ] UMH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:41.427566] [INFO ] [LOCAL ] Saved forecast: UMH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UMH.txt [2025-12-31T20:33:41.427726] [INFO ] [sig ] [3251/3534] Completed UMH in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:41.427766] [INFO ] [sig ] [3252/3534] Forecasting UMMA... [2025-12-31T20:33:41.427795] [INFO ] [sig ] Generating forecast for: UMMA [2025-12-31T20:33:41.427826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'. [2025-12-31T20:33:41.438248] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UMMA'. [2025-12-31T20:33:41.438543] [INFO ] [FORECASTER] Starting predict_future for UMMA [2025-12-31T20:33:41.439339] [DEBUG] [LOCAL ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt [2025-12-31T20:33:41.439391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:41.439422] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:41.439449] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:41.439511] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:41.496010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:41.496836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:41.496919] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:41.496951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:41.610755] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:41.610912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:41.610953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:41.610983] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:41.614328] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=5.22%) [2025-12-31T20:33:41.614649] [INFO ] [FORECASTER] Completed predict_future for UMMA [2025-12-31T20:33:41.614783] [INFO ] [sig ] UMMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:41.755753] [INFO ] [LOCAL ] Saved forecast: UMMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UMMA.txt [2025-12-31T20:33:41.755958] [INFO ] [sig ] [3252/3534] Completed UMMA in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:41.756002] [INFO ] [sig ] [3253/3534] Forecasting UNCY... [2025-12-31T20:33:41.756032] [INFO ] [sig ] Generating forecast for: UNCY [2025-12-31T20:33:41.756063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'. [2025-12-31T20:33:41.767084] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNCY'. [2025-12-31T20:33:41.767381] [INFO ] [FORECASTER] Starting predict_future for UNCY [2025-12-31T20:33:41.768156] [DEBUG] [LOCAL ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt [2025-12-31T20:33:41.768207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:41.768239] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:41.768266] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:41.768323] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:41.828533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:41.829367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:41.829451] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:41.829483] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:41.953052] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:41.953217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:41.953260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:41.953293] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:41.957143] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=16.14%) [2025-12-31T20:33:41.957455] [INFO ] [FORECASTER] Completed predict_future for UNCY [2025-12-31T20:33:41.957615] [INFO ] [sig ] UNCY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:42.115534] [INFO ] [LOCAL ] Saved forecast: UNCY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UNCY.txt [2025-12-31T20:33:42.115725] [INFO ] [sig ] [3253/3534] Completed UNCY in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:42.115772] [INFO ] [sig ] [3254/3534] Forecasting UNF... [2025-12-31T20:33:42.115811] [INFO ] [sig ] Generating forecast for: UNF [2025-12-31T20:33:42.115855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-12-31T20:33:42.127937] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNF'. [2025-12-31T20:33:42.128277] [INFO ] [FORECASTER] Starting predict_future for UNF [2025-12-31T20:33:42.129163] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-12-31T20:33:42.129219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:42.129423] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:42.129459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:42.129521] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:42.196089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:42.197025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:42.197117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:42.197163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:42.328317] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:42.328480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:42.328522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:42.328557] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:42.332470] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=86.06%) [2025-12-31T20:33:42.332813] [INFO ] [FORECASTER] Completed predict_future for UNF [2025-12-31T20:33:42.332966] [INFO ] [sig ] UNF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:42.491048] [INFO ] [LOCAL ] Saved forecast: UNF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UNF.txt [2025-12-31T20:33:42.491226] [INFO ] [sig ] [3254/3534] Completed UNF in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:42.491271] [INFO ] [sig ] [3255/3534] Forecasting UNFI... [2025-12-31T20:33:42.491303] [INFO ] [sig ] Generating forecast for: UNFI [2025-12-31T20:33:42.491338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-12-31T20:33:42.508168] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNFI'. [2025-12-31T20:33:42.508599] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-12-31T20:33:42.509519] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-12-31T20:33:42.509594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:42.509631] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:42.509659] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:42.509730] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:42.576099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:42.577071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:42.577159] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:42.577192] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:42.709014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:42.709181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:42.709225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:42.709278] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:42.712640] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=75.33%) [2025-12-31T20:33:42.712911] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-12-31T20:33:42.713032] [INFO ] [sig ] UNFI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:42.856518] [INFO ] [LOCAL ] Saved forecast: UNFI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UNFI.txt [2025-12-31T20:33:42.856675] [INFO ] [sig ] [3255/3534] Completed UNFI in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:42.856717] [INFO ] [sig ] [3256/3534] Forecasting UNM... [2025-12-31T20:33:42.856746] [INFO ] [sig ] Generating forecast for: UNM [2025-12-31T20:33:42.856777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-12-31T20:33:42.867746] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNM'. [2025-12-31T20:33:42.868045] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-12-31T20:33:42.868824] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-12-31T20:33:42.868874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:42.868933] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:42.868962] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:42.869054] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:42.928058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:42.928896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:42.928977] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:42.929009] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:43.055430] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:43.055602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:43.055643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:43.055672] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:43.058987] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=3.06%) [2025-12-31T20:33:43.059280] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-12-31T20:33:43.059404] [INFO ] [sig ] UNM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:43.198449] [INFO ] [LOCAL ] Saved forecast: UNM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UNM.txt [2025-12-31T20:33:43.198606] [INFO ] [sig ] [3256/3534] Completed UNM in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:43.198649] [INFO ] [sig ] [3257/3534] Forecasting UNMA... [2025-12-31T20:33:43.198679] [INFO ] [sig ] Generating forecast for: UNMA [2025-12-31T20:33:43.198708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-12-31T20:33:43.210511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNMA'. [2025-12-31T20:33:43.210901] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-12-31T20:33:43.211792] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-12-31T20:33:43.211847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:43.211896] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:43.211936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:43.211997] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:43.278670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:43.279672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:43.279788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:43.279837] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:43.400837] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:43.400989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:43.401033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:43.401067] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:43.404589] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=60.98%) [2025-12-31T20:33:43.404877] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-12-31T20:33:43.405003] [INFO ] [sig ] UNMA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:43.546828] [INFO ] [LOCAL ] Saved forecast: UNMA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UNMA.txt [2025-12-31T20:33:43.546983] [INFO ] [sig ] [3257/3534] Completed UNMA in 0.3s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:43.547041] [INFO ] [sig ] [3258/3534] Forecasting UNP... [2025-12-31T20:33:43.547078] [INFO ] [sig ] Generating forecast for: UNP [2025-12-31T20:33:43.547110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-12-31T20:33:43.559269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNP'. [2025-12-31T20:33:43.559658] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-12-31T20:33:43.560506] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-12-31T20:33:43.560566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:43.560622] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:43.560650] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:43.560710] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:43.627599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:43.628505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:43.628609] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:43.628658] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:43.756453] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:43.756657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:43.756708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:43.756738] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:43.760589] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=74.64%) [2025-12-31T20:33:43.760921] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-12-31T20:33:43.761069] [INFO ] [sig ] UNP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:43.920152] [INFO ] [LOCAL ] Saved forecast: UNP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UNP.txt [2025-12-31T20:33:43.920312] [INFO ] [sig ] [3258/3534] Completed UNP in 0.4s | 2.91 sym/s | Total: 18.6m | ETA: 1.6m [2025-12-31T20:33:43.920353] [INFO ] [sig ] [3259/3534] Forecasting UNTY... [2025-12-31T20:33:43.920382] [INFO ] [sig ] Generating forecast for: UNTY [2025-12-31T20:33:43.920413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'. [2025-12-31T20:33:43.932553] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UNTY'. [2025-12-31T20:33:43.932956] [INFO ] [FORECASTER] Starting predict_future for UNTY [2025-12-31T20:33:43.933862] [DEBUG] [LOCAL ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt [2025-12-31T20:33:43.933916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:43.933953] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:43.933998] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:43.934066] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:43.999054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:43.999939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:44.000024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:44.000057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:44.117841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:44.118001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:44.118041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:44.118104] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:44.121666] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=9.31%) [2025-12-31T20:33:44.121974] [INFO ] [FORECASTER] Completed predict_future for UNTY [2025-12-31T20:33:44.122107] [INFO ] [sig ] UNTY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:44.263799] [INFO ] [LOCAL ] Saved forecast: UNTY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UNTY.txt [2025-12-31T20:33:44.263958] [INFO ] [sig ] [3259/3534] Completed UNTY in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m [2025-12-31T20:33:44.263999] [INFO ] [sig ] [3260/3534] Forecasting UONE... [2025-12-31T20:33:44.264028] [INFO ] [sig ] Generating forecast for: UONE [2025-12-31T20:33:44.264059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'. [2025-12-31T20:33:44.275935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UONE'. [2025-12-31T20:33:44.276322] [INFO ] [FORECASTER] Starting predict_future for UONE [2025-12-31T20:33:44.277213] [DEBUG] [LOCAL ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt [2025-12-31T20:33:44.277285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:44.277319] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:44.277346] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:44.277404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:44.335438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:44.336339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:44.336423] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:44.336456] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:44.449919] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:44.450084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:44.450124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:44.450154] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:44.454136] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=15.62%) [2025-12-31T20:33:44.454488] [INFO ] [FORECASTER] Completed predict_future for UONE [2025-12-31T20:33:44.454669] [INFO ] [sig ] UONE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:44.618023] [INFO ] [LOCAL ] Saved forecast: UONE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UONE.txt [2025-12-31T20:33:44.618211] [INFO ] [sig ] [3260/3534] Completed UONE in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m [2025-12-31T20:33:44.618267] [INFO ] [sig ] [3261/3534] Forecasting UPBD... [2025-12-31T20:33:44.618298] [INFO ] [sig ] Generating forecast for: UPBD [2025-12-31T20:33:44.618329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'. [2025-12-31T20:33:44.630120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPBD'. [2025-12-31T20:33:44.630504] [INFO ] [FORECASTER] Starting predict_future for UPBD [2025-12-31T20:33:44.631328] [DEBUG] [LOCAL ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt [2025-12-31T20:33:44.631380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:44.631412] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:44.631439] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:44.631500] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:44.688376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:44.689231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:44.689341] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:44.689376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:44.814640] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:44.814796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:44.814837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:44.814867] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:44.818335] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-12-31T20:33:44.818636] [INFO ] [FORECASTER] Completed predict_future for UPBD [2025-12-31T20:33:44.818765] [INFO ] [sig ] UPBD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:44.958222] [INFO ] [LOCAL ] Saved forecast: UPBD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UPBD.txt [2025-12-31T20:33:44.958389] [INFO ] [sig ] [3261/3534] Completed UPBD in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m [2025-12-31T20:33:44.958431] [INFO ] [sig ] [3262/3534] Forecasting UPC... [2025-12-31T20:33:44.958460] [INFO ] [sig ] Generating forecast for: UPC [2025-12-31T20:33:44.958492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'. [2025-12-31T20:33:44.969617] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPC'. [2025-12-31T20:33:44.969918] [INFO ] [FORECASTER] Starting predict_future for UPC [2025-12-31T20:33:44.970710] [DEBUG] [LOCAL ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt [2025-12-31T20:33:44.970761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:44.970793] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:44.970821] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:44.970878] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:45.029271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:45.030190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:45.030285] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:45.030332] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:45.154961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:45.155121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:45.155173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:45.155206] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:45.159055] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=7.51%) [2025-12-31T20:33:45.159402] [INFO ] [FORECASTER] Completed predict_future for UPC [2025-12-31T20:33:45.159545] [INFO ] [sig ] UPC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:45.308820] [INFO ] [LOCAL ] Saved forecast: UPC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UPC.txt [2025-12-31T20:33:45.308957] [INFO ] [sig ] [3262/3534] Completed UPC in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m [2025-12-31T20:33:45.308997] [INFO ] [sig ] [3263/3534] Forecasting UPLD... [2025-12-31T20:33:45.309028] [INFO ] [sig ] Generating forecast for: UPLD [2025-12-31T20:33:45.309058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'. [2025-12-31T20:33:45.320941] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPLD'. [2025-12-31T20:33:45.321221] [INFO ] [FORECASTER] Starting predict_future for UPLD [2025-12-31T20:33:45.322045] [DEBUG] [LOCAL ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt [2025-12-31T20:33:45.322097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:45.322129] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:45.322155] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:45.322213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:45.380124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:45.381004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:45.381088] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:45.381122] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:45.500908] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:45.501067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:45.501107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:45.501136] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:45.504496] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: DOWN (p=7.14%) [2025-12-31T20:33:45.504789] [INFO ] [FORECASTER] Completed predict_future for UPLD [2025-12-31T20:33:45.504912] [INFO ] [sig ] UPLD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:45.650439] [INFO ] [LOCAL ] Saved forecast: UPLD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UPLD.txt [2025-12-31T20:33:45.650620] [INFO ] [sig ] [3263/3534] Completed UPLD in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.6m [2025-12-31T20:33:45.650687] [INFO ] [sig ] [3264/3534] Forecasting UPS... [2025-12-31T20:33:45.650721] [INFO ] [sig ] Generating forecast for: UPS [2025-12-31T20:33:45.650751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-12-31T20:33:45.661946] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPS'. [2025-12-31T20:33:45.662283] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-12-31T20:33:45.663121] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-12-31T20:33:45.663174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:45.663206] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:45.663233] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:45.663290] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:45.722025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:45.722806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:45.722888] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:45.722926] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:45.848467] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:45.848639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:45.848680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:45.848709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:45.852027] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=56.72%) [2025-12-31T20:33:45.852302] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-12-31T20:33:45.852422] [INFO ] [sig ] UPS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:45.996057] [INFO ] [LOCAL ] Saved forecast: UPS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UPS.txt [2025-12-31T20:33:45.996201] [INFO ] [sig ] [3264/3534] Completed UPS in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:45.996240] [INFO ] [sig ] [3265/3534] Forecasting UPWK... [2025-12-31T20:33:45.996270] [INFO ] [sig ] Generating forecast for: UPWK [2025-12-31T20:33:45.996300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'. [2025-12-31T20:33:46.008241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPWK'. [2025-12-31T20:33:46.008616] [INFO ] [FORECASTER] Starting predict_future for UPWK [2025-12-31T20:33:46.009431] [DEBUG] [LOCAL ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt [2025-12-31T20:33:46.009485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:46.009516] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:46.009543] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:46.009627] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:46.070771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:46.071641] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:46.071726] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:46.071759] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:46.194545] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:46.194733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:46.194776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:46.194804] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:46.198247] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-12-31T20:33:46.198601] [INFO ] [FORECASTER] Completed predict_future for UPWK [2025-12-31T20:33:46.198738] [INFO ] [sig ] UPWK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:46.342972] [INFO ] [LOCAL ] Saved forecast: UPWK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UPWK.txt [2025-12-31T20:33:46.343110] [INFO ] [sig ] [3265/3534] Completed UPWK in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:46.343149] [INFO ] [sig ] [3266/3534] Forecasting UPXI... [2025-12-31T20:33:46.343178] [INFO ] [sig ] Generating forecast for: UPXI [2025-12-31T20:33:46.343208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'. [2025-12-31T20:33:46.354348] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UPXI'. [2025-12-31T20:33:46.354658] [INFO ] [FORECASTER] Starting predict_future for UPXI [2025-12-31T20:33:46.355412] [DEBUG] [LOCAL ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt [2025-12-31T20:33:46.355463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:46.355495] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:46.355523] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:46.355599] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:46.414563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:46.415339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:46.415450] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:46.415484] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:46.538107] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:46.538259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:46.538303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:46.538335] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:46.541919] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=6.80%) [2025-12-31T20:33:46.542207] [INFO ] [FORECASTER] Completed predict_future for UPXI [2025-12-31T20:33:46.542336] [INFO ] [sig ] UPXI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:46.686102] [INFO ] [LOCAL ] Saved forecast: UPXI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UPXI.txt [2025-12-31T20:33:46.686225] [INFO ] [sig ] [3266/3534] Completed UPXI in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:46.686265] [INFO ] [sig ] [3267/3534] Forecasting URBN... [2025-12-31T20:33:46.686296] [INFO ] [sig ] Generating forecast for: URBN [2025-12-31T20:33:46.686326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'. [2025-12-31T20:33:46.698263] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URBN'. [2025-12-31T20:33:46.698609] [INFO ] [FORECASTER] Starting predict_future for URBN [2025-12-31T20:33:46.699419] [DEBUG] [LOCAL ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt [2025-12-31T20:33:46.699471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:46.699503] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:46.699530] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:46.699605] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:46.758168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:46.759022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:46.759105] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:46.759137] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:46.880812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:46.880975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:46.881032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:46.881063] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:46.884632] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=29.28%) [2025-12-31T20:33:46.884917] [INFO ] [FORECASTER] Completed predict_future for URBN [2025-12-31T20:33:46.885041] [INFO ] [sig ] URBN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:47.023868] [INFO ] [LOCAL ] Saved forecast: URBN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/URBN.txt [2025-12-31T20:33:47.024009] [INFO ] [sig ] [3267/3534] Completed URBN in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:47.024049] [INFO ] [sig ] [3268/3534] Forecasting URGN... [2025-12-31T20:33:47.024080] [INFO ] [sig ] Generating forecast for: URGN [2025-12-31T20:33:47.024110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'. [2025-12-31T20:33:47.043442] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URGN'. [2025-12-31T20:33:47.043805] [INFO ] [FORECASTER] Starting predict_future for URGN [2025-12-31T20:33:47.044632] [DEBUG] [LOCAL ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt [2025-12-31T20:33:47.044696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:47.044737] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:47.044771] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:47.044832] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:47.102548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:47.103454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:47.103541] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:47.103594] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:47.225084] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:47.225276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:47.225331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:47.225368] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:47.229407] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=53.86%) [2025-12-31T20:33:47.229826] [INFO ] [FORECASTER] Completed predict_future for URGN [2025-12-31T20:33:47.229987] [INFO ] [sig ] URGN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:47.383458] [INFO ] [LOCAL ] Saved forecast: URGN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/URGN.txt [2025-12-31T20:33:47.383610] [INFO ] [sig ] [3268/3534] Completed URGN in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:47.383656] [INFO ] [sig ] [3269/3534] Forecasting URI... [2025-12-31T20:33:47.383688] [INFO ] [sig ] Generating forecast for: URI [2025-12-31T20:33:47.383718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-12-31T20:33:47.394698] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URI'. [2025-12-31T20:33:47.395178] [INFO ] [FORECASTER] Starting predict_future for URI [2025-12-31T20:33:47.396162] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-12-31T20:33:47.396214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:47.396246] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:47.396273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:47.396330] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:47.457209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:47.458247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:47.458330] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:47.458362] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:47.586798] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:47.586952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:47.586993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:47.587022] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:47.590635] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=10.16%) [2025-12-31T20:33:47.590919] [INFO ] [FORECASTER] Completed predict_future for URI [2025-12-31T20:33:47.591047] [INFO ] [sig ] URI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:47.734827] [INFO ] [LOCAL ] Saved forecast: URI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/URI.txt [2025-12-31T20:33:47.735005] [INFO ] [sig ] [3269/3534] Completed URI in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:47.735047] [INFO ] [sig ] [3270/3534] Forecasting URNJ... [2025-12-31T20:33:47.735076] [INFO ] [sig ] Generating forecast for: URNJ [2025-12-31T20:33:47.735107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'. [2025-12-31T20:33:47.746304] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'URNJ'. [2025-12-31T20:33:47.746641] [INFO ] [FORECASTER] Starting predict_future for URNJ [2025-12-31T20:33:47.747426] [DEBUG] [LOCAL ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt [2025-12-31T20:33:47.747480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:47.747514] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:47.747541] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:47.747617] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:47.808847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:47.809702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:47.809789] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:47.809823] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:47.934344] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:47.934501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:47.934542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:47.934593] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:47.938416] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=10.92%) [2025-12-31T20:33:47.938716] [INFO ] [FORECASTER] Completed predict_future for URNJ [2025-12-31T20:33:47.939032] [INFO ] [sig ] URNJ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:48.085449] [INFO ] [LOCAL ] Saved forecast: URNJ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/URNJ.txt [2025-12-31T20:33:48.085620] [INFO ] [sig ] [3270/3534] Completed URNJ in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:48.085671] [INFO ] [sig ] [3271/3534] Forecasting UROY... [2025-12-31T20:33:48.085709] [INFO ] [sig ] Generating forecast for: UROY [2025-12-31T20:33:48.085747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'. [2025-12-31T20:33:48.100848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UROY'. [2025-12-31T20:33:48.101195] [INFO ] [FORECASTER] Starting predict_future for UROY [2025-12-31T20:33:48.102004] [DEBUG] [LOCAL ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt [2025-12-31T20:33:48.102055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:48.102099] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:48.102128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:48.102185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:48.159897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:48.160595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:48.160673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:48.160705] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:48.285753] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:48.285912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:48.285952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:48.285980] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:48.289385] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=51.97%) [2025-12-31T20:33:48.289678] [INFO ] [FORECASTER] Completed predict_future for UROY [2025-12-31T20:33:48.289801] [INFO ] [sig ] UROY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:48.429313] [INFO ] [LOCAL ] Saved forecast: UROY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UROY.txt [2025-12-31T20:33:48.429478] [INFO ] [sig ] [3271/3534] Completed UROY in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:48.429518] [INFO ] [sig ] [3272/3534] Forecasting USA... [2025-12-31T20:33:48.429547] [INFO ] [sig ] Generating forecast for: USA [2025-12-31T20:33:48.429597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-12-31T20:33:48.442791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USA'. [2025-12-31T20:33:48.443224] [INFO ] [FORECASTER] Starting predict_future for USA [2025-12-31T20:33:48.444192] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-12-31T20:33:48.444261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:48.444299] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:48.444327] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:48.444387] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:48.506971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:48.507926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:48.508014] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:48.508046] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:48.631272] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:48.631426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:48.631469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:48.631499] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:48.635053] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=1.30%) [2025-12-31T20:33:48.635334] [INFO ] [FORECASTER] Completed predict_future for USA [2025-12-31T20:33:48.635459] [INFO ] [sig ] USA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:48.780534] [INFO ] [LOCAL ] Saved forecast: USA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/USA.txt [2025-12-31T20:33:48.780711] [INFO ] [sig ] [3272/3534] Completed USA in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:48.780765] [INFO ] [sig ] [3273/3534] Forecasting USAC... [2025-12-31T20:33:48.780797] [INFO ] [sig ] Generating forecast for: USAC [2025-12-31T20:33:48.780828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-12-31T20:33:48.793990] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USAC'. [2025-12-31T20:33:48.794377] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-12-31T20:33:48.795205] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-12-31T20:33:48.795258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:48.795318] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:48.795348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:48.795408] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:48.854257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:48.854910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:48.854986] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:48.855020] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:48.973819] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:48.973978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:48.974026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:48.974055] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:48.977487] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=82.00%) [2025-12-31T20:33:48.977788] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-12-31T20:33:48.977916] [INFO ] [sig ] USAC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:49.119199] [INFO ] [LOCAL ] Saved forecast: USAC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USAC.txt [2025-12-31T20:33:49.119355] [INFO ] [sig ] [3273/3534] Completed USAC in 0.3s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:49.119396] [INFO ] [sig ] [3274/3534] Forecasting USB... [2025-12-31T20:33:49.119426] [INFO ] [sig ] Generating forecast for: USB [2025-12-31T20:33:49.119456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-12-31T20:33:49.135996] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USB'. [2025-12-31T20:33:49.136422] [INFO ] [FORECASTER] Starting predict_future for USB [2025-12-31T20:33:49.137280] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-12-31T20:33:49.137334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:49.137366] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:49.137392] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:49.137449] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:49.194895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:49.195807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:49.195890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:49.195922] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:49.319524] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:49.319702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:49.319745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:49.319776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:49.323228] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=45.48%) [2025-12-31T20:33:49.323514] [INFO ] [FORECASTER] Completed predict_future for USB [2025-12-31T20:33:49.323664] [INFO ] [sig ] USB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:49.525253] [INFO ] [LOCAL ] Saved forecast: USB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/USB.txt [2025-12-31T20:33:49.525403] [INFO ] [sig ] [3274/3534] Completed USB in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:49.525444] [INFO ] [sig ] [3275/3534] Forecasting USCB... [2025-12-31T20:33:49.525481] [INFO ] [sig ] Generating forecast for: USCB [2025-12-31T20:33:49.525515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'. [2025-12-31T20:33:49.539269] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USCB'. [2025-12-31T20:33:49.539641] [INFO ] [FORECASTER] Starting predict_future for USCB [2025-12-31T20:33:49.540690] [DEBUG] [LOCAL ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt [2025-12-31T20:33:49.540755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:49.540800] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:49.540839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:49.540922] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:49.608501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:49.609315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:49.609400] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:49.609433] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:49.725473] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:49.725636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:49.725678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:49.725709] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:49.729214] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-12-31T20:33:49.729518] [INFO ] [FORECASTER] Completed predict_future for USCB [2025-12-31T20:33:49.729697] [INFO ] [sig ] USCB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:49.880161] [INFO ] [LOCAL ] Saved forecast: USCB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USCB.txt [2025-12-31T20:33:49.880332] [INFO ] [sig ] [3275/3534] Completed USCB in 0.4s | 2.91 sym/s | Total: 18.7m | ETA: 1.5m [2025-12-31T20:33:49.880373] [INFO ] [sig ] [3276/3534] Forecasting USDX... [2025-12-31T20:33:49.880404] [INFO ] [sig ] Generating forecast for: USDX [2025-12-31T20:33:49.880436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'. [2025-12-31T20:33:49.895093] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USDX'. [2025-12-31T20:33:49.895432] [INFO ] [FORECASTER] Starting predict_future for USDX [2025-12-31T20:33:49.896225] [DEBUG] [LOCAL ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt [2025-12-31T20:33:49.896278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:49.896311] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:49.896338] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:49.896395] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:49.957944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:49.958945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:49.959034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:49.959081] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:50.075176] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:50.075334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:50.075392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:50.075467] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:50.079400] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=97.43%) [2025-12-31T20:33:50.079755] [INFO ] [FORECASTER] Completed predict_future for USDX [2025-12-31T20:33:50.079890] [INFO ] [sig ] USDX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:50.233111] [INFO ] [LOCAL ] Saved forecast: USDX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USDX.txt [2025-12-31T20:33:50.233249] [INFO ] [sig ] [3276/3534] Completed USDX in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m [2025-12-31T20:33:50.233289] [INFO ] [sig ] [3277/3534] Forecasting USEA... [2025-12-31T20:33:50.233319] [INFO ] [sig ] Generating forecast for: USEA [2025-12-31T20:33:50.233349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'. [2025-12-31T20:33:50.244667] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USEA'. [2025-12-31T20:33:50.244935] [INFO ] [FORECASTER] Starting predict_future for USEA [2025-12-31T20:33:50.245724] [DEBUG] [LOCAL ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt [2025-12-31T20:33:50.245778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:50.245810] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:50.245837] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:50.245896] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:50.301702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:50.302376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:50.302455] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:50.302487] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:50.414388] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:50.414545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:50.414601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:50.414635] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:50.418532] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=65.23%) [2025-12-31T20:33:50.418824] [INFO ] [FORECASTER] Completed predict_future for USEA [2025-12-31T20:33:50.418947] [INFO ] [sig ] USEA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:50.558002] [INFO ] [LOCAL ] Saved forecast: USEA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USEA.txt [2025-12-31T20:33:50.558131] [INFO ] [sig ] [3277/3534] Completed USEA in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m [2025-12-31T20:33:50.558169] [INFO ] [sig ] [3278/3534] Forecasting USFD... [2025-12-31T20:33:50.558199] [INFO ] [sig ] Generating forecast for: USFD [2025-12-31T20:33:50.558228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-12-31T20:33:50.569618] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USFD'. [2025-12-31T20:33:50.570076] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-12-31T20:33:50.571051] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-12-31T20:33:50.571103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:50.571134] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:50.571160] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:50.571218] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:50.629101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:50.630041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:50.630124] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:50.630157] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:50.754874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:50.755030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:50.755071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:50.755128] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:50.758553] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=91.84%) [2025-12-31T20:33:50.758847] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-12-31T20:33:50.758969] [INFO ] [sig ] USFD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:50.896782] [INFO ] [LOCAL ] Saved forecast: USFD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USFD.txt [2025-12-31T20:33:50.896907] [INFO ] [sig ] [3278/3534] Completed USFD in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m [2025-12-31T20:33:50.896946] [INFO ] [sig ] [3279/3534] Forecasting USGO... [2025-12-31T20:33:50.896975] [INFO ] [sig ] Generating forecast for: USGO [2025-12-31T20:33:50.897007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'. [2025-12-31T20:33:50.907719] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USGO'. [2025-12-31T20:33:50.907997] [INFO ] [FORECASTER] Starting predict_future for USGO [2025-12-31T20:33:50.908770] [DEBUG] [LOCAL ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt [2025-12-31T20:33:50.908822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:50.908855] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:50.908882] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:50.908940] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:50.967157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:50.967778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:50.967856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:50.967889] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:51.085239] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:51.085374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:51.085413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:51.085442] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:51.088786] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=58.98%) [2025-12-31T20:33:51.089059] [INFO ] [FORECASTER] Completed predict_future for USGO [2025-12-31T20:33:51.089180] [INFO ] [sig ] USGO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:51.229109] [INFO ] [LOCAL ] Saved forecast: USGO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USGO.txt [2025-12-31T20:33:51.229273] [INFO ] [sig ] [3279/3534] Completed USGO in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m [2025-12-31T20:33:51.229322] [INFO ] [sig ] [3280/3534] Forecasting USIG... [2025-12-31T20:33:51.229360] [INFO ] [sig ] Generating forecast for: USIG [2025-12-31T20:33:51.229396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'. [2025-12-31T20:33:51.240507] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIG'. [2025-12-31T20:33:51.240869] [INFO ] [FORECASTER] Starting predict_future for USIG [2025-12-31T20:33:51.241680] [DEBUG] [LOCAL ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt [2025-12-31T20:33:51.241733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:51.241765] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:51.241791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:51.241850] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:51.297920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:51.298655] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:51.298748] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:51.298782] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:51.422330] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:51.422477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:51.422517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:51.422550] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:51.425857] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=94.33%) [2025-12-31T20:33:51.426129] [INFO ] [FORECASTER] Completed predict_future for USIG [2025-12-31T20:33:51.426251] [INFO ] [sig ] USIG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:51.567549] [INFO ] [LOCAL ] Saved forecast: USIG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USIG.txt [2025-12-31T20:33:51.567717] [INFO ] [sig ] [3280/3534] Completed USIG in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.5m [2025-12-31T20:33:51.567758] [INFO ] [sig ] [3281/3534] Forecasting USIO... [2025-12-31T20:33:51.567787] [INFO ] [sig ] Generating forecast for: USIO [2025-12-31T20:33:51.567817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'. [2025-12-31T20:33:51.579375] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USIO'. [2025-12-31T20:33:51.579688] [INFO ] [FORECASTER] Starting predict_future for USIO [2025-12-31T20:33:51.580447] [DEBUG] [LOCAL ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt [2025-12-31T20:33:51.580498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:51.580530] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:51.580557] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:51.580632] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:51.636518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:51.637155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:51.637232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:51.637264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:51.753014] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:51.753172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:51.753234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:51.753265] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:51.756748] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=74.36%) [2025-12-31T20:33:51.757049] [INFO ] [FORECASTER] Completed predict_future for USIO [2025-12-31T20:33:51.757180] [INFO ] [sig ] USIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:51.926745] [INFO ] [LOCAL ] Saved forecast: USIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USIO.txt [2025-12-31T20:33:51.926904] [INFO ] [sig ] [3281/3534] Completed USIO in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:51.926943] [INFO ] [sig ] [3282/3534] Forecasting USLM... [2025-12-31T20:33:51.926973] [INFO ] [sig ] Generating forecast for: USLM [2025-12-31T20:33:51.927003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'. [2025-12-31T20:33:51.938689] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USLM'. [2025-12-31T20:33:51.938959] [INFO ] [FORECASTER] Starting predict_future for USLM [2025-12-31T20:33:51.939808] [DEBUG] [LOCAL ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt [2025-12-31T20:33:51.939861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:51.939894] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:51.939933] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:51.939994] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:51.998592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:51.999217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:51.999316] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:51.999349] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:52.110782] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:52.110927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:52.110966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:52.110996] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:52.114287] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=92.95%) [2025-12-31T20:33:52.114557] [INFO ] [FORECASTER] Completed predict_future for USLM [2025-12-31T20:33:52.114696] [INFO ] [sig ] USLM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:52.254260] [INFO ] [LOCAL ] Saved forecast: USLM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USLM.txt [2025-12-31T20:33:52.254382] [INFO ] [sig ] [3282/3534] Completed USLM in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:52.254419] [INFO ] [sig ] [3283/3534] Forecasting USMC... [2025-12-31T20:33:52.254449] [INFO ] [sig ] Generating forecast for: USMC [2025-12-31T20:33:52.254479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'. [2025-12-31T20:33:52.265536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USMC'. [2025-12-31T20:33:52.265811] [INFO ] [FORECASTER] Starting predict_future for USMC [2025-12-31T20:33:52.266559] [DEBUG] [LOCAL ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt [2025-12-31T20:33:52.266632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:52.266664] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:52.266692] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:52.266754] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:52.322874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:52.323505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:52.323625] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:52.323660] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:52.440922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:52.441076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:52.441116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:52.441160] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:52.444475] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-12-31T20:33:52.444769] [INFO ] [FORECASTER] Completed predict_future for USMC [2025-12-31T20:33:52.444889] [INFO ] [sig ] USMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:52.583539] [INFO ] [LOCAL ] Saved forecast: USMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/USMC.txt [2025-12-31T20:33:52.583691] [INFO ] [sig ] [3283/3534] Completed USMC in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:52.583733] [INFO ] [sig ] [3284/3534] Forecasting USOI... [2025-12-31T20:33:52.583764] [INFO ] [sig ] Generating forecast for: USOI [2025-12-31T20:33:52.583795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'. [2025-12-31T20:33:52.595330] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOI'. [2025-12-31T20:33:52.595644] [INFO ] [FORECASTER] Starting predict_future for USOI [2025-12-31T20:33:52.596404] [DEBUG] [LOCAL ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt [2025-12-31T20:33:52.596462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:52.596493] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:52.596520] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:52.596602] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:52.652896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:52.653612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:52.653692] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:52.653724] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:52.771189] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:52.771341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:52.771382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:52.771410] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:52.774792] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: DOWN (p=14.53%) [2025-12-31T20:33:52.775063] [INFO ] [FORECASTER] Completed predict_future for USOI [2025-12-31T20:33:52.775183] [INFO ] [sig ] USOI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:52.914267] [INFO ] [LOCAL ] Saved forecast: USOI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/USOI.txt [2025-12-31T20:33:52.914394] [INFO ] [sig ] [3284/3534] Completed USOI in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:52.914433] [INFO ] [sig ] [3285/3534] Forecasting USOY... [2025-12-31T20:33:52.914462] [INFO ] [sig ] Generating forecast for: USOY [2025-12-31T20:33:52.914492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'. [2025-12-31T20:33:52.926778] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USOY'. [2025-12-31T20:33:52.927153] [INFO ] [FORECASTER] Starting predict_future for USOY [2025-12-31T20:33:52.927970] [DEBUG] [LOCAL ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt [2025-12-31T20:33:52.928022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:52.928054] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:52.928080] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:52.928137] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:52.984923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:52.985809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:52.985895] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:52.985927] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:53.102093] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:53.102264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:53.102304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:53.102333] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:53.106004] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=81.50%) [2025-12-31T20:33:53.106370] [INFO ] [FORECASTER] Completed predict_future for USOY [2025-12-31T20:33:53.106514] [INFO ] [sig ] USOY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:53.247688] [INFO ] [LOCAL ] Saved forecast: USOY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USOY.txt [2025-12-31T20:33:53.247817] [INFO ] [sig ] [3285/3534] Completed USOY in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:53.247858] [INFO ] [sig ] [3286/3534] Forecasting USTB... [2025-12-31T20:33:53.247894] [INFO ] [sig ] Generating forecast for: USTB [2025-12-31T20:33:53.247925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'. [2025-12-31T20:33:53.260384] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USTB'. [2025-12-31T20:33:53.260829] [INFO ] [FORECASTER] Starting predict_future for USTB [2025-12-31T20:33:53.261681] [DEBUG] [LOCAL ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt [2025-12-31T20:33:53.261734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:53.261769] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:53.261799] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:53.261858] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:53.319810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:53.320801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:53.320895] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:53.320931] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:53.437426] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:53.437619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:53.437662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:53.437693] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:53.441285] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=62.56%) [2025-12-31T20:33:53.441599] [INFO ] [FORECASTER] Completed predict_future for USTB [2025-12-31T20:33:53.441735] [INFO ] [sig ] USTB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:53.582457] [INFO ] [LOCAL ] Saved forecast: USTB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USTB.txt [2025-12-31T20:33:53.582653] [INFO ] [sig ] [3286/3534] Completed USTB in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:53.582697] [INFO ] [sig ] [3287/3534] Forecasting USVM... [2025-12-31T20:33:53.582728] [INFO ] [sig ] Generating forecast for: USVM [2025-12-31T20:33:53.582759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'. [2025-12-31T20:33:53.594466] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USVM'. [2025-12-31T20:33:53.594856] [INFO ] [FORECASTER] Starting predict_future for USVM [2025-12-31T20:33:53.595659] [DEBUG] [LOCAL ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt [2025-12-31T20:33:53.595711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:53.595743] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:53.595769] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:53.595826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:53.652457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:53.653186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:53.653268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:53.653301] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:53.771191] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:53.771345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:53.771396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:53.771433] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:53.774940] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=89.87%) [2025-12-31T20:33:53.775212] [INFO ] [FORECASTER] Completed predict_future for USVM [2025-12-31T20:33:53.775336] [INFO ] [sig ] USVM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:53.921526] [INFO ] [LOCAL ] Saved forecast: USVM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/USVM.txt [2025-12-31T20:33:53.921678] [INFO ] [sig ] [3287/3534] Completed USVM in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:53.921728] [INFO ] [sig ] [3288/3534] Forecasting USXF... [2025-12-31T20:33:53.921760] [INFO ] [sig ] Generating forecast for: USXF [2025-12-31T20:33:53.921790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'. [2025-12-31T20:33:53.933100] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'USXF'. [2025-12-31T20:33:53.933384] [INFO ] [FORECASTER] Starting predict_future for USXF [2025-12-31T20:33:53.934157] [DEBUG] [LOCAL ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt [2025-12-31T20:33:53.934209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:53.934240] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:53.934267] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:53.934329] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:53.992852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:53.993619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:53.993700] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:53.993733] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:54.109440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:54.109624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:54.109672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:54.109701] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:54.113679] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=36.70%) [2025-12-31T20:33:54.114067] [INFO ] [FORECASTER] Completed predict_future for USXF [2025-12-31T20:33:54.114254] [INFO ] [sig ] USXF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:54.258681] [INFO ] [LOCAL ] Saved forecast: USXF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/USXF.txt [2025-12-31T20:33:54.258840] [INFO ] [sig ] [3288/3534] Completed USXF in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:54.258881] [INFO ] [sig ] [3289/3534] Forecasting UTEN... [2025-12-31T20:33:54.258912] [INFO ] [sig ] Generating forecast for: UTEN [2025-12-31T20:33:54.258941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'. [2025-12-31T20:33:54.270985] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTEN'. [2025-12-31T20:33:54.271271] [INFO ] [FORECASTER] Starting predict_future for UTEN [2025-12-31T20:33:54.272070] [DEBUG] [LOCAL ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt [2025-12-31T20:33:54.272123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:54.272158] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:54.272186] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:54.272245] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:54.333281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:54.334149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:54.334239] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:54.334275] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:54.464382] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:54.464564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:54.464631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:54.464687] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:54.468946] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=43.08%) [2025-12-31T20:33:54.469239] [INFO ] [FORECASTER] Completed predict_future for UTEN [2025-12-31T20:33:54.469402] [INFO ] [sig ] UTEN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:54.643826] [INFO ] [LOCAL ] Saved forecast: UTEN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UTEN.txt [2025-12-31T20:33:54.643970] [INFO ] [sig ] [3289/3534] Completed UTEN in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:54.644010] [INFO ] [sig ] [3290/3534] Forecasting UTF... [2025-12-31T20:33:54.644039] [INFO ] [sig ] Generating forecast for: UTF [2025-12-31T20:33:54.644070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-12-31T20:33:54.656930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTF'. [2025-12-31T20:33:54.657243] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-12-31T20:33:54.658075] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-12-31T20:33:54.658127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:54.658184] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:54.658213] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:54.658276] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:54.714482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:54.715173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:54.715255] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:54.715288] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:54.845837] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:54.846017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:54.846077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:54.846123] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:54.850147] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=94.94%) [2025-12-31T20:33:54.850484] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-12-31T20:33:54.850641] [INFO ] [sig ] UTF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:55.013785] [INFO ] [LOCAL ] Saved forecast: UTF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UTF.txt [2025-12-31T20:33:55.013949] [INFO ] [sig ] [3290/3534] Completed UTF in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:55.013990] [INFO ] [sig ] [3291/3534] Forecasting UTI... [2025-12-31T20:33:55.014020] [INFO ] [sig ] Generating forecast for: UTI [2025-12-31T20:33:55.014050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-12-31T20:33:55.028526] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTI'. [2025-12-31T20:33:55.028976] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-12-31T20:33:55.030018] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-12-31T20:33:55.030081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:55.030117] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:55.030145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:55.030204] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:55.104875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:55.106160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:55.106249] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:55.106321] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:55.253400] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:55.253588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:55.253639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:55.253672] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:55.257718] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=75.49%) [2025-12-31T20:33:55.258065] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-12-31T20:33:55.258205] [INFO ] [sig ] UTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:55.414486] [INFO ] [LOCAL ] Saved forecast: UTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UTI.txt [2025-12-31T20:33:55.414664] [INFO ] [sig ] [3291/3534] Completed UTI in 0.4s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:55.414708] [INFO ] [sig ] [3292/3534] Forecasting UTL... [2025-12-31T20:33:55.414739] [INFO ] [sig ] Generating forecast for: UTL [2025-12-31T20:33:55.414772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-12-31T20:33:55.426227] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTL'. [2025-12-31T20:33:55.426623] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-12-31T20:33:55.427405] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-12-31T20:33:55.427458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:55.427491] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:55.427518] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:55.427593] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:55.484320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:55.485205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:55.485286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:55.485319] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:55.608519] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:55.608721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:55.608783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:55.608827] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:55.612920] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=22.75%) [2025-12-31T20:33:55.613321] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-12-31T20:33:55.613496] [INFO ] [sig ] UTL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:55.764256] [INFO ] [LOCAL ] Saved forecast: UTL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UTL.txt [2025-12-31T20:33:55.764388] [INFO ] [sig ] [3292/3534] Completed UTL in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:55.764428] [INFO ] [sig ] [3293/3534] Forecasting UTMD... [2025-12-31T20:33:55.764457] [INFO ] [sig ] Generating forecast for: UTMD [2025-12-31T20:33:55.764489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'. [2025-12-31T20:33:55.775521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTMD'. [2025-12-31T20:33:55.775853] [INFO ] [FORECASTER] Starting predict_future for UTMD [2025-12-31T20:33:55.776645] [DEBUG] [LOCAL ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt [2025-12-31T20:33:55.776697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:55.776729] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:55.776756] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:55.776826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:55.833667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:55.834383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:55.834466] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:55.834497] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:55.944251] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:55.944415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:55.944454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:55.944518] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:55.947903] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=12.66%) [2025-12-31T20:33:55.948176] [INFO ] [FORECASTER] Completed predict_future for UTMD [2025-12-31T20:33:55.948297] [INFO ] [sig ] UTMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:56.087556] [INFO ] [LOCAL ] Saved forecast: UTMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UTMD.txt [2025-12-31T20:33:56.087756] [INFO ] [sig ] [3293/3534] Completed UTMD in 0.3s | 2.91 sym/s | Total: 18.8m | ETA: 1.4m [2025-12-31T20:33:56.087798] [INFO ] [sig ] [3294/3534] Forecasting UTZ... [2025-12-31T20:33:56.087829] [INFO ] [sig ] Generating forecast for: UTZ [2025-12-31T20:33:56.087860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-12-31T20:33:56.099404] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UTZ'. [2025-12-31T20:33:56.099728] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-12-31T20:33:56.100509] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-12-31T20:33:56.100563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:56.100619] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:56.100648] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:56.100707] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:56.157037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:56.157682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:56.157759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:56.157791] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:56.272664] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:56.272778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:56.272815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:56.272844] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:56.276026] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=74.64%) [2025-12-31T20:33:56.276298] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-12-31T20:33:56.276417] [INFO ] [sig ] UTZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:56.432690] [INFO ] [LOCAL ] Saved forecast: UTZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UTZ.txt [2025-12-31T20:33:56.432849] [INFO ] [sig ] [3294/3534] Completed UTZ in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m [2025-12-31T20:33:56.432895] [INFO ] [sig ] [3295/3534] Forecasting UVE... [2025-12-31T20:33:56.432928] [INFO ] [sig ] Generating forecast for: UVE [2025-12-31T20:33:56.432959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-12-31T20:33:56.449086] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVE'. [2025-12-31T20:33:56.449609] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-12-31T20:33:56.450410] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-12-31T20:33:56.450476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:56.450509] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:56.450535] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:56.450615] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:56.519551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:56.520464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:56.520551] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:56.520603] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:56.639567] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:56.639750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:56.639789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:56.639819] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:56.643150] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=92.80%) [2025-12-31T20:33:56.643438] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-12-31T20:33:56.643563] [INFO ] [sig ] UVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:56.784014] [INFO ] [LOCAL ] Saved forecast: UVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UVE.txt [2025-12-31T20:33:56.784168] [INFO ] [sig ] [3295/3534] Completed UVE in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m [2025-12-31T20:33:56.784209] [INFO ] [sig ] [3296/3534] Forecasting UVSP... [2025-12-31T20:33:56.784238] [INFO ] [sig ] Generating forecast for: UVSP [2025-12-31T20:33:56.784270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'. [2025-12-31T20:33:56.795287] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UVSP'. [2025-12-31T20:33:56.795682] [INFO ] [FORECASTER] Starting predict_future for UVSP [2025-12-31T20:33:56.796807] [DEBUG] [LOCAL ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt [2025-12-31T20:33:56.796883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:56.796918] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:56.796946] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:56.797015] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:56.856443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:56.857327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:56.857411] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:56.857446] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:56.978725] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:56.978888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:56.978928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:56.978959] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:56.982411] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=14.03%) [2025-12-31T20:33:56.982740] [INFO ] [FORECASTER] Completed predict_future for UVSP [2025-12-31T20:33:56.982875] [INFO ] [sig ] UVSP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:57.125537] [INFO ] [LOCAL ] Saved forecast: UVSP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UVSP.txt [2025-12-31T20:33:57.125697] [INFO ] [sig ] [3296/3534] Completed UVSP in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m [2025-12-31T20:33:57.125738] [INFO ] [sig ] [3297/3534] Forecasting UWMC... [2025-12-31T20:33:57.125768] [INFO ] [sig ] Generating forecast for: UWMC [2025-12-31T20:33:57.125798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-12-31T20:33:57.136833] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UWMC'. [2025-12-31T20:33:57.137216] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-12-31T20:33:57.138024] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-12-31T20:33:57.138077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:57.138110] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:57.138138] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:57.138195] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:57.195996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:57.196855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:57.196939] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:57.196972] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:57.321342] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:57.321500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:57.321542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:57.321591] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:57.324994] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=45.52%) [2025-12-31T20:33:57.325282] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-12-31T20:33:57.325412] [INFO ] [sig ] UWMC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:57.467714] [INFO ] [LOCAL ] Saved forecast: UWMC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UWMC.txt [2025-12-31T20:33:57.467843] [INFO ] [sig ] [3297/3534] Completed UWMC in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m [2025-12-31T20:33:57.467882] [INFO ] [sig ] [3298/3534] Forecasting UXIN... [2025-12-31T20:33:57.467911] [INFO ] [sig ] Generating forecast for: UXIN [2025-12-31T20:33:57.467941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'. [2025-12-31T20:33:57.481625] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UXIN'. [2025-12-31T20:33:57.482126] [INFO ] [FORECASTER] Starting predict_future for UXIN [2025-12-31T20:33:57.483076] [DEBUG] [LOCAL ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt [2025-12-31T20:33:57.483132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:57.483167] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:57.483195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:57.483255] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:57.540935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:57.541999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:57.542096] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:57.542130] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:57.657273] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:57.657513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:57.657559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:57.657611] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:57.661589] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=91.26%) [2025-12-31T20:33:57.661908] [INFO ] [FORECASTER] Completed predict_future for UXIN [2025-12-31T20:33:57.662040] [INFO ] [sig ] UXIN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:57.807470] [INFO ] [LOCAL ] Saved forecast: UXIN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UXIN.txt [2025-12-31T20:33:57.807734] [INFO ] [sig ] [3298/3534] Completed UXIN in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.4m [2025-12-31T20:33:57.807783] [INFO ] [sig ] [3299/3534] Forecasting UYLD... [2025-12-31T20:33:57.807816] [INFO ] [sig ] Generating forecast for: UYLD [2025-12-31T20:33:57.807848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'. [2025-12-31T20:33:57.822541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UYLD'. [2025-12-31T20:33:57.823323] [INFO ] [FORECASTER] Starting predict_future for UYLD [2025-12-31T20:33:57.824446] [DEBUG] [LOCAL ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt [2025-12-31T20:33:57.824500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:57.824533] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:57.824560] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:57.824643] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:57.887535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:57.888687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:57.888784] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:57.888819] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:57.999236] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:57.999494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:57.999550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:57.999662] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:58.003675] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=92.49%) [2025-12-31T20:33:58.003994] [INFO ] [FORECASTER] Completed predict_future for UYLD [2025-12-31T20:33:58.004149] [INFO ] [sig ] UYLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:58.150394] [INFO ] [LOCAL ] Saved forecast: UYLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/UYLD.txt [2025-12-31T20:33:58.150650] [INFO ] [sig ] [3299/3534] Completed UYLD in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:33:58.150696] [INFO ] [sig ] [3300/3534] Forecasting UZE... [2025-12-31T20:33:58.150728] [INFO ] [sig ] Generating forecast for: UZE [2025-12-31T20:33:58.150760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-12-31T20:33:58.164848] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'UZE'. [2025-12-31T20:33:58.165318] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-12-31T20:33:58.166287] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-12-31T20:33:58.166342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:58.166377] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:58.166405] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:58.166465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:58.223646] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:58.224970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:58.225158] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:58.225194] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:58.337863] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:58.338094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:58.338139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:58.338170] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:58.341958] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-12-31T20:33:58.342297] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-12-31T20:33:58.342427] [INFO ] [sig ] UZE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:58.501445] [INFO ] [LOCAL ] Saved forecast: UZE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/UZE.txt [2025-12-31T20:33:58.501695] [INFO ] [sig ] [3300/3534] Completed UZE in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:33:58.501745] [INFO ] [sig ] [3301/3534] Forecasting VAC... [2025-12-31T20:33:58.501777] [INFO ] [sig ] Generating forecast for: VAC [2025-12-31T20:33:58.501809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-12-31T20:33:58.515276] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAC'. [2025-12-31T20:33:58.515704] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-12-31T20:33:58.516638] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-12-31T20:33:58.516694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:58.516728] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:58.516754] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:58.516817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:58.575406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:58.576414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:58.576506] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:58.576539] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:58.698560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:58.698810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:58.698856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:58.698888] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:58.704340] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=2.71%) [2025-12-31T20:33:58.704878] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-12-31T20:33:58.705084] [INFO ] [sig ] VAC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:58.857278] [INFO ] [LOCAL ] Saved forecast: VAC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VAC.txt [2025-12-31T20:33:58.857588] [INFO ] [sig ] [3301/3534] Completed VAC in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:33:58.857640] [INFO ] [sig ] [3302/3534] Forecasting VAL... [2025-12-31T20:33:58.857674] [INFO ] [sig ] Generating forecast for: VAL [2025-12-31T20:33:58.857709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-12-31T20:33:58.871387] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VAL'. [2025-12-31T20:33:58.871822] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-12-31T20:33:58.873231] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-12-31T20:33:58.873288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:58.873337] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:58.873366] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:58.873426] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:58.934275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:58.935366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:58.935491] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:58.935526] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:59.063586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:59.063883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:59.063937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:59.063967] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:59.068213] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=88.78%) [2025-12-31T20:33:59.068550] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-12-31T20:33:59.068786] [INFO ] [sig ] VAL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:59.217134] [INFO ] [LOCAL ] Saved forecast: VAL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VAL.txt [2025-12-31T20:33:59.217332] [INFO ] [sig ] [3302/3534] Completed VAL in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:33:59.217379] [INFO ] [sig ] [3303/3534] Forecasting VALE... [2025-12-31T20:33:59.217409] [INFO ] [sig ] Generating forecast for: VALE [2025-12-31T20:33:59.217441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-12-31T20:33:59.230857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALE'. [2025-12-31T20:33:59.231315] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-12-31T20:33:59.232285] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-12-31T20:33:59.232340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:59.232372] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:59.232400] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:59.232461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:59.291462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:59.292802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:59.292905] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:59.292940] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:59.420443] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:59.420698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:59.420748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:59.420781] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:59.425366] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=28.51%) [2025-12-31T20:33:59.425977] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-12-31T20:33:59.426166] [INFO ] [sig ] VALE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:33:59.580330] [INFO ] [LOCAL ] Saved forecast: VALE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VALE.txt [2025-12-31T20:33:59.580646] [INFO ] [sig ] [3303/3534] Completed VALE in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:33:59.580713] [INFO ] [sig ] [3304/3534] Forecasting VALN... [2025-12-31T20:33:59.580769] [INFO ] [sig ] Generating forecast for: VALN [2025-12-31T20:33:59.580805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'. [2025-12-31T20:33:59.596358] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VALN'. [2025-12-31T20:33:59.597067] [INFO ] [FORECASTER] Starting predict_future for VALN [2025-12-31T20:33:59.598326] [DEBUG] [LOCAL ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt [2025-12-31T20:33:59.598390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:59.598426] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:59.598455] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:59.598517] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:33:59.662688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:33:59.663908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:33:59.664011] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:33:59.664044] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:33:59.777006] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:33:59.777254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:33:59.777301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:33:59.777330] [INFO ] [FORECASTER] Training complete [2025-12-31T20:33:59.785679] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: UP (p=93.03%) [2025-12-31T20:33:59.786227] [INFO ] [FORECASTER] Completed predict_future for VALN [2025-12-31T20:33:59.786392] [INFO ] [sig ] VALN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:33:59.928505] [INFO ] [LOCAL ] Saved forecast: VALN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VALN.txt [2025-12-31T20:33:59.928717] [INFO ] [sig ] [3304/3534] Completed VALN in 0.3s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:33:59.928759] [INFO ] [sig ] [3305/3534] Forecasting VANI... [2025-12-31T20:33:59.928790] [INFO ] [sig ] Generating forecast for: VANI [2025-12-31T20:33:59.928830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'. [2025-12-31T20:33:59.943610] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VANI'. [2025-12-31T20:33:59.944089] [INFO ] [FORECASTER] Starting predict_future for VANI [2025-12-31T20:33:59.945060] [DEBUG] [LOCAL ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt [2025-12-31T20:33:59.945114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:33:59.945147] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:33:59.945173] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:33:59.945241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:00.005623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:00.007012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:00.007117] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:00.007150] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:00.137551] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:00.137807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:00.137860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:00.137892] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:00.142169] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=9.56%) [2025-12-31T20:34:00.142526] [INFO ] [FORECASTER] Completed predict_future for VANI [2025-12-31T20:34:00.142697] [INFO ] [sig ] VANI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:00.300288] [INFO ] [LOCAL ] Saved forecast: VANI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VANI.txt [2025-12-31T20:34:00.300515] [INFO ] [sig ] [3305/3534] Completed VANI in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:34:00.300563] [INFO ] [sig ] [3306/3534] Forecasting VBF... [2025-12-31T20:34:00.300617] [INFO ] [sig ] Generating forecast for: VBF [2025-12-31T20:34:00.300652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-12-31T20:34:00.314284] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBF'. [2025-12-31T20:34:00.314797] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-12-31T20:34:00.315733] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-12-31T20:34:00.315789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:00.315870] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:00.315903] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:00.315965] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:00.376565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:00.377755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:00.377856] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:00.377890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:00.500626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:00.500867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:00.500913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:00.500945] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:00.504824] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=38.64%) [2025-12-31T20:34:00.505148] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-12-31T20:34:00.505288] [INFO ] [sig ] VBF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:00.660019] [INFO ] [LOCAL ] Saved forecast: VBF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VBF.txt [2025-12-31T20:34:00.660991] [INFO ] [sig ] [3306/3534] Completed VBF in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:34:00.661044] [INFO ] [sig ] [3307/3534] Forecasting VBNK... [2025-12-31T20:34:00.661077] [INFO ] [sig ] Generating forecast for: VBNK [2025-12-31T20:34:00.661110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'. [2025-12-31T20:34:00.675089] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VBNK'. [2025-12-31T20:34:00.675515] [INFO ] [FORECASTER] Starting predict_future for VBNK [2025-12-31T20:34:00.676638] [DEBUG] [LOCAL ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt [2025-12-31T20:34:00.676696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:00.676774] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:00.676806] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:00.676868] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:00.736199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:00.737374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:00.737559] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:00.737632] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:00.865425] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:00.865687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:00.865738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:00.865770] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:00.870049] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=98.63%) [2025-12-31T20:34:00.870393] [INFO ] [FORECASTER] Completed predict_future for VBNK [2025-12-31T20:34:00.870532] [INFO ] [sig ] VBNK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:01.018326] [INFO ] [LOCAL ] Saved forecast: VBNK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VBNK.txt [2025-12-31T20:34:01.018503] [INFO ] [sig ] [3307/3534] Completed VBNK in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:34:01.018548] [INFO ] [sig ] [3308/3534] Forecasting VC... [2025-12-31T20:34:01.018599] [INFO ] [sig ] Generating forecast for: VC [2025-12-31T20:34:01.018636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'. [2025-12-31T20:34:01.031725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VC'. [2025-12-31T20:34:01.032148] [INFO ] [FORECASTER] Starting predict_future for VC [2025-12-31T20:34:01.033014] [DEBUG] [LOCAL ] No optimal features file found for VC: ./output/feature-sets/VC.txt [2025-12-31T20:34:01.033067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:01.033099] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:01.033126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:01.033187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:01.092238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:01.093366] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:01.093468] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:01.093503] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:01.219857] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:01.220092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:01.220137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:01.220169] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:01.224000] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=73.57%) [2025-12-31T20:34:01.224349] [INFO ] [FORECASTER] Completed predict_future for VC [2025-12-31T20:34:01.224514] [INFO ] [sig ] VC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:01.374599] [INFO ] [LOCAL ] Saved forecast: VC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VC.txt [2025-12-31T20:34:01.374844] [INFO ] [sig ] [3308/3534] Completed VC in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:34:01.374901] [INFO ] [sig ] [3309/3534] Forecasting VCEL... [2025-12-31T20:34:01.374933] [INFO ] [sig ] Generating forecast for: VCEL [2025-12-31T20:34:01.374967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'. [2025-12-31T20:34:01.388725] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCEL'. [2025-12-31T20:34:01.389239] [INFO ] [FORECASTER] Starting predict_future for VCEL [2025-12-31T20:34:01.390239] [DEBUG] [LOCAL ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt [2025-12-31T20:34:01.390293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:01.390328] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:01.390358] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:01.390418] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:01.448343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:01.449492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:01.449612] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:01.449648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:01.572623] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:01.572882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:01.572928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:01.572963] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:01.577655] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=58.38%) [2025-12-31T20:34:01.578089] [INFO ] [FORECASTER] Completed predict_future for VCEL [2025-12-31T20:34:01.578285] [INFO ] [sig ] VCEL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:01.738337] [INFO ] [LOCAL ] Saved forecast: VCEL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VCEL.txt [2025-12-31T20:34:01.738554] [INFO ] [sig ] [3309/3534] Completed VCEL in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:34:01.738639] [INFO ] [sig ] [3310/3534] Forecasting VCRB... [2025-12-31T20:34:01.738675] [INFO ] [sig ] Generating forecast for: VCRB [2025-12-31T20:34:01.738711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'. [2025-12-31T20:34:01.753813] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCRB'. [2025-12-31T20:34:01.754331] [INFO ] [FORECASTER] Starting predict_future for VCRB [2025-12-31T20:34:01.755277] [DEBUG] [LOCAL ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt [2025-12-31T20:34:01.755334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:01.755372] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:01.755407] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:01.755472] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:01.816939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:01.818162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:01.818268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:01.818303] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:01.942446] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:01.942748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:01.942795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:01.942897] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:01.948170] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-12-31T20:34:01.948543] [INFO ] [FORECASTER] Completed predict_future for VCRB [2025-12-31T20:34:01.948739] [INFO ] [sig ] VCRB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:02.104611] [INFO ] [LOCAL ] Saved forecast: VCRB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VCRB.txt [2025-12-31T20:34:02.104964] [INFO ] [sig ] [3310/3534] Completed VCRB in 0.4s | 2.91 sym/s | Total: 18.9m | ETA: 1.3m [2025-12-31T20:34:02.105033] [INFO ] [sig ] [3311/3534] Forecasting VCSH... [2025-12-31T20:34:02.105075] [INFO ] [sig ] Generating forecast for: VCSH [2025-12-31T20:34:02.105115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'. [2025-12-31T20:34:02.124854] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VCSH'. [2025-12-31T20:34:02.125501] [INFO ] [FORECASTER] Starting predict_future for VCSH [2025-12-31T20:34:02.127269] [DEBUG] [LOCAL ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt [2025-12-31T20:34:02.127339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:02.127375] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:02.127403] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:02.127465] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:02.188104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:02.189588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:02.189701] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:02.189742] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:02.317173] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:02.317485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:02.317531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:02.317563] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:02.321588] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=99.51%) [2025-12-31T20:34:02.321905] [INFO ] [FORECASTER] Completed predict_future for VCSH [2025-12-31T20:34:02.322078] [INFO ] [sig ] VCSH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:02.467771] [INFO ] [LOCAL ] Saved forecast: VCSH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VCSH.txt [2025-12-31T20:34:02.467967] [INFO ] [sig ] [3311/3534] Completed VCSH in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m [2025-12-31T20:34:02.468009] [INFO ] [sig ] [3312/3534] Forecasting VECO... [2025-12-31T20:34:02.468040] [INFO ] [sig ] Generating forecast for: VECO [2025-12-31T20:34:02.468073] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'. [2025-12-31T20:34:02.481184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VECO'. [2025-12-31T20:34:02.481693] [INFO ] [FORECASTER] Starting predict_future for VECO [2025-12-31T20:34:02.482616] [DEBUG] [LOCAL ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt [2025-12-31T20:34:02.482670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:02.482703] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:02.482730] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:02.482791] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:02.540799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:02.541863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:02.541993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:02.542032] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:02.705838] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:02.706082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:02.706129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:02.706163] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:02.710229] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=29.76%) [2025-12-31T20:34:02.710597] [INFO ] [FORECASTER] Completed predict_future for VECO [2025-12-31T20:34:02.710747] [INFO ] [sig ] VECO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:02.869923] [INFO ] [LOCAL ] Saved forecast: VECO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VECO.txt [2025-12-31T20:34:02.870184] [INFO ] [sig ] [3312/3534] Completed VECO in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m [2025-12-31T20:34:02.870235] [INFO ] [sig ] [3313/3534] Forecasting VEEE... [2025-12-31T20:34:02.870268] [INFO ] [sig ] Generating forecast for: VEEE [2025-12-31T20:34:02.870304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'. [2025-12-31T20:34:02.885692] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEEE'. [2025-12-31T20:34:02.886313] [INFO ] [FORECASTER] Starting predict_future for VEEE [2025-12-31T20:34:02.887423] [DEBUG] [LOCAL ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt [2025-12-31T20:34:02.887483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:02.887518] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:02.887548] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:02.887639] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:02.948531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:02.949804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:02.949923] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:02.949964] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:03.069148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:03.069394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:03.069442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:03.069500] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:03.073249] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=12.20%) [2025-12-31T20:34:03.073555] [INFO ] [FORECASTER] Completed predict_future for VEEE [2025-12-31T20:34:03.073708] [INFO ] [sig ] VEEE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:03.218214] [INFO ] [LOCAL ] Saved forecast: VEEE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VEEE.txt [2025-12-31T20:34:03.218402] [INFO ] [sig ] [3313/3534] Completed VEEE in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m [2025-12-31T20:34:03.218444] [INFO ] [sig ] [3314/3534] Forecasting VEL... [2025-12-31T20:34:03.218474] [INFO ] [sig ] Generating forecast for: VEL [2025-12-31T20:34:03.218506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-12-31T20:34:03.231599] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEL'. [2025-12-31T20:34:03.232103] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-12-31T20:34:03.233133] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-12-31T20:34:03.233197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:03.233233] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:03.233261] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:03.233324] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:03.293068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:03.294176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:03.294273] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:03.294307] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:03.418518] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:03.418779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:03.418827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:03.418857] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:03.422862] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=29.79%) [2025-12-31T20:34:03.423196] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-12-31T20:34:03.423356] [INFO ] [sig ] VEL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:03.572647] [INFO ] [LOCAL ] Saved forecast: VEL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VEL.txt [2025-12-31T20:34:03.572877] [INFO ] [sig ] [3314/3534] Completed VEL in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m [2025-12-31T20:34:03.572925] [INFO ] [sig ] [3315/3534] Forecasting VEON... [2025-12-31T20:34:03.572956] [INFO ] [sig ] Generating forecast for: VEON [2025-12-31T20:34:03.572993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'. [2025-12-31T20:34:03.585862] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VEON'. [2025-12-31T20:34:03.586358] [INFO ] [FORECASTER] Starting predict_future for VEON [2025-12-31T20:34:03.587263] [DEBUG] [LOCAL ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt [2025-12-31T20:34:03.587318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:03.587350] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:03.587376] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:03.587436] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:03.650064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:03.651315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:03.651468] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:03.651509] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:03.782840] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:03.783081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:03.783127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:03.783158] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:03.787530] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=17.96%) [2025-12-31T20:34:03.787993] [INFO ] [FORECASTER] Completed predict_future for VEON [2025-12-31T20:34:03.788154] [INFO ] [sig ] VEON: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:03.934899] [INFO ] [LOCAL ] Saved forecast: VEON 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VEON.txt [2025-12-31T20:34:03.935080] [INFO ] [sig ] [3315/3534] Completed VEON in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.3m [2025-12-31T20:34:03.935125] [INFO ] [sig ] [3316/3534] Forecasting VERA... [2025-12-31T20:34:03.935154] [INFO ] [sig ] Generating forecast for: VERA [2025-12-31T20:34:03.935184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'. [2025-12-31T20:34:03.949708] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERA'. [2025-12-31T20:34:03.950306] [INFO ] [FORECASTER] Starting predict_future for VERA [2025-12-31T20:34:03.951377] [DEBUG] [LOCAL ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt [2025-12-31T20:34:03.951465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:03.951504] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:03.951533] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:03.951624] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:04.010987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:04.012197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:04.012296] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:04.012334] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:04.133994] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:04.134164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:04.134205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:04.134235] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:04.137764] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=6.92%) [2025-12-31T20:34:04.138065] [INFO ] [FORECASTER] Completed predict_future for VERA [2025-12-31T20:34:04.138198] [INFO ] [sig ] VERA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:04.288327] [INFO ] [LOCAL ] Saved forecast: VERA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VERA.txt [2025-12-31T20:34:04.288492] [INFO ] [sig ] [3316/3534] Completed VERA in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:04.288533] [INFO ] [sig ] [3317/3534] Forecasting VERI... [2025-12-31T20:34:04.288562] [INFO ] [sig ] Generating forecast for: VERI [2025-12-31T20:34:04.288614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'. [2025-12-31T20:34:04.301224] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERI'. [2025-12-31T20:34:04.301516] [INFO ] [FORECASTER] Starting predict_future for VERI [2025-12-31T20:34:04.302313] [DEBUG] [LOCAL ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt [2025-12-31T20:34:04.302365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:04.302410] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:04.302446] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:04.302509] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:04.358361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:04.359023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:04.359129] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:04.359163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:04.475681] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:04.475850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:04.475892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:04.475921] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:04.479309] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=47.59%) [2025-12-31T20:34:04.479609] [INFO ] [FORECASTER] Completed predict_future for VERI [2025-12-31T20:34:04.479732] [INFO ] [sig ] VERI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:04.619153] [INFO ] [LOCAL ] Saved forecast: VERI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VERI.txt [2025-12-31T20:34:04.619303] [INFO ] [sig ] [3317/3534] Completed VERI in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:04.619345] [INFO ] [sig ] [3318/3534] Forecasting VERO... [2025-12-31T20:34:04.619375] [INFO ] [sig ] Generating forecast for: VERO [2025-12-31T20:34:04.619406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'. [2025-12-31T20:34:04.632764] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERO'. [2025-12-31T20:34:04.633249] [INFO ] [FORECASTER] Starting predict_future for VERO [2025-12-31T20:34:04.634158] [DEBUG] [LOCAL ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt [2025-12-31T20:34:04.634213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:04.634246] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:04.634273] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:04.634333] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:04.693046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:04.694156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:04.694259] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:04.694294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:04.815069] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:04.815307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:04.815352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:04.815382] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:04.819346] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: UP (p=94.82%) [2025-12-31T20:34:04.819678] [INFO ] [FORECASTER] Completed predict_future for VERO [2025-12-31T20:34:04.819810] [INFO ] [sig ] VERO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:04.962528] [INFO ] [LOCAL ] Saved forecast: VERO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VERO.txt [2025-12-31T20:34:04.962749] [INFO ] [sig ] [3318/3534] Completed VERO in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:04.962795] [INFO ] [sig ] [3319/3534] Forecasting VERX... [2025-12-31T20:34:04.962828] [INFO ] [sig ] Generating forecast for: VERX [2025-12-31T20:34:04.962861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'. [2025-12-31T20:34:04.976461] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VERX'. [2025-12-31T20:34:04.977007] [INFO ] [FORECASTER] Starting predict_future for VERX [2025-12-31T20:34:04.977982] [DEBUG] [LOCAL ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt [2025-12-31T20:34:04.978038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:04.978073] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:04.978101] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:04.978162] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:05.037897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:05.039051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:05.039153] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:05.039189] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:05.167162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:05.167426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:05.167482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:05.167514] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:05.171643] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=40.71%) [2025-12-31T20:34:05.171954] [INFO ] [FORECASTER] Completed predict_future for VERX [2025-12-31T20:34:05.172091] [INFO ] [sig ] VERX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:05.316754] [INFO ] [LOCAL ] Saved forecast: VERX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VERX.txt [2025-12-31T20:34:05.316988] [INFO ] [sig ] [3319/3534] Completed VERX in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:05.317042] [INFO ] [sig ] [3320/3534] Forecasting VFC... [2025-12-31T20:34:05.317074] [INFO ] [sig ] Generating forecast for: VFC [2025-12-31T20:34:05.317107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-12-31T20:34:05.331111] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFC'. [2025-12-31T20:34:05.331603] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-12-31T20:34:05.332495] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-12-31T20:34:05.332548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:05.332599] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:05.332630] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:05.332688] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:05.391035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:05.392021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:05.392113] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:05.392146] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:05.514304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:05.514533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:05.514598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:05.514636] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:05.518490] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=79.77%) [2025-12-31T20:34:05.518850] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-12-31T20:34:05.518997] [INFO ] [sig ] VFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:05.662235] [INFO ] [LOCAL ] Saved forecast: VFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VFC.txt [2025-12-31T20:34:05.662489] [INFO ] [sig ] [3320/3534] Completed VFC in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:05.662538] [INFO ] [sig ] [3321/3534] Forecasting VFF... [2025-12-31T20:34:05.662601] [INFO ] [sig ] Generating forecast for: VFF [2025-12-31T20:34:05.662641] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'. [2025-12-31T20:34:05.677541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFF'. [2025-12-31T20:34:05.677979] [INFO ] [FORECASTER] Starting predict_future for VFF [2025-12-31T20:34:05.678904] [DEBUG] [LOCAL ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt [2025-12-31T20:34:05.678960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:05.678996] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:05.679030] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:05.679092] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:05.738790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:05.740130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:05.740232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:05.740264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:05.867981] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:05.868243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:05.868293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:05.868325] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:05.872458] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=29.27%) [2025-12-31T20:34:05.872820] [INFO ] [FORECASTER] Completed predict_future for VFF [2025-12-31T20:34:05.872969] [INFO ] [sig ] VFF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:06.018317] [INFO ] [LOCAL ] Saved forecast: VFF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VFF.txt [2025-12-31T20:34:06.018530] [INFO ] [sig ] [3321/3534] Completed VFF in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:06.018592] [INFO ] [sig ] [3322/3534] Forecasting VFLO... [2025-12-31T20:34:06.018626] [INFO ] [sig ] Generating forecast for: VFLO [2025-12-31T20:34:06.018659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'. [2025-12-31T20:34:06.032557] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFLO'. [2025-12-31T20:34:06.033160] [INFO ] [FORECASTER] Starting predict_future for VFLO [2025-12-31T20:34:06.034265] [DEBUG] [LOCAL ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt [2025-12-31T20:34:06.034322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:06.034355] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:06.034383] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:06.034443] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:06.092589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:06.093776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:06.093881] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:06.093915] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:06.223816] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:06.224063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:06.224119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:06.224150] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:06.228248] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=61.33%) [2025-12-31T20:34:06.228568] [INFO ] [FORECASTER] Completed predict_future for VFLO [2025-12-31T20:34:06.228729] [INFO ] [sig ] VFLO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:06.369778] [INFO ] [LOCAL ] Saved forecast: VFLO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VFLO.txt [2025-12-31T20:34:06.369986] [INFO ] [sig ] [3322/3534] Completed VFLO in 0.4s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:06.370030] [INFO ] [sig ] [3323/3534] Forecasting VFS... [2025-12-31T20:34:06.370060] [INFO ] [sig ] Generating forecast for: VFS [2025-12-31T20:34:06.370092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'. [2025-12-31T20:34:06.383991] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VFS'. [2025-12-31T20:34:06.384477] [INFO ] [FORECASTER] Starting predict_future for VFS [2025-12-31T20:34:06.385539] [DEBUG] [LOCAL ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt [2025-12-31T20:34:06.385611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:06.385646] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:06.385673] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:06.385732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:06.443229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:06.444235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:06.444327] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:06.444361] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:06.562036] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:06.562271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:06.562315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:06.562346] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:06.566145] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=87.83%) [2025-12-31T20:34:06.566443] [INFO ] [FORECASTER] Completed predict_future for VFS [2025-12-31T20:34:06.566589] [INFO ] [sig ] VFS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:06.711044] [INFO ] [LOCAL ] Saved forecast: VFS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VFS.txt [2025-12-31T20:34:06.711274] [INFO ] [sig ] [3323/3534] Completed VFS in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:06.711319] [INFO ] [sig ] [3324/3534] Forecasting VGI... [2025-12-31T20:34:06.711350] [INFO ] [sig ] Generating forecast for: VGI [2025-12-31T20:34:06.711381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-12-31T20:34:06.724629] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGI'. [2025-12-31T20:34:06.725166] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-12-31T20:34:06.726074] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-12-31T20:34:06.726128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:06.726212] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:06.726241] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:06.726300] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:06.783413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:06.784521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:06.784665] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:06.784698] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:06.913668] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:06.913833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:06.913874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:06.913923] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:06.917408] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=13.01%) [2025-12-31T20:34:06.917724] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-12-31T20:34:06.917858] [INFO ] [sig ] VGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:07.055914] [INFO ] [LOCAL ] Saved forecast: VGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VGI.txt [2025-12-31T20:34:07.056044] [INFO ] [sig ] [3324/3534] Completed VGI in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:07.056083] [INFO ] [sig ] [3325/3534] Forecasting VGM... [2025-12-31T20:34:07.056114] [INFO ] [sig ] Generating forecast for: VGM [2025-12-31T20:34:07.056146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-12-31T20:34:07.067611] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGM'. [2025-12-31T20:34:07.067885] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-12-31T20:34:07.068696] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-12-31T20:34:07.068748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:07.068779] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:07.068805] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:07.068861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:07.125037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:07.125884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:07.125965] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:07.125998] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:07.242169] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:07.242304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:07.242343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:07.242371] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:07.245644] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=32.41%) [2025-12-31T20:34:07.245931] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-12-31T20:34:07.246054] [INFO ] [sig ] VGM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:07.383804] [INFO ] [LOCAL ] Saved forecast: VGM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VGM.txt [2025-12-31T20:34:07.383934] [INFO ] [sig ] [3325/3534] Completed VGM in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:07.383972] [INFO ] [sig ] [3326/3534] Forecasting VGSH... [2025-12-31T20:34:07.384001] [INFO ] [sig ] Generating forecast for: VGSH [2025-12-31T20:34:07.384031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'. [2025-12-31T20:34:07.395703] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VGSH'. [2025-12-31T20:34:07.395961] [INFO ] [FORECASTER] Starting predict_future for VGSH [2025-12-31T20:34:07.396739] [DEBUG] [LOCAL ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt [2025-12-31T20:34:07.396792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:07.396825] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:07.396851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:07.396908] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:07.454438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:07.455172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:07.455254] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:07.455289] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:07.578397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:07.578550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:07.578621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:07.578656] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:07.582243] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=79.94%) [2025-12-31T20:34:07.582548] [INFO ] [FORECASTER] Completed predict_future for VGSH [2025-12-31T20:34:07.582696] [INFO ] [sig ] VGSH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:07.726278] [INFO ] [LOCAL ] Saved forecast: VGSH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VGSH.txt [2025-12-31T20:34:07.726423] [INFO ] [sig ] [3326/3534] Completed VGSH in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:07.726465] [INFO ] [sig ] [3327/3534] Forecasting VICI... [2025-12-31T20:34:07.726496] [INFO ] [sig ] Generating forecast for: VICI [2025-12-31T20:34:07.726529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-12-31T20:34:07.738676] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VICI'. [2025-12-31T20:34:07.738990] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-12-31T20:34:07.739845] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-12-31T20:34:07.739904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:07.739945] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:07.739982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:07.740059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:07.799093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:07.800024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:07.800110] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:07.800145] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:07.922220] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:07.922381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:07.922422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:07.922485] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:07.925990] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=68.07%) [2025-12-31T20:34:07.926309] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-12-31T20:34:07.926436] [INFO ] [sig ] VICI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:08.067330] [INFO ] [LOCAL ] Saved forecast: VICI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VICI.txt [2025-12-31T20:34:08.067488] [INFO ] [sig ] [3327/3534] Completed VICI in 0.3s | 2.91 sym/s | Total: 19.0m | ETA: 1.2m [2025-12-31T20:34:08.067531] [INFO ] [sig ] [3328/3534] Forecasting VIGI... [2025-12-31T20:34:08.067561] [INFO ] [sig ] Generating forecast for: VIGI [2025-12-31T20:34:08.067615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'. [2025-12-31T20:34:08.079125] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIGI'. [2025-12-31T20:34:08.079414] [INFO ] [FORECASTER] Starting predict_future for VIGI [2025-12-31T20:34:08.080258] [DEBUG] [LOCAL ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt [2025-12-31T20:34:08.080313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:08.080345] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:08.080372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:08.080441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:08.137077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:08.137722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:08.137798] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:08.137830] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:08.253617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:08.253777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:08.253818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:08.253846] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:08.257157] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=23.18%) [2025-12-31T20:34:08.257438] [INFO ] [FORECASTER] Completed predict_future for VIGI [2025-12-31T20:34:08.257561] [INFO ] [sig ] VIGI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:08.396395] [INFO ] [LOCAL ] Saved forecast: VIGI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VIGI.txt [2025-12-31T20:34:08.396530] [INFO ] [sig ] [3328/3534] Completed VIGI in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m [2025-12-31T20:34:08.396585] [INFO ] [sig ] [3329/3534] Forecasting VINP... [2025-12-31T20:34:08.396618] [INFO ] [sig ] Generating forecast for: VINP [2025-12-31T20:34:08.396648] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'. [2025-12-31T20:34:08.408229] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VINP'. [2025-12-31T20:34:08.408532] [INFO ] [FORECASTER] Starting predict_future for VINP [2025-12-31T20:34:08.409337] [DEBUG] [LOCAL ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt [2025-12-31T20:34:08.409390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:08.409422] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:08.409448] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:08.409505] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:08.466040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:08.466677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:08.466755] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:08.466787] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:08.581172] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:08.581310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:08.581346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:08.581375] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:08.584687] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: DOWN (p=21.98%) [2025-12-31T20:34:08.584978] [INFO ] [FORECASTER] Completed predict_future for VINP [2025-12-31T20:34:08.585097] [INFO ] [sig ] VINP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:08.724065] [INFO ] [LOCAL ] Saved forecast: VINP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VINP.txt [2025-12-31T20:34:08.724196] [INFO ] [sig ] [3329/3534] Completed VINP in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m [2025-12-31T20:34:08.724237] [INFO ] [sig ] [3330/3534] Forecasting VIPS... [2025-12-31T20:34:08.724266] [INFO ] [sig ] Generating forecast for: VIPS [2025-12-31T20:34:08.724299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-12-31T20:34:08.735558] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIPS'. [2025-12-31T20:34:08.735848] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-12-31T20:34:08.736625] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-12-31T20:34:08.736702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:08.736735] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:08.736763] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:08.736821] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:08.793141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:08.793766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:08.793842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:08.793874] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:08.916439] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:08.916625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:08.916667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:08.916697] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:08.920121] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=3.90%) [2025-12-31T20:34:08.920410] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-12-31T20:34:08.920530] [INFO ] [sig ] VIPS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:09.059939] [INFO ] [LOCAL ] Saved forecast: VIPS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VIPS.txt [2025-12-31T20:34:09.060092] [INFO ] [sig ] [3330/3534] Completed VIPS in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m [2025-12-31T20:34:09.060135] [INFO ] [sig ] [3331/3534] Forecasting VIRC... [2025-12-31T20:34:09.060166] [INFO ] [sig ] Generating forecast for: VIRC [2025-12-31T20:34:09.060197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'. [2025-12-31T20:34:09.071886] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VIRC'. [2025-12-31T20:34:09.072187] [INFO ] [FORECASTER] Starting predict_future for VIRC [2025-12-31T20:34:09.072982] [DEBUG] [LOCAL ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt [2025-12-31T20:34:09.073034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:09.073066] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:09.073093] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:09.073151] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:09.130140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:09.131079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:09.131164] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:09.131198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:09.263078] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:09.263240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:09.263283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:09.263314] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:09.266939] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=59.83%) [2025-12-31T20:34:09.267241] [INFO ] [FORECASTER] Completed predict_future for VIRC [2025-12-31T20:34:09.267369] [INFO ] [sig ] VIRC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:09.410310] [INFO ] [LOCAL ] Saved forecast: VIRC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VIRC.txt [2025-12-31T20:34:09.410479] [INFO ] [sig ] [3331/3534] Completed VIRC in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m [2025-12-31T20:34:09.410530] [INFO ] [sig ] [3332/3534] Forecasting VITL... [2025-12-31T20:34:09.410562] [INFO ] [sig ] Generating forecast for: VITL [2025-12-31T20:34:09.410616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'. [2025-12-31T20:34:09.422749] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VITL'. [2025-12-31T20:34:09.423079] [INFO ] [FORECASTER] Starting predict_future for VITL [2025-12-31T20:34:09.423896] [DEBUG] [LOCAL ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt [2025-12-31T20:34:09.423951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:09.423984] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:09.424013] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:09.424072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:09.482728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:09.483616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:09.483702] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:09.483735] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:09.602811] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:09.602977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:09.603017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:09.603045] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:09.606407] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=86.09%) [2025-12-31T20:34:09.606722] [INFO ] [FORECASTER] Completed predict_future for VITL [2025-12-31T20:34:09.606846] [INFO ] [sig ] VITL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:09.749084] [INFO ] [LOCAL ] Saved forecast: VITL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VITL.txt [2025-12-31T20:34:09.749283] [INFO ] [sig ] [3332/3534] Completed VITL in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m [2025-12-31T20:34:09.749326] [INFO ] [sig ] [3333/3534] Forecasting VKQ... [2025-12-31T20:34:09.749356] [INFO ] [sig ] Generating forecast for: VKQ [2025-12-31T20:34:09.749386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-12-31T20:34:09.761279] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKQ'. [2025-12-31T20:34:09.761661] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-12-31T20:34:09.762439] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-12-31T20:34:09.762491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:09.762522] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:09.762548] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:09.762629] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:09.820391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:09.821309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:09.821396] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:09.821429] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:09.947233] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:09.947396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:09.947437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:09.947467] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:09.951071] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-12-31T20:34:09.951386] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-12-31T20:34:09.951519] [INFO ] [sig ] VKQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:10.096297] [INFO ] [LOCAL ] Saved forecast: VKQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VKQ.txt [2025-12-31T20:34:10.096429] [INFO ] [sig ] [3333/3534] Completed VKQ in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.2m [2025-12-31T20:34:10.096471] [INFO ] [sig ] [3334/3534] Forecasting VKTX... [2025-12-31T20:34:10.096502] [INFO ] [sig ] Generating forecast for: VKTX [2025-12-31T20:34:10.096533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'. [2025-12-31T20:34:10.108851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VKTX'. [2025-12-31T20:34:10.109144] [INFO ] [FORECASTER] Starting predict_future for VKTX [2025-12-31T20:34:10.110009] [DEBUG] [LOCAL ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt [2025-12-31T20:34:10.110071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:10.110106] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:10.110135] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:10.110198] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:10.168851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:10.169535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:10.169659] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:10.169692] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:10.288151] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:10.288307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:10.288348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:10.288377] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:10.291770] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=99.67%) [2025-12-31T20:34:10.292054] [INFO ] [FORECASTER] Completed predict_future for VKTX [2025-12-31T20:34:10.292180] [INFO ] [sig ] VKTX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:10.430925] [INFO ] [LOCAL ] Saved forecast: VKTX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VKTX.txt [2025-12-31T20:34:10.431044] [INFO ] [sig ] [3334/3534] Completed VKTX in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:10.431085] [INFO ] [sig ] [3335/3534] Forecasting VLGEA... [2025-12-31T20:34:10.431115] [INFO ] [sig ] Generating forecast for: VLGEA [2025-12-31T20:34:10.431146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'. [2025-12-31T20:34:10.445414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'. [2025-12-31T20:34:10.446030] [INFO ] [FORECASTER] Starting predict_future for VLGEA [2025-12-31T20:34:10.447076] [DEBUG] [LOCAL ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt [2025-12-31T20:34:10.447133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:10.447168] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:10.447198] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:10.447260] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:10.506453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:10.507649] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:10.507785] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:10.507823] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:10.632841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:10.633010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:10.633051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:10.633079] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:10.636476] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=34.71%) [2025-12-31T20:34:10.636811] [INFO ] [FORECASTER] Completed predict_future for VLGEA [2025-12-31T20:34:10.636943] [INFO ] [sig ] VLGEA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:10.776810] [INFO ] [LOCAL ] Saved forecast: VLGEA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VLGEA.txt [2025-12-31T20:34:10.776943] [INFO ] [sig ] [3335/3534] Completed VLGEA in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:10.776982] [INFO ] [sig ] [3336/3534] Forecasting VLN... [2025-12-31T20:34:10.777012] [INFO ] [sig ] Generating forecast for: VLN [2025-12-31T20:34:10.777043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-12-31T20:34:10.788322] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLN'. [2025-12-31T20:34:10.788608] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-12-31T20:34:10.789393] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-12-31T20:34:10.789444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:10.789475] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:10.789502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:10.789560] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:10.846288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:10.847096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:10.847181] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:10.847213] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:10.964050] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:10.964212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:10.964250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:10.964279] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:10.967618] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=38.24%) [2025-12-31T20:34:10.967902] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-12-31T20:34:10.968022] [INFO ] [sig ] VLN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:11.106032] [INFO ] [LOCAL ] Saved forecast: VLN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VLN.txt [2025-12-31T20:34:11.106172] [INFO ] [sig ] [3336/3534] Completed VLN in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:11.106215] [INFO ] [sig ] [3337/3534] Forecasting VLO... [2025-12-31T20:34:11.106247] [INFO ] [sig ] Generating forecast for: VLO [2025-12-31T20:34:11.106278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-12-31T20:34:11.117805] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLO'. [2025-12-31T20:34:11.118089] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-12-31T20:34:11.118903] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-12-31T20:34:11.118956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:11.118990] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:11.119018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:11.119075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:11.175464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:11.176134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:11.176210] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:11.176242] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:11.300403] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:11.300609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:11.300652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:11.300683] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:11.304097] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=16.38%) [2025-12-31T20:34:11.304413] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-12-31T20:34:11.304546] [INFO ] [sig ] VLO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:11.465692] [INFO ] [LOCAL ] Saved forecast: VLO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VLO.txt [2025-12-31T20:34:11.465902] [INFO ] [sig ] [3337/3534] Completed VLO in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:11.465958] [INFO ] [sig ] [3338/3534] Forecasting VLRS... [2025-12-31T20:34:11.465990] [INFO ] [sig ] Generating forecast for: VLRS [2025-12-31T20:34:11.466021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-12-31T20:34:11.478197] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLRS'. [2025-12-31T20:34:11.478591] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-12-31T20:34:11.479497] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-12-31T20:34:11.479552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:11.479607] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:11.479645] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:11.479728] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:11.547519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:11.548491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:11.548595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:11.548644] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:11.667771] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:11.667929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:11.667970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:11.667999] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:11.671352] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=42.73%) [2025-12-31T20:34:11.671669] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-12-31T20:34:11.671811] [INFO ] [sig ] VLRS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:11.810699] [INFO ] [LOCAL ] Saved forecast: VLRS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VLRS.txt [2025-12-31T20:34:11.810908] [INFO ] [sig ] [3338/3534] Completed VLRS in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:11.810987] [INFO ] [sig ] [3339/3534] Forecasting VLTO... [2025-12-31T20:34:11.811037] [INFO ] [sig ] Generating forecast for: VLTO [2025-12-31T20:34:11.811088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-12-31T20:34:11.823080] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLTO'. [2025-12-31T20:34:11.823622] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-12-31T20:34:11.824564] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-12-31T20:34:11.824633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:11.824665] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:11.824692] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:11.824749] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:11.881638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:11.882382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:11.882462] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:11.882495] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:12.006719] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:12.006901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:12.006950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:12.006982] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:12.010518] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=1.99%) [2025-12-31T20:34:12.010857] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-12-31T20:34:12.010986] [INFO ] [sig ] VLTO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:12.151014] [INFO ] [LOCAL ] Saved forecast: VLTO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VLTO.txt [2025-12-31T20:34:12.151185] [INFO ] [sig ] [3339/3534] Completed VLTO in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:12.151227] [INFO ] [sig ] [3340/3534] Forecasting VLY... [2025-12-31T20:34:12.151258] [INFO ] [sig ] Generating forecast for: VLY [2025-12-31T20:34:12.151290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'. [2025-12-31T20:34:12.163050] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VLY'. [2025-12-31T20:34:12.163410] [INFO ] [FORECASTER] Starting predict_future for VLY [2025-12-31T20:34:12.164232] [DEBUG] [LOCAL ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt [2025-12-31T20:34:12.164285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:12.164317] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:12.164344] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:12.164401] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:12.221940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:12.222912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:12.222996] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:12.223029] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:12.342543] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:12.342718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:12.342759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:12.342799] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:12.346267] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-12-31T20:34:12.346620] [INFO ] [FORECASTER] Completed predict_future for VLY [2025-12-31T20:34:12.346753] [INFO ] [sig ] VLY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:12.487097] [INFO ] [LOCAL ] Saved forecast: VLY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VLY.txt [2025-12-31T20:34:12.487239] [INFO ] [sig ] [3340/3534] Completed VLY in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:12.487282] [INFO ] [sig ] [3341/3534] Forecasting VMBS... [2025-12-31T20:34:12.487312] [INFO ] [sig ] Generating forecast for: VMBS [2025-12-31T20:34:12.487343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'. [2025-12-31T20:34:12.498677] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMBS'. [2025-12-31T20:34:12.498968] [INFO ] [FORECASTER] Starting predict_future for VMBS [2025-12-31T20:34:12.499768] [DEBUG] [LOCAL ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt [2025-12-31T20:34:12.499832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:12.499890] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:12.499918] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:12.499975] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:12.563037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:12.564152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:12.564267] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:12.564311] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:12.715480] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:12.715810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:12.715863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:12.715895] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:12.719529] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=50.83%) [2025-12-31T20:34:12.719960] [INFO ] [FORECASTER] Completed predict_future for VMBS [2025-12-31T20:34:12.720108] [INFO ] [sig ] VMBS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:12.860449] [INFO ] [LOCAL ] Saved forecast: VMBS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VMBS.txt [2025-12-31T20:34:12.860631] [INFO ] [sig ] [3341/3534] Completed VMBS in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:12.860674] [INFO ] [sig ] [3342/3534] Forecasting VMD... [2025-12-31T20:34:12.860705] [INFO ] [sig ] Generating forecast for: VMD [2025-12-31T20:34:12.860735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'. [2025-12-31T20:34:12.873120] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMD'. [2025-12-31T20:34:12.873538] [INFO ] [FORECASTER] Starting predict_future for VMD [2025-12-31T20:34:12.874371] [DEBUG] [LOCAL ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt [2025-12-31T20:34:12.874424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:12.874456] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:12.874483] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:12.874540] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:12.931124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:12.932021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:12.932101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:12.932134] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:13.047058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:13.047219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:13.047262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:13.047293] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:13.050722] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=13.85%) [2025-12-31T20:34:13.051043] [INFO ] [FORECASTER] Completed predict_future for VMD [2025-12-31T20:34:13.051174] [INFO ] [sig ] VMD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:13.191550] [INFO ] [LOCAL ] Saved forecast: VMD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VMD.txt [2025-12-31T20:34:13.191721] [INFO ] [sig ] [3342/3534] Completed VMD in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:13.191762] [INFO ] [sig ] [3343/3534] Forecasting VMI... [2025-12-31T20:34:13.191793] [INFO ] [sig ] Generating forecast for: VMI [2025-12-31T20:34:13.191825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-12-31T20:34:13.204160] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMI'. [2025-12-31T20:34:13.204451] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-12-31T20:34:13.205255] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-12-31T20:34:13.205310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:13.205344] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:13.205372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:13.205430] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:13.262906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:13.263546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:13.263640] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:13.263673] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:13.387979] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:13.388138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:13.388179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:13.388211] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:13.391716] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=3.44%) [2025-12-31T20:34:13.392024] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-12-31T20:34:13.392154] [INFO ] [sig ] VMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:13.536841] [INFO ] [LOCAL ] Saved forecast: VMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VMI.txt [2025-12-31T20:34:13.537047] [INFO ] [sig ] [3343/3534] Completed VMI in 0.3s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:13.537092] [INFO ] [sig ] [3344/3534] Forecasting VMO... [2025-12-31T20:34:13.537122] [INFO ] [sig ] Generating forecast for: VMO [2025-12-31T20:34:13.537153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-12-31T20:34:13.549807] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VMO'. [2025-12-31T20:34:13.550093] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-12-31T20:34:13.551064] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-12-31T20:34:13.551117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:13.551149] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:13.551176] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:13.551238] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:13.610756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:13.611666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:13.611757] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:13.611790] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:13.743196] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:13.743357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:13.743399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:13.743465] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:13.746966] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=18.20%) [2025-12-31T20:34:13.747298] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-12-31T20:34:13.747429] [INFO ] [sig ] VMO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:13.887021] [INFO ] [LOCAL ] Saved forecast: VMO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VMO.txt [2025-12-31T20:34:13.887158] [INFO ] [sig ] [3344/3534] Completed VMO in 0.4s | 2.91 sym/s | Total: 19.1m | ETA: 1.1m [2025-12-31T20:34:13.887205] [INFO ] [sig ] [3345/3534] Forecasting VNDA... [2025-12-31T20:34:13.887237] [INFO ] [sig ] Generating forecast for: VNDA [2025-12-31T20:34:13.887268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'. [2025-12-31T20:34:13.899108] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNDA'. [2025-12-31T20:34:13.899451] [INFO ] [FORECASTER] Starting predict_future for VNDA [2025-12-31T20:34:13.900247] [DEBUG] [LOCAL ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt [2025-12-31T20:34:13.900299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:13.900331] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:13.900357] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:13.900415] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:13.958217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:13.959106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:13.959188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:13.959223] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:14.079110] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:14.079299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:14.079340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:14.079370] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:14.082918] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: UP (p=58.87%) [2025-12-31T20:34:14.083294] [INFO ] [FORECASTER] Completed predict_future for VNDA [2025-12-31T20:34:14.083436] [INFO ] [sig ] VNDA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:14.226421] [INFO ] [LOCAL ] Saved forecast: VNDA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VNDA.txt [2025-12-31T20:34:14.226601] [INFO ] [sig ] [3345/3534] Completed VNDA in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m [2025-12-31T20:34:14.226650] [INFO ] [sig ] [3346/3534] Forecasting VNO... [2025-12-31T20:34:14.226682] [INFO ] [sig ] Generating forecast for: VNO [2025-12-31T20:34:14.226713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-12-31T20:34:14.239511] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNO'. [2025-12-31T20:34:14.239858] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-12-31T20:34:14.240650] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-12-31T20:34:14.240702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:14.240734] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:14.240760] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:14.240817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:14.299524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:14.300470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:14.300556] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:14.300607] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:14.422241] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:14.422399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:14.422440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:14.422471] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:14.425890] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=47.64%) [2025-12-31T20:34:14.426178] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-12-31T20:34:14.426328] [INFO ] [sig ] VNO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:14.570183] [INFO ] [LOCAL ] Saved forecast: VNO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VNO.txt [2025-12-31T20:34:14.570350] [INFO ] [sig ] [3346/3534] Completed VNO in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m [2025-12-31T20:34:14.570390] [INFO ] [sig ] [3347/3534] Forecasting VNOM... [2025-12-31T20:34:14.570421] [INFO ] [sig ] Generating forecast for: VNOM [2025-12-31T20:34:14.570455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'. [2025-12-31T20:34:14.582641] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNOM'. [2025-12-31T20:34:14.582976] [INFO ] [FORECASTER] Starting predict_future for VNOM [2025-12-31T20:34:14.583807] [DEBUG] [LOCAL ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt [2025-12-31T20:34:14.583861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:14.583894] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:14.583921] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:14.583979] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:14.642394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:14.643345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:14.643449] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:14.643482] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:14.764977] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:14.765121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:14.765161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:14.765190] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:14.768496] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: DOWN (p=22.36%) [2025-12-31T20:34:14.768791] [INFO ] [FORECASTER] Completed predict_future for VNOM [2025-12-31T20:34:14.768910] [INFO ] [sig ] VNOM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:14.911346] [INFO ] [LOCAL ] Saved forecast: VNOM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VNOM.txt [2025-12-31T20:34:14.911511] [INFO ] [sig ] [3347/3534] Completed VNOM in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m [2025-12-31T20:34:14.911551] [INFO ] [sig ] [3348/3534] Forecasting VNQI... [2025-12-31T20:34:14.911600] [INFO ] [sig ] Generating forecast for: VNQI [2025-12-31T20:34:14.911633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'. [2025-12-31T20:34:14.923309] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VNQI'. [2025-12-31T20:34:14.923664] [INFO ] [FORECASTER] Starting predict_future for VNQI [2025-12-31T20:34:14.924457] [DEBUG] [LOCAL ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt [2025-12-31T20:34:14.924509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:14.924541] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:14.924585] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:14.924646] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:14.981852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:14.982757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:14.982842] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:14.982875] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:15.105058] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:15.105223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:15.105285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:15.105319] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:15.108887] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=89.66%) [2025-12-31T20:34:15.109219] [INFO ] [FORECASTER] Completed predict_future for VNQI [2025-12-31T20:34:15.109386] [INFO ] [sig ] VNQI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:15.255009] [INFO ] [LOCAL ] Saved forecast: VNQI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VNQI.txt [2025-12-31T20:34:15.255173] [INFO ] [sig ] [3348/3534] Completed VNQI in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m [2025-12-31T20:34:15.255214] [INFO ] [sig ] [3349/3534] Forecasting VOC... [2025-12-31T20:34:15.255245] [INFO ] [sig ] Generating forecast for: VOC [2025-12-31T20:34:15.255274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-12-31T20:34:15.267206] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOC'. [2025-12-31T20:34:15.267644] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-12-31T20:34:15.268462] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-12-31T20:34:15.268515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:15.268547] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:15.268594] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:15.268655] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:15.328493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:15.329613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:15.329704] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:15.329737] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:15.452358] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:15.452534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:15.452596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:15.452630] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:15.456117] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=38.16%) [2025-12-31T20:34:15.456453] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-12-31T20:34:15.456601] [INFO ] [sig ] VOC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:15.596916] [INFO ] [LOCAL ] Saved forecast: VOC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VOC.txt [2025-12-31T20:34:15.597071] [INFO ] [sig ] [3349/3534] Completed VOC in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m [2025-12-31T20:34:15.597112] [INFO ] [sig ] [3350/3534] Forecasting VOD... [2025-12-31T20:34:15.597142] [INFO ] [sig ] Generating forecast for: VOD [2025-12-31T20:34:15.597173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'. [2025-12-31T20:34:15.608193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOD'. [2025-12-31T20:34:15.608467] [INFO ] [FORECASTER] Starting predict_future for VOD [2025-12-31T20:34:15.609273] [DEBUG] [LOCAL ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt [2025-12-31T20:34:15.609326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:15.609358] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:15.609385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:15.609442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:15.666281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:15.667180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:15.667282] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:15.667316] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:15.783525] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:15.783691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:15.783730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:15.783759] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:15.787077] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=97.39%) [2025-12-31T20:34:15.787362] [INFO ] [FORECASTER] Completed predict_future for VOD [2025-12-31T20:34:15.787481] [INFO ] [sig ] VOD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:15.926926] [INFO ] [LOCAL ] Saved forecast: VOD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VOD.txt [2025-12-31T20:34:15.927072] [INFO ] [sig ] [3350/3534] Completed VOD in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.1m [2025-12-31T20:34:15.927112] [INFO ] [sig ] [3351/3534] Forecasting VONE... [2025-12-31T20:34:15.927142] [INFO ] [sig ] Generating forecast for: VONE [2025-12-31T20:34:15.927171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'. [2025-12-31T20:34:15.938522] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONE'. [2025-12-31T20:34:15.938906] [INFO ] [FORECASTER] Starting predict_future for VONE [2025-12-31T20:34:15.939740] [DEBUG] [LOCAL ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt [2025-12-31T20:34:15.939792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:15.939824] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:15.939851] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:15.939907] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:15.996677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:15.997540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:15.997673] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:15.997708] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:16.121161] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:16.121319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:16.121358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:16.121388] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:16.124747] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-12-31T20:34:16.125029] [INFO ] [FORECASTER] Completed predict_future for VONE [2025-12-31T20:34:16.125152] [INFO ] [sig ] VONE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:16.266764] [INFO ] [LOCAL ] Saved forecast: VONE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VONE.txt [2025-12-31T20:34:16.266890] [INFO ] [sig ] [3351/3534] Completed VONE in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:16.266930] [INFO ] [sig ] [3352/3534] Forecasting VONG... [2025-12-31T20:34:16.266959] [INFO ] [sig ] Generating forecast for: VONG [2025-12-31T20:34:16.266989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'. [2025-12-31T20:34:16.278709] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VONG'. [2025-12-31T20:34:16.278979] [INFO ] [FORECASTER] Starting predict_future for VONG [2025-12-31T20:34:16.279804] [DEBUG] [LOCAL ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt [2025-12-31T20:34:16.279861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:16.279905] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:16.279932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:16.279990] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:16.336430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:16.337325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:16.337409] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:16.337442] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:16.460658] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:16.460815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:16.460855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:16.460886] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:16.464243] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=46.49%) [2025-12-31T20:34:16.464524] [INFO ] [FORECASTER] Completed predict_future for VONG [2025-12-31T20:34:16.464662] [INFO ] [sig ] VONG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:16.605040] [INFO ] [LOCAL ] Saved forecast: VONG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VONG.txt [2025-12-31T20:34:16.605198] [INFO ] [sig ] [3352/3534] Completed VONG in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:16.605238] [INFO ] [sig ] [3353/3534] Forecasting VOTE... [2025-12-31T20:34:16.605268] [INFO ] [sig ] Generating forecast for: VOTE [2025-12-31T20:34:16.605299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'. [2025-12-31T20:34:16.616591] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VOTE'. [2025-12-31T20:34:16.616944] [INFO ] [FORECASTER] Starting predict_future for VOTE [2025-12-31T20:34:16.617754] [DEBUG] [LOCAL ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt [2025-12-31T20:34:16.617807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:16.617840] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:16.617866] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:16.617924] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:16.673828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:16.674528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:16.674623] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:16.674657] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:16.794148] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:16.794295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:16.794337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:16.794365] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:16.797699] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=34.83%) [2025-12-31T20:34:16.797982] [INFO ] [FORECASTER] Completed predict_future for VOTE [2025-12-31T20:34:16.798102] [INFO ] [sig ] VOTE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:16.937312] [INFO ] [LOCAL ] Saved forecast: VOTE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VOTE.txt [2025-12-31T20:34:16.937431] [INFO ] [sig ] [3353/3534] Completed VOTE in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:16.937470] [INFO ] [sig ] [3354/3534] Forecasting VPG... [2025-12-31T20:34:16.937499] [INFO ] [sig ] Generating forecast for: VPG [2025-12-31T20:34:16.937530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-12-31T20:34:16.949017] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPG'. [2025-12-31T20:34:16.949356] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-12-31T20:34:16.950167] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-12-31T20:34:16.950220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:16.950254] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:16.950281] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:16.950345] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:17.010606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:17.011327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:17.011410] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:17.011444] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:17.128249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:17.128386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:17.128424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:17.128454] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:17.131714] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=4.06%) [2025-12-31T20:34:17.131993] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-12-31T20:34:17.132113] [INFO ] [sig ] VPG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:17.271534] [INFO ] [LOCAL ] Saved forecast: VPG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VPG.txt [2025-12-31T20:34:17.271732] [INFO ] [sig ] [3354/3534] Completed VPG in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:17.271774] [INFO ] [sig ] [3355/3534] Forecasting VPLS... [2025-12-31T20:34:17.271806] [INFO ] [sig ] Generating forecast for: VPLS [2025-12-31T20:34:17.271837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'. [2025-12-31T20:34:17.283307] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VPLS'. [2025-12-31T20:34:17.283688] [INFO ] [FORECASTER] Starting predict_future for VPLS [2025-12-31T20:34:17.284707] [DEBUG] [LOCAL ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt [2025-12-31T20:34:17.284763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:17.284797] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:17.284824] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:17.284883] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:17.343821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:17.344788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:17.344877] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:17.344910] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:17.469593] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:17.469781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:17.469842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:17.469883] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:17.473682] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=89.13%) [2025-12-31T20:34:17.473993] [INFO ] [FORECASTER] Completed predict_future for VPLS [2025-12-31T20:34:17.474145] [INFO ] [sig ] VPLS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:17.629221] [INFO ] [LOCAL ] Saved forecast: VPLS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VPLS.txt [2025-12-31T20:34:17.629409] [INFO ] [sig ] [3355/3534] Completed VPLS in 0.4s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:17.629454] [INFO ] [sig ] [3356/3534] Forecasting VRA... [2025-12-31T20:34:17.629518] [INFO ] [sig ] Generating forecast for: VRA [2025-12-31T20:34:17.629557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'. [2025-12-31T20:34:17.642935] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRA'. [2025-12-31T20:34:17.643338] [INFO ] [FORECASTER] Starting predict_future for VRA [2025-12-31T20:34:17.644186] [DEBUG] [LOCAL ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt [2025-12-31T20:34:17.644241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:17.644274] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:17.644303] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:17.644368] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:17.704874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:17.705854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:17.705942] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:17.705977] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:17.835313] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:17.835474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:17.835514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:17.835542] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:17.839037] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: UP (p=61.56%) [2025-12-31T20:34:17.839371] [INFO ] [FORECASTER] Completed predict_future for VRA [2025-12-31T20:34:17.839509] [INFO ] [sig ] VRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:17.977477] [INFO ] [LOCAL ] Saved forecast: VRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VRA.txt [2025-12-31T20:34:17.977662] [INFO ] [sig ] [3356/3534] Completed VRA in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:17.977705] [INFO ] [sig ] [3357/3534] Forecasting VRCA... [2025-12-31T20:34:17.977735] [INFO ] [sig ] Generating forecast for: VRCA [2025-12-31T20:34:17.977766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'. [2025-12-31T20:34:17.989231] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRCA'. [2025-12-31T20:34:17.989663] [INFO ] [FORECASTER] Starting predict_future for VRCA [2025-12-31T20:34:17.990468] [DEBUG] [LOCAL ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt [2025-12-31T20:34:17.990522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:17.990555] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:17.990610] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:17.990678] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:18.047917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:18.048808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:18.048890] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:18.048923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:18.169405] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:18.169562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:18.169619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:18.169651] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:18.172979] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=16.36%) [2025-12-31T20:34:18.173258] [INFO ] [FORECASTER] Completed predict_future for VRCA [2025-12-31T20:34:18.173383] [INFO ] [sig ] VRCA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:18.311316] [INFO ] [LOCAL ] Saved forecast: VRCA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VRCA.txt [2025-12-31T20:34:18.311446] [INFO ] [sig ] [3357/3534] Completed VRCA in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:18.311487] [INFO ] [sig ] [3358/3534] Forecasting VRDN... [2025-12-31T20:34:18.311517] [INFO ] [sig ] Generating forecast for: VRDN [2025-12-31T20:34:18.311550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'. [2025-12-31T20:34:18.322930] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRDN'. [2025-12-31T20:34:18.323222] [INFO ] [FORECASTER] Starting predict_future for VRDN [2025-12-31T20:34:18.324012] [DEBUG] [LOCAL ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt [2025-12-31T20:34:18.324063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:18.324120] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:18.324149] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:18.324212] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:18.382926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:18.383639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:18.383719] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:18.383754] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:18.500962] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:18.501118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:18.501158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:18.501187] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:18.504509] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=60.76%) [2025-12-31T20:34:18.504812] [INFO ] [FORECASTER] Completed predict_future for VRDN [2025-12-31T20:34:18.504933] [INFO ] [sig ] VRDN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:18.645939] [INFO ] [LOCAL ] Saved forecast: VRDN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VRDN.txt [2025-12-31T20:34:18.646083] [INFO ] [sig ] [3358/3534] Completed VRDN in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:18.646125] [INFO ] [sig ] [3359/3534] Forecasting VRE... [2025-12-31T20:34:18.646153] [INFO ] [sig ] Generating forecast for: VRE [2025-12-31T20:34:18.646183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-12-31T20:34:18.657827] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRE'. [2025-12-31T20:34:18.658111] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-12-31T20:34:18.658905] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-12-31T20:34:18.658957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:18.658988] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:18.659014] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:18.659072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:18.715352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:18.716023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:18.716100] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:18.716131] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:18.833366] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:18.833494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:18.833532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:18.833595] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:18.836847] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-12-31T20:34:18.837128] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-12-31T20:34:18.837247] [INFO ] [sig ] VRE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:18.974908] [INFO ] [LOCAL ] Saved forecast: VRE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VRE.txt [2025-12-31T20:34:18.975031] [INFO ] [sig ] [3359/3534] Completed VRE in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 1.0m [2025-12-31T20:34:18.975070] [INFO ] [sig ] [3360/3534] Forecasting VREX... [2025-12-31T20:34:18.975099] [INFO ] [sig ] Generating forecast for: VREX [2025-12-31T20:34:18.975130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'. [2025-12-31T20:34:18.986786] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VREX'. [2025-12-31T20:34:18.987080] [INFO ] [FORECASTER] Starting predict_future for VREX [2025-12-31T20:34:18.987868] [DEBUG] [LOCAL ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt [2025-12-31T20:34:18.987920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:18.987952] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:18.987979] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:18.988037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:19.043815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:19.044514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:19.044608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:19.044643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:19.160752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:19.160889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:19.160928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:19.160956] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:19.164465] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=84.57%) [2025-12-31T20:34:19.164783] [INFO ] [FORECASTER] Completed predict_future for VREX [2025-12-31T20:34:19.164917] [INFO ] [sig ] VREX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:19.307700] [INFO ] [LOCAL ] Saved forecast: VREX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VREX.txt [2025-12-31T20:34:19.307874] [INFO ] [sig ] [3360/3534] Completed VREX in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 59.8s [2025-12-31T20:34:19.307917] [INFO ] [sig ] [3361/3534] Forecasting VRIG... [2025-12-31T20:34:19.307946] [INFO ] [sig ] Generating forecast for: VRIG [2025-12-31T20:34:19.307978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'. [2025-12-31T20:34:19.320098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRIG'. [2025-12-31T20:34:19.320472] [INFO ] [FORECASTER] Starting predict_future for VRIG [2025-12-31T20:34:19.321399] [DEBUG] [LOCAL ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt [2025-12-31T20:34:19.321468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:19.321505] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:19.321534] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:19.321611] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:19.385467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:19.386347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:19.386432] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:19.386483] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:19.480866] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:19.481024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:19.481077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:19.481151] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:19.484959] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=99.66%) [2025-12-31T20:34:19.485308] [INFO ] [FORECASTER] Completed predict_future for VRIG [2025-12-31T20:34:19.485460] [INFO ] [sig ] VRIG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:19.626076] [INFO ] [LOCAL ] Saved forecast: VRIG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VRIG.txt [2025-12-31T20:34:19.626203] [INFO ] [sig ] [3361/3534] Completed VRIG in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 59.4s [2025-12-31T20:34:19.626241] [INFO ] [sig ] [3362/3534] Forecasting VRNS... [2025-12-31T20:34:19.626271] [INFO ] [sig ] Generating forecast for: VRNS [2025-12-31T20:34:19.626301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'. [2025-12-31T20:34:19.637068] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRNS'. [2025-12-31T20:34:19.637339] [INFO ] [FORECASTER] Starting predict_future for VRNS [2025-12-31T20:34:19.638126] [DEBUG] [LOCAL ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt [2025-12-31T20:34:19.638178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:19.638210] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:19.638236] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:19.638293] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:19.694023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:19.694643] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:19.694720] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:19.694752] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:19.817452] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:19.817609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:19.817650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:19.817678] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:19.820993] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=97.49%) [2025-12-31T20:34:19.821276] [INFO ] [FORECASTER] Completed predict_future for VRNS [2025-12-31T20:34:19.821400] [INFO ] [sig ] VRNS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:19.958419] [INFO ] [LOCAL ] Saved forecast: VRNS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VRNS.txt [2025-12-31T20:34:19.958538] [INFO ] [sig ] [3362/3534] Completed VRNS in 0.3s | 2.91 sym/s | Total: 19.2m | ETA: 59.1s [2025-12-31T20:34:19.958592] [INFO ] [sig ] [3363/3534] Forecasting VRRM... [2025-12-31T20:34:19.958625] [INFO ] [sig ] Generating forecast for: VRRM [2025-12-31T20:34:19.958654] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'. [2025-12-31T20:34:19.970009] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRRM'. [2025-12-31T20:34:19.970295] [INFO ] [FORECASTER] Starting predict_future for VRRM [2025-12-31T20:34:19.971085] [DEBUG] [LOCAL ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt [2025-12-31T20:34:19.971137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:19.971168] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:19.971195] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:19.971263] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:20.027307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:20.027932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:20.028009] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:20.028040] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:20.142842] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:20.142955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:20.142991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:20.143021] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:20.146228] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=75.87%) [2025-12-31T20:34:20.146510] [INFO ] [FORECASTER] Completed predict_future for VRRM [2025-12-31T20:34:20.146648] [INFO ] [sig ] VRRM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:20.284377] [INFO ] [LOCAL ] Saved forecast: VRRM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VRRM.txt [2025-12-31T20:34:20.284494] [INFO ] [sig ] [3363/3534] Completed VRRM in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 58.7s [2025-12-31T20:34:20.284531] [INFO ] [sig ] [3364/3534] Forecasting VRSK... [2025-12-31T20:34:20.284562] [INFO ] [sig ] Generating forecast for: VRSK [2025-12-31T20:34:20.284612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'. [2025-12-31T20:34:20.302165] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSK'. [2025-12-31T20:34:20.302444] [INFO ] [FORECASTER] Starting predict_future for VRSK [2025-12-31T20:34:20.303221] [DEBUG] [LOCAL ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt [2025-12-31T20:34:20.303273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:20.303304] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:20.303331] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:20.303388] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:20.359382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:20.360046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:20.360122] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:20.360154] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:20.482142] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:20.482291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:20.482329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:20.482357] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:20.485704] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=90.28%) [2025-12-31T20:34:20.485983] [INFO ] [FORECASTER] Completed predict_future for VRSK [2025-12-31T20:34:20.486105] [INFO ] [sig ] VRSK: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:20.623872] [INFO ] [LOCAL ] Saved forecast: VRSK 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VRSK.txt [2025-12-31T20:34:20.623993] [INFO ] [sig ] [3364/3534] Completed VRSK in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 58.4s [2025-12-31T20:34:20.624032] [INFO ] [sig ] [3365/3534] Forecasting VRSN... [2025-12-31T20:34:20.624061] [INFO ] [sig ] Generating forecast for: VRSN [2025-12-31T20:34:20.624091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'. [2025-12-31T20:34:20.637184] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRSN'. [2025-12-31T20:34:20.637513] [INFO ] [FORECASTER] Starting predict_future for VRSN [2025-12-31T20:34:20.638323] [DEBUG] [LOCAL ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt [2025-12-31T20:34:20.638375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:20.638408] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:20.638435] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:20.638493] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:20.694685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:20.695304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:20.695385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:20.695419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:20.819914] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:20.820071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:20.820114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:20.820144] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:20.823483] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=16.57%) [2025-12-31T20:34:20.823798] [INFO ] [FORECASTER] Completed predict_future for VRSN [2025-12-31T20:34:20.823940] [INFO ] [sig ] VRSN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:20.961405] [INFO ] [LOCAL ] Saved forecast: VRSN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VRSN.txt [2025-12-31T20:34:20.961545] [INFO ] [sig ] [3365/3534] Completed VRSN in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 58.1s [2025-12-31T20:34:20.961602] [INFO ] [sig ] [3366/3534] Forecasting VRTS... [2025-12-31T20:34:20.961634] [INFO ] [sig ] Generating forecast for: VRTS [2025-12-31T20:34:20.961664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-12-31T20:34:20.972900] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTS'. [2025-12-31T20:34:20.973216] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-12-31T20:34:20.974018] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-12-31T20:34:20.974069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:20.974101] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:20.974128] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:20.974185] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:21.030642] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:21.031515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:21.031635] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:21.031672] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:21.151407] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:21.151589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:21.151634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:21.151665] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:21.155181] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-12-31T20:34:21.155477] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-12-31T20:34:21.155624] [INFO ] [sig ] VRTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:21.300533] [INFO ] [LOCAL ] Saved forecast: VRTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VRTS.txt [2025-12-31T20:34:21.300723] [INFO ] [sig ] [3366/3534] Completed VRTS in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 57.7s [2025-12-31T20:34:21.300765] [INFO ] [sig ] [3367/3534] Forecasting VRTX... [2025-12-31T20:34:21.300796] [INFO ] [sig ] Generating forecast for: VRTX [2025-12-31T20:34:21.300834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'. [2025-12-31T20:34:21.312570] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VRTX'. [2025-12-31T20:34:21.312944] [INFO ] [FORECASTER] Starting predict_future for VRTX [2025-12-31T20:34:21.313745] [DEBUG] [LOCAL ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt [2025-12-31T20:34:21.313797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:21.313828] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:21.313855] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:21.313913] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:21.370679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:21.371510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:21.371608] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:21.371643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:21.491667] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:21.491825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:21.491865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:21.491894] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:21.495229] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: DOWN (p=1.86%) [2025-12-31T20:34:21.495520] [INFO ] [FORECASTER] Completed predict_future for VRTX [2025-12-31T20:34:21.495659] [INFO ] [sig ] VRTX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:21.635683] [INFO ] [LOCAL ] Saved forecast: VRTX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VRTX.txt [2025-12-31T20:34:21.635830] [INFO ] [sig ] [3367/3534] Completed VRTX in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 57.4s [2025-12-31T20:34:21.635871] [INFO ] [sig ] [3368/3534] Forecasting VS... [2025-12-31T20:34:21.635901] [INFO ] [sig ] Generating forecast for: VS [2025-12-31T20:34:21.635931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'. [2025-12-31T20:34:21.646840] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VS'. [2025-12-31T20:34:21.647125] [INFO ] [FORECASTER] Starting predict_future for VS [2025-12-31T20:34:21.647907] [DEBUG] [LOCAL ] No optimal features file found for VS: ./output/feature-sets/VS.txt [2025-12-31T20:34:21.647958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:21.647990] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:21.648018] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:21.648075] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:21.704281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:21.705016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:21.705120] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:21.705153] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:21.812214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:21.812366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:21.812404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:21.812434] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:21.815753] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=16.18%) [2025-12-31T20:34:21.816041] [INFO ] [FORECASTER] Completed predict_future for VS [2025-12-31T20:34:21.816162] [INFO ] [sig ] VS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:21.953926] [INFO ] [LOCAL ] Saved forecast: VS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VS.txt [2025-12-31T20:34:21.954067] [INFO ] [sig ] [3368/3534] Completed VS in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 57.0s [2025-12-31T20:34:21.954108] [INFO ] [sig ] [3369/3534] Forecasting VSCO... [2025-12-31T20:34:21.954139] [INFO ] [sig ] Generating forecast for: VSCO [2025-12-31T20:34:21.954169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-12-31T20:34:21.965836] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSCO'. [2025-12-31T20:34:21.966137] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-12-31T20:34:21.966955] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-12-31T20:34:21.967007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:21.967039] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:21.967065] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:21.967123] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:22.023280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:22.024125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:22.024207] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:22.024239] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:22.148202] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:22.148364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:22.148416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:22.148449] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:22.151955] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=63.11%) [2025-12-31T20:34:22.152238] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-12-31T20:34:22.152375] [INFO ] [sig ] VSCO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:22.294527] [INFO ] [LOCAL ] Saved forecast: VSCO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VSCO.txt [2025-12-31T20:34:22.294689] [INFO ] [sig ] [3369/3534] Completed VSCO in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 56.7s [2025-12-31T20:34:22.294732] [INFO ] [sig ] [3370/3534] Forecasting VSDA... [2025-12-31T20:34:22.294762] [INFO ] [sig ] Generating forecast for: VSDA [2025-12-31T20:34:22.294792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'. [2025-12-31T20:34:22.306460] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSDA'. [2025-12-31T20:34:22.306758] [INFO ] [FORECASTER] Starting predict_future for VSDA [2025-12-31T20:34:22.307540] [DEBUG] [LOCAL ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt [2025-12-31T20:34:22.307612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:22.307648] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:22.307709] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:22.307781] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:22.364983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:22.365707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:22.365788] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:22.365820] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:22.474289] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:22.474440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:22.474480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:22.474508] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:22.478005] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=43.94%) [2025-12-31T20:34:22.478305] [INFO ] [FORECASTER] Completed predict_future for VSDA [2025-12-31T20:34:22.478431] [INFO ] [sig ] VSDA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:22.621850] [INFO ] [LOCAL ] Saved forecast: VSDA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VSDA.txt [2025-12-31T20:34:22.622006] [INFO ] [sig ] [3370/3534] Completed VSDA in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 56.3s [2025-12-31T20:34:22.622047] [INFO ] [sig ] [3371/3534] Forecasting VSEC... [2025-12-31T20:34:22.622076] [INFO ] [sig ] Generating forecast for: VSEC [2025-12-31T20:34:22.622106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'. [2025-12-31T20:34:22.634058] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSEC'. [2025-12-31T20:34:22.634360] [INFO ] [FORECASTER] Starting predict_future for VSEC [2025-12-31T20:34:22.635136] [DEBUG] [LOCAL ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt [2025-12-31T20:34:22.635188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:22.635220] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:22.635247] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:22.635304] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:22.693419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:22.694187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:22.694268] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:22.694302] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:22.814138] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:22.814296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:22.814338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:22.814368] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:22.817810] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=25.66%) [2025-12-31T20:34:22.818115] [INFO ] [FORECASTER] Completed predict_future for VSEC [2025-12-31T20:34:22.818245] [INFO ] [sig ] VSEC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:22.960198] [INFO ] [LOCAL ] Saved forecast: VSEC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VSEC.txt [2025-12-31T20:34:22.960364] [INFO ] [sig ] [3371/3534] Completed VSEC in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 56.0s [2025-12-31T20:34:22.960408] [INFO ] [sig ] [3372/3534] Forecasting VSH... [2025-12-31T20:34:22.960439] [INFO ] [sig ] Generating forecast for: VSH [2025-12-31T20:34:22.960471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-12-31T20:34:22.972398] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSH'. [2025-12-31T20:34:22.972753] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-12-31T20:34:22.973551] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-12-31T20:34:22.973620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:22.973655] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:22.973682] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:22.973741] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:23.031858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:23.032616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:23.032695] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:23.032728] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:23.156261] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:23.156435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:23.156481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:23.156512] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:23.159939] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=26.57%) [2025-12-31T20:34:23.160228] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-12-31T20:34:23.160353] [INFO ] [sig ] VSH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:23.304063] [INFO ] [LOCAL ] Saved forecast: VSH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VSH.txt [2025-12-31T20:34:23.304214] [INFO ] [sig ] [3372/3534] Completed VSH in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 55.6s [2025-12-31T20:34:23.304256] [INFO ] [sig ] [3373/3534] Forecasting VSTM... [2025-12-31T20:34:23.304285] [INFO ] [sig ] Generating forecast for: VSTM [2025-12-31T20:34:23.304315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'. [2025-12-31T20:34:23.316164] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTM'. [2025-12-31T20:34:23.316470] [INFO ] [FORECASTER] Starting predict_future for VSTM [2025-12-31T20:34:23.317276] [DEBUG] [LOCAL ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt [2025-12-31T20:34:23.317328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:23.317359] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:23.317385] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:23.317441] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:23.373795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:23.374472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:23.374550] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:23.374600] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:23.494695] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:23.494845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:23.494885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:23.494913] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:23.498267] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=37.02%) [2025-12-31T20:34:23.498559] [INFO ] [FORECASTER] Completed predict_future for VSTM [2025-12-31T20:34:23.498701] [INFO ] [sig ] VSTM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:23.641557] [INFO ] [LOCAL ] Saved forecast: VSTM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VSTM.txt [2025-12-31T20:34:23.641758] [INFO ] [sig ] [3373/3534] Completed VSTM in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 55.3s [2025-12-31T20:34:23.641799] [INFO ] [sig ] [3374/3534] Forecasting VSTS... [2025-12-31T20:34:23.641829] [INFO ] [sig ] Generating forecast for: VSTS [2025-12-31T20:34:23.641870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-12-31T20:34:23.654360] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VSTS'. [2025-12-31T20:34:23.654750] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-12-31T20:34:23.655550] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-12-31T20:34:23.655631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:23.655664] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:23.655691] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:23.655749] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:23.712355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:23.713280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:23.713366] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:23.713399] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:23.838235] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:23.838388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:23.838427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:23.838458] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:23.841854] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=58.72%) [2025-12-31T20:34:23.842139] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-12-31T20:34:23.842260] [INFO ] [sig ] VSTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:23.980340] [INFO ] [LOCAL ] Saved forecast: VSTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VSTS.txt [2025-12-31T20:34:23.980469] [INFO ] [sig ] [3374/3534] Completed VSTS in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 55.0s [2025-12-31T20:34:23.980508] [INFO ] [sig ] [3375/3534] Forecasting VTC... [2025-12-31T20:34:23.980538] [INFO ] [sig ] Generating forecast for: VTC [2025-12-31T20:34:23.980584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'. [2025-12-31T20:34:23.991914] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTC'. [2025-12-31T20:34:23.992176] [INFO ] [FORECASTER] Starting predict_future for VTC [2025-12-31T20:34:23.992960] [DEBUG] [LOCAL ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt [2025-12-31T20:34:23.993011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:23.993086] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:23.993116] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:23.993174] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:24.049827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:24.050611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:24.050689] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:24.050722] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:24.170422] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:24.170566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:24.170624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:24.170652] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:24.173937] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=54.10%) [2025-12-31T20:34:24.174233] [INFO ] [FORECASTER] Completed predict_future for VTC [2025-12-31T20:34:24.174351] [INFO ] [sig ] VTC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:24.313511] [INFO ] [LOCAL ] Saved forecast: VTC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VTC.txt [2025-12-31T20:34:24.313659] [INFO ] [sig ] [3375/3534] Completed VTC in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 54.6s [2025-12-31T20:34:24.313701] [INFO ] [sig ] [3376/3534] Forecasting VTEX... [2025-12-31T20:34:24.313730] [INFO ] [sig ] Generating forecast for: VTEX [2025-12-31T20:34:24.313759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-12-31T20:34:24.325077] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTEX'. [2025-12-31T20:34:24.325347] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-12-31T20:34:24.326138] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-12-31T20:34:24.326202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:24.326235] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:24.326262] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:24.326319] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:24.383102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:24.383806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:24.383883] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:24.383914] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:24.498637] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:24.498792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:24.498831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:24.498860] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:24.502198] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=80.42%) [2025-12-31T20:34:24.502480] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-12-31T20:34:24.502623] [INFO ] [sig ] VTEX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:24.641539] [INFO ] [LOCAL ] Saved forecast: VTEX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VTEX.txt [2025-12-31T20:34:24.641707] [INFO ] [sig ] [3376/3534] Completed VTEX in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 54.3s [2025-12-31T20:34:24.641747] [INFO ] [sig ] [3377/3534] Forecasting VTIP... [2025-12-31T20:34:24.641777] [INFO ] [sig ] Generating forecast for: VTIP [2025-12-31T20:34:24.641814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'. [2025-12-31T20:34:24.654790] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTIP'. [2025-12-31T20:34:24.655227] [INFO ] [FORECASTER] Starting predict_future for VTIP [2025-12-31T20:34:24.656142] [DEBUG] [LOCAL ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt [2025-12-31T20:34:24.656198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:24.656234] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:24.656262] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:24.656321] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:24.718185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:24.719126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:24.719211] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:24.719285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:24.845886] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:24.846032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:24.846072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:24.846102] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:24.850037] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=62.75%) [2025-12-31T20:34:24.850363] [INFO ] [FORECASTER] Completed predict_future for VTIP [2025-12-31T20:34:24.850494] [INFO ] [sig ] VTIP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:24.999098] [INFO ] [LOCAL ] Saved forecast: VTIP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VTIP.txt [2025-12-31T20:34:24.999295] [INFO ] [sig ] [3377/3534] Completed VTIP in 0.4s | 2.91 sym/s | Total: 19.3m | ETA: 53.9s [2025-12-31T20:34:24.999347] [INFO ] [sig ] [3378/3534] Forecasting VTMX... [2025-12-31T20:34:24.999378] [INFO ] [sig ] Generating forecast for: VTMX [2025-12-31T20:34:24.999411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-12-31T20:34:25.011594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTMX'. [2025-12-31T20:34:25.011942] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-12-31T20:34:25.012910] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-12-31T20:34:25.012966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:25.012999] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:25.013026] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:25.013086] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:25.068823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:25.069545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:25.069645] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:25.069678] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:25.191466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:25.191671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:25.191740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:25.191808] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:25.195247] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=36.80%) [2025-12-31T20:34:25.195535] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-12-31T20:34:25.195678] [INFO ] [sig ] VTMX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:25.333051] [INFO ] [LOCAL ] Saved forecast: VTMX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VTMX.txt [2025-12-31T20:34:25.333189] [INFO ] [sig ] [3378/3534] Completed VTMX in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 53.6s [2025-12-31T20:34:25.333230] [INFO ] [sig ] [3379/3534] Forecasting VTN... [2025-12-31T20:34:25.333260] [INFO ] [sig ] Generating forecast for: VTN [2025-12-31T20:34:25.333291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-12-31T20:34:25.344966] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTN'. [2025-12-31T20:34:25.345264] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-12-31T20:34:25.346089] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-12-31T20:34:25.346143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:25.346177] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:25.346205] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:25.346265] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:25.402701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:25.403454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:25.403535] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:25.403570] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:25.518029] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:25.518178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:25.518217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:25.518246] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:25.521649] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=71.68%) [2025-12-31T20:34:25.521932] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-12-31T20:34:25.522053] [INFO ] [sig ] VTN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:25.659489] [INFO ] [LOCAL ] Saved forecast: VTN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VTN.txt [2025-12-31T20:34:25.659642] [INFO ] [sig ] [3379/3534] Completed VTN in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 53.2s [2025-12-31T20:34:25.659692] [INFO ] [sig ] [3380/3534] Forecasting VTOL... [2025-12-31T20:34:25.659722] [INFO ] [sig ] Generating forecast for: VTOL [2025-12-31T20:34:25.659752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-12-31T20:34:25.671075] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTOL'. [2025-12-31T20:34:25.671368] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-12-31T20:34:25.672165] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-12-31T20:34:25.672217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:25.672248] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:25.672274] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:25.672332] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:25.727907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:25.728552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:25.728646] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:25.728679] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:25.842401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:25.842547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:25.842602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:25.842635] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:25.845937] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-12-31T20:34:25.846217] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-12-31T20:34:25.846342] [INFO ] [sig ] VTOL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:25.983047] [INFO ] [LOCAL ] Saved forecast: VTOL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VTOL.txt [2025-12-31T20:34:25.983186] [INFO ] [sig ] [3380/3534] Completed VTOL in 0.3s | 2.91 sym/s | Total: 19.3m | ETA: 52.9s [2025-12-31T20:34:25.983225] [INFO ] [sig ] [3381/3534] Forecasting VTRS... [2025-12-31T20:34:25.983254] [INFO ] [sig ] Generating forecast for: VTRS [2025-12-31T20:34:25.983285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'. [2025-12-31T20:34:25.994696] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTRS'. [2025-12-31T20:34:25.994977] [INFO ] [FORECASTER] Starting predict_future for VTRS [2025-12-31T20:34:25.995786] [DEBUG] [LOCAL ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt [2025-12-31T20:34:25.995838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:25.995869] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:25.995895] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:25.995953] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:26.051686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:26.052356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:26.052441] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:26.052473] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:26.171249] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:26.171391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:26.171431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:26.171459] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:26.174801] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=85.13%) [2025-12-31T20:34:26.175101] [INFO ] [FORECASTER] Completed predict_future for VTRS [2025-12-31T20:34:26.175220] [INFO ] [sig ] VTRS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:26.313796] [INFO ] [LOCAL ] Saved forecast: VTRS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VTRS.txt [2025-12-31T20:34:26.313939] [INFO ] [sig ] [3381/3534] Completed VTRS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 52.5s [2025-12-31T20:34:26.313978] [INFO ] [sig ] [3382/3534] Forecasting VTS... [2025-12-31T20:34:26.314008] [INFO ] [sig ] Generating forecast for: VTS [2025-12-31T20:34:26.314037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-12-31T20:34:26.325174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTS'. [2025-12-31T20:34:26.325476] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-12-31T20:34:26.326261] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-12-31T20:34:26.326313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:26.326345] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:26.326371] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:26.326428] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:26.382936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:26.383686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:26.383766] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:26.383798] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:26.499483] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:26.499655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:26.499697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:26.499727] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:26.503092] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=99.59%) [2025-12-31T20:34:26.503374] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-12-31T20:34:26.503497] [INFO ] [sig ] VTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:26.642333] [INFO ] [LOCAL ] Saved forecast: VTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VTS.txt [2025-12-31T20:34:26.642494] [INFO ] [sig ] [3382/3534] Completed VTS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 52.2s [2025-12-31T20:34:26.642536] [INFO ] [sig ] [3383/3534] Forecasting VTSI... [2025-12-31T20:34:26.642566] [INFO ] [sig ] Generating forecast for: VTSI [2025-12-31T20:34:26.642621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'. [2025-12-31T20:34:26.653895] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTSI'. [2025-12-31T20:34:26.654255] [INFO ] [FORECASTER] Starting predict_future for VTSI [2025-12-31T20:34:26.655054] [DEBUG] [LOCAL ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt [2025-12-31T20:34:26.655106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:26.655138] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:26.655165] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:26.655222] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:26.714612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:26.715505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:26.715604] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:26.715639] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:26.833856] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:26.833961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:26.834029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:26.834059] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:26.837445] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=13.06%) [2025-12-31T20:34:26.837774] [INFO ] [FORECASTER] Completed predict_future for VTSI [2025-12-31T20:34:26.837902] [INFO ] [sig ] VTSI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:26.975588] [INFO ] [LOCAL ] Saved forecast: VTSI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VTSI.txt [2025-12-31T20:34:26.975734] [INFO ] [sig ] [3383/3534] Completed VTSI in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 51.9s [2025-12-31T20:34:26.975773] [INFO ] [sig ] [3384/3534] Forecasting VTWG... [2025-12-31T20:34:26.975802] [INFO ] [sig ] Generating forecast for: VTWG [2025-12-31T20:34:26.975831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'. [2025-12-31T20:34:26.987237] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWG'. [2025-12-31T20:34:26.987520] [INFO ] [FORECASTER] Starting predict_future for VTWG [2025-12-31T20:34:26.988321] [DEBUG] [LOCAL ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt [2025-12-31T20:34:26.988372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:26.988403] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:26.988428] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:26.988483] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:27.044231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:27.044887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:27.044966] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:27.044998] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:27.161718] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:27.161871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:27.161911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:27.161938] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:27.165230] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=13.80%) [2025-12-31T20:34:27.165512] [INFO ] [FORECASTER] Completed predict_future for VTWG [2025-12-31T20:34:27.165656] [INFO ] [sig ] VTWG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:27.303076] [INFO ] [LOCAL ] Saved forecast: VTWG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VTWG.txt [2025-12-31T20:34:27.303208] [INFO ] [sig ] [3384/3534] Completed VTWG in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 51.5s [2025-12-31T20:34:27.303246] [INFO ] [sig ] [3385/3534] Forecasting VTWO... [2025-12-31T20:34:27.303276] [INFO ] [sig ] Generating forecast for: VTWO [2025-12-31T20:34:27.303306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'. [2025-12-31T20:34:27.315138] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTWO'. [2025-12-31T20:34:27.315438] [INFO ] [FORECASTER] Starting predict_future for VTWO [2025-12-31T20:34:27.316215] [DEBUG] [LOCAL ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt [2025-12-31T20:34:27.316267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:27.316298] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:27.316325] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:27.316383] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:27.371520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:27.372151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:27.372251] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:27.372284] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:27.490237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:27.490394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:27.490434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:27.490464] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:27.493864] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: UP (p=80.72%) [2025-12-31T20:34:27.494146] [INFO ] [FORECASTER] Completed predict_future for VTWO [2025-12-31T20:34:27.494266] [INFO ] [sig ] VTWO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:27.630687] [INFO ] [LOCAL ] Saved forecast: VTWO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VTWO.txt [2025-12-31T20:34:27.630813] [INFO ] [sig ] [3385/3534] Completed VTWO in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 51.2s [2025-12-31T20:34:27.630851] [INFO ] [sig ] [3386/3534] Forecasting VTYX... [2025-12-31T20:34:27.630881] [INFO ] [sig ] Generating forecast for: VTYX [2025-12-31T20:34:27.630911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'. [2025-12-31T20:34:27.642289] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VTYX'. [2025-12-31T20:34:27.642595] [INFO ] [FORECASTER] Starting predict_future for VTYX [2025-12-31T20:34:27.643353] [DEBUG] [LOCAL ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt [2025-12-31T20:34:27.643404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:27.643435] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:27.643462] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:27.643523] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:27.699548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:27.700185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:27.700263] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:27.700294] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:27.819627] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:27.819778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:27.819816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:27.819844] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:27.823151] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: DOWN (p=8.26%) [2025-12-31T20:34:27.823433] [INFO ] [FORECASTER] Completed predict_future for VTYX [2025-12-31T20:34:27.823553] [INFO ] [sig ] VTYX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:27.961459] [INFO ] [LOCAL ] Saved forecast: VTYX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VTYX.txt [2025-12-31T20:34:27.961626] [INFO ] [sig ] [3386/3534] Completed VTYX in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 50.8s [2025-12-31T20:34:27.961668] [INFO ] [sig ] [3387/3534] Forecasting VUZI... [2025-12-31T20:34:27.961698] [INFO ] [sig ] Generating forecast for: VUZI [2025-12-31T20:34:27.961730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'. [2025-12-31T20:34:27.973185] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VUZI'. [2025-12-31T20:34:27.973472] [INFO ] [FORECASTER] Starting predict_future for VUZI [2025-12-31T20:34:27.974242] [DEBUG] [LOCAL ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt [2025-12-31T20:34:27.974293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:27.974336] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:27.974364] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:27.974422] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:28.030273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:28.030928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:28.031005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:28.031038] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:28.151623] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:28.151779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:28.151818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:28.151847] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:28.155169] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=92.42%) [2025-12-31T20:34:28.155452] [INFO ] [FORECASTER] Completed predict_future for VUZI [2025-12-31T20:34:28.155594] [INFO ] [sig ] VUZI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:28.299336] [INFO ] [LOCAL ] Saved forecast: VUZI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VUZI.txt [2025-12-31T20:34:28.299473] [INFO ] [sig ] [3387/3534] Completed VUZI in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 50.5s [2025-12-31T20:34:28.299513] [INFO ] [sig ] [3388/3534] Forecasting VVOS... [2025-12-31T20:34:28.299542] [INFO ] [sig ] Generating forecast for: VVOS [2025-12-31T20:34:28.299588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'. [2025-12-31T20:34:28.310631] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVOS'. [2025-12-31T20:34:28.310889] [INFO ] [FORECASTER] Starting predict_future for VVOS [2025-12-31T20:34:28.311706] [DEBUG] [LOCAL ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt [2025-12-31T20:34:28.311759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:28.311791] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:28.311818] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:28.311876] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:28.368753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:28.369369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:28.369443] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:28.369479] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:28.482134] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:28.482296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:28.482337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:28.482366] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:28.485742] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=61.19%) [2025-12-31T20:34:28.486022] [INFO ] [FORECASTER] Completed predict_future for VVOS [2025-12-31T20:34:28.486142] [INFO ] [sig ] VVOS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:28.625451] [INFO ] [LOCAL ] Saved forecast: VVOS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VVOS.txt [2025-12-31T20:34:28.625613] [INFO ] [sig ] [3388/3534] Completed VVOS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 50.1s [2025-12-31T20:34:28.625659] [INFO ] [sig ] [3389/3534] Forecasting VVX... [2025-12-31T20:34:28.625688] [INFO ] [sig ] Generating forecast for: VVX [2025-12-31T20:34:28.625718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-12-31T20:34:28.637891] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VVX'. [2025-12-31T20:34:28.638217] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-12-31T20:34:28.639020] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-12-31T20:34:28.639072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:28.639105] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:28.639132] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:28.639189] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:28.697266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:28.697943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:28.698024] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:28.698057] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:28.818214] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:28.818372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:28.818412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:28.818440] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:28.821830] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=29.07%) [2025-12-31T20:34:28.822113] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-12-31T20:34:28.822234] [INFO ] [sig ] VVX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:28.962004] [INFO ] [LOCAL ] Saved forecast: VVX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VVX.txt [2025-12-31T20:34:28.962155] [INFO ] [sig ] [3389/3534] Completed VVX in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 49.8s [2025-12-31T20:34:28.962195] [INFO ] [sig ] [3390/3534] Forecasting VWOB... [2025-12-31T20:34:28.962225] [INFO ] [sig ] Generating forecast for: VWOB [2025-12-31T20:34:28.962255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'. [2025-12-31T20:34:28.973568] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VWOB'. [2025-12-31T20:34:28.973875] [INFO ] [FORECASTER] Starting predict_future for VWOB [2025-12-31T20:34:28.974655] [DEBUG] [LOCAL ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt [2025-12-31T20:34:28.974707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:28.974738] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:28.974766] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:28.974823] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:29.031229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:29.031963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:29.032042] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:29.032077] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:29.159004] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:29.159154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:29.159193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:29.159223] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:29.162655] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=49.93%) [2025-12-31T20:34:29.162938] [INFO ] [FORECASTER] Completed predict_future for VWOB [2025-12-31T20:34:29.163058] [INFO ] [sig ] VWOB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:29.303782] [INFO ] [LOCAL ] Saved forecast: VWOB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VWOB.txt [2025-12-31T20:34:29.303918] [INFO ] [sig ] [3390/3534] Completed VWOB in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 49.5s [2025-12-31T20:34:29.303964] [INFO ] [sig ] [3391/3534] Forecasting VXUS... [2025-12-31T20:34:29.303995] [INFO ] [sig ] Generating forecast for: VXUS [2025-12-31T20:34:29.304025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'. [2025-12-31T20:34:29.315341] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VXUS'. [2025-12-31T20:34:29.315653] [INFO ] [FORECASTER] Starting predict_future for VXUS [2025-12-31T20:34:29.316406] [DEBUG] [LOCAL ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt [2025-12-31T20:34:29.316457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:29.316489] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:29.316516] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:29.316594] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:29.373129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:29.373877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:29.373958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:29.373991] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:29.496773] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:29.496934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:29.496974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:29.497004] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:29.500384] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=90.89%) [2025-12-31T20:34:29.500697] [INFO ] [FORECASTER] Completed predict_future for VXUS [2025-12-31T20:34:29.500824] [INFO ] [sig ] VXUS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:29.639158] [INFO ] [LOCAL ] Saved forecast: VXUS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VXUS.txt [2025-12-31T20:34:29.639357] [INFO ] [sig ] [3391/3534] Completed VXUS in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 49.1s [2025-12-31T20:34:29.639404] [INFO ] [sig ] [3392/3534] Forecasting VYMI... [2025-12-31T20:34:29.639434] [INFO ] [sig ] Generating forecast for: VYMI [2025-12-31T20:34:29.639465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'. [2025-12-31T20:34:29.651098] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYMI'. [2025-12-31T20:34:29.651384] [INFO ] [FORECASTER] Starting predict_future for VYMI [2025-12-31T20:34:29.652164] [DEBUG] [LOCAL ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt [2025-12-31T20:34:29.652215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:29.652272] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:29.652300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:29.652358] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:29.708521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:29.709204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:29.709310] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:29.709352] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:29.826636] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:29.826791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:29.826830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:29.826859] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:29.830250] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=26.01%) [2025-12-31T20:34:29.830540] [INFO ] [FORECASTER] Completed predict_future for VYMI [2025-12-31T20:34:29.830709] [INFO ] [sig ] VYMI: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:29.969372] [INFO ] [LOCAL ] Saved forecast: VYMI 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/VYMI.txt [2025-12-31T20:34:29.969497] [INFO ] [sig ] [3392/3534] Completed VYMI in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 48.8s [2025-12-31T20:34:29.969536] [INFO ] [sig ] [3393/3534] Forecasting VYX... [2025-12-31T20:34:29.969568] [INFO ] [sig ] Generating forecast for: VYX [2025-12-31T20:34:29.969627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-12-31T20:34:29.981199] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VYX'. [2025-12-31T20:34:29.981475] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-12-31T20:34:29.982261] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-12-31T20:34:29.982312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:29.982343] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:29.982369] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:29.982425] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:30.039327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:30.040208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:30.040286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:30.040318] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:30.162015] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:30.162153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:30.162194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:30.162234] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:30.165510] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=96.81%) [2025-12-31T20:34:30.165811] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-12-31T20:34:30.165932] [INFO ] [sig ] VYX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:30.304472] [INFO ] [LOCAL ] Saved forecast: VYX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VYX.txt [2025-12-31T20:34:30.304608] [INFO ] [sig ] [3393/3534] Completed VYX in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 48.4s [2025-12-31T20:34:30.304648] [INFO ] [sig ] [3394/3534] Forecasting VZ... [2025-12-31T20:34:30.304678] [INFO ] [sig ] Generating forecast for: VZ [2025-12-31T20:34:30.304708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-12-31T20:34:30.316193] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'VZ'. [2025-12-31T20:34:30.316465] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-12-31T20:34:30.317238] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-12-31T20:34:30.317290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:30.317322] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:30.317348] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:30.317404] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:30.374252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:30.375164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:30.375246] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:30.375279] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:30.496226] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:30.496391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:30.496432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:30.496480] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:30.499972] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=54.66%) [2025-12-31T20:34:30.500268] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-12-31T20:34:30.500394] [INFO ] [sig ] VZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:30.643656] [INFO ] [LOCAL ] Saved forecast: VZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/VZ.txt [2025-12-31T20:34:30.643786] [INFO ] [sig ] [3394/3534] Completed VZ in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 48.1s [2025-12-31T20:34:30.643825] [INFO ] [sig ] [3395/3534] Forecasting WAB... [2025-12-31T20:34:30.643855] [INFO ] [sig ] Generating forecast for: WAB [2025-12-31T20:34:30.643887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-12-31T20:34:30.655810] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAB'. [2025-12-31T20:34:30.656118] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-12-31T20:34:30.656922] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-12-31T20:34:30.656975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:30.657006] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:30.657033] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:30.657090] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:30.715478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:30.716202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:30.716295] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:30.716342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:30.838629] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:30.838984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:30.839024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:30.839054] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:30.846396] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=6.09%) [2025-12-31T20:34:30.846724] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-12-31T20:34:30.846852] [INFO ] [sig ] WAB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:30.991649] [INFO ] [LOCAL ] Saved forecast: WAB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WAB.txt [2025-12-31T20:34:30.991835] [INFO ] [sig ] [3395/3534] Completed WAB in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 47.7s [2025-12-31T20:34:30.991903] [INFO ] [sig ] [3396/3534] Forecasting WABC... [2025-12-31T20:34:30.991939] [INFO ] [sig ] Generating forecast for: WABC [2025-12-31T20:34:30.991971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'. [2025-12-31T20:34:31.004662] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WABC'. [2025-12-31T20:34:31.005071] [INFO ] [FORECASTER] Starting predict_future for WABC [2025-12-31T20:34:31.005923] [DEBUG] [LOCAL ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt [2025-12-31T20:34:31.005978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:31.006011] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:31.006039] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:31.006097] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:31.064904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:31.065843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:31.065949] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:31.065984] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:31.185742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:31.185889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:31.185931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:31.185961] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:31.189504] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=35.75%) [2025-12-31T20:34:31.189872] [INFO ] [FORECASTER] Completed predict_future for WABC [2025-12-31T20:34:31.190009] [INFO ] [sig ] WABC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:31.333869] [INFO ] [LOCAL ] Saved forecast: WABC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WABC.txt [2025-12-31T20:34:31.334054] [INFO ] [sig ] [3396/3534] Completed WABC in 0.3s | 2.91 sym/s | Total: 19.4m | ETA: 47.4s [2025-12-31T20:34:31.334108] [INFO ] [sig ] [3397/3534] Forecasting WAFD... [2025-12-31T20:34:31.334139] [INFO ] [sig ] Generating forecast for: WAFD [2025-12-31T20:34:31.334170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'. [2025-12-31T20:34:31.347475] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFD'. [2025-12-31T20:34:31.348013] [INFO ] [FORECASTER] Starting predict_future for WAFD [2025-12-31T20:34:31.349338] [DEBUG] [LOCAL ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt [2025-12-31T20:34:31.349418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:31.349472] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:31.349520] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:31.349641] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:31.432500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:31.433478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:31.433595] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:31.433633] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:31.565115] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:31.565294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:31.565346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:31.565376] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:31.569568] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=82.38%) [2025-12-31T20:34:31.570044] [INFO ] [FORECASTER] Completed predict_future for WAFD [2025-12-31T20:34:31.570249] [INFO ] [sig ] WAFD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:31.739292] [INFO ] [LOCAL ] Saved forecast: WAFD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WAFD.txt [2025-12-31T20:34:31.739526] [INFO ] [sig ] [3397/3534] Completed WAFD in 0.4s | 2.91 sym/s | Total: 19.4m | ETA: 47.0s [2025-12-31T20:34:31.739611] [INFO ] [sig ] [3398/3534] Forecasting WAFDP... [2025-12-31T20:34:31.739661] [INFO ] [sig ] Generating forecast for: WAFDP [2025-12-31T20:34:31.739711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'. [2025-12-31T20:34:31.753268] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'. [2025-12-31T20:34:31.753812] [INFO ] [FORECASTER] Starting predict_future for WAFDP [2025-12-31T20:34:31.755094] [DEBUG] [LOCAL ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt [2025-12-31T20:34:31.755200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:31.755256] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:31.755328] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:31.755411] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:31.823756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:31.824789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:31.824882] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:31.824917] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:31.951096] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:31.951296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:31.951362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:31.951415] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:31.956513] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=1.82%) [2025-12-31T20:34:31.956987] [INFO ] [FORECASTER] Completed predict_future for WAFDP [2025-12-31T20:34:31.957160] [INFO ] [sig ] WAFDP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:32.140452] [INFO ] [LOCAL ] Saved forecast: WAFDP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WAFDP.txt [2025-12-31T20:34:32.140704] [INFO ] [sig ] [3398/3534] Completed WAFDP in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 46.7s [2025-12-31T20:34:32.140772] [INFO ] [sig ] [3399/3534] Forecasting WAL... [2025-12-31T20:34:32.140821] [INFO ] [sig ] Generating forecast for: WAL [2025-12-31T20:34:32.140869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-12-31T20:34:32.156803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAL'. [2025-12-31T20:34:32.157220] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-12-31T20:34:32.158100] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-12-31T20:34:32.158153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:32.158188] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:32.158215] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:32.158272] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:32.219520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:32.220485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:32.220604] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:32.220642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:32.342468] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:32.342650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:32.342695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:32.342724] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:32.346205] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=37.29%) [2025-12-31T20:34:32.346528] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-12-31T20:34:32.346687] [INFO ] [sig ] WAL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:32.486851] [INFO ] [LOCAL ] Saved forecast: WAL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WAL.txt [2025-12-31T20:34:32.487003] [INFO ] [sig ] [3399/3534] Completed WAL in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 46.4s [2025-12-31T20:34:32.487044] [INFO ] [sig ] [3400/3534] Forecasting WALD... [2025-12-31T20:34:32.487074] [INFO ] [sig ] Generating forecast for: WALD [2025-12-31T20:34:32.487104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'. [2025-12-31T20:34:32.498911] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WALD'. [2025-12-31T20:34:32.499314] [INFO ] [FORECASTER] Starting predict_future for WALD [2025-12-31T20:34:32.500175] [DEBUG] [LOCAL ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt [2025-12-31T20:34:32.500230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:32.500264] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:32.500291] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:32.500349] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:32.559698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:32.560648] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:32.560735] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:32.560771] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:32.676368] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:32.676526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:32.676584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:32.676616] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:32.680056] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=81.34%) [2025-12-31T20:34:32.680341] [INFO ] [FORECASTER] Completed predict_future for WALD [2025-12-31T20:34:32.680460] [INFO ] [sig ] WALD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:32.821753] [INFO ] [LOCAL ] Saved forecast: WALD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WALD.txt [2025-12-31T20:34:32.821891] [INFO ] [sig ] [3400/3534] Completed WALD in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 46.0s [2025-12-31T20:34:32.821932] [INFO ] [sig ] [3401/3534] Forecasting WASH... [2025-12-31T20:34:32.821961] [INFO ] [sig ] Generating forecast for: WASH [2025-12-31T20:34:32.821991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'. [2025-12-31T20:34:32.833718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WASH'. [2025-12-31T20:34:32.834026] [INFO ] [FORECASTER] Starting predict_future for WASH [2025-12-31T20:34:32.834865] [DEBUG] [LOCAL ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt [2025-12-31T20:34:32.834916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:32.834948] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:32.834974] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:32.835030] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:32.891962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:32.892707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:32.892790] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:32.892821] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:33.009924] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:33.010045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:33.010081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:33.010109] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:33.013688] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=11.14%) [2025-12-31T20:34:33.013979] [INFO ] [FORECASTER] Completed predict_future for WASH [2025-12-31T20:34:33.014104] [INFO ] [sig ] WASH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:33.154438] [INFO ] [LOCAL ] Saved forecast: WASH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WASH.txt [2025-12-31T20:34:33.154560] [INFO ] [sig ] [3401/3534] Completed WASH in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 45.7s [2025-12-31T20:34:33.154615] [INFO ] [sig ] [3402/3534] Forecasting WAVE... [2025-12-31T20:34:33.154653] [INFO ] [sig ] Generating forecast for: WAVE [2025-12-31T20:34:33.154684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'. [2025-12-31T20:34:33.165608] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAVE'. [2025-12-31T20:34:33.165886] [INFO ] [FORECASTER] Starting predict_future for WAVE [2025-12-31T20:34:33.166666] [DEBUG] [LOCAL ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt [2025-12-31T20:34:33.166719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:33.166753] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:33.166780] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:33.166837] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:33.223094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:33.223755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:33.223858] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:33.223890] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:33.332377] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:33.332533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:33.332590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:33.332623] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:33.335953] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=78.37%) [2025-12-31T20:34:33.336235] [INFO ] [FORECASTER] Completed predict_future for WAVE [2025-12-31T20:34:33.336355] [INFO ] [sig ] WAVE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:33.474405] [INFO ] [LOCAL ] Saved forecast: WAVE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WAVE.txt [2025-12-31T20:34:33.474530] [INFO ] [sig ] [3402/3534] Completed WAVE in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 45.3s [2025-12-31T20:34:33.474586] [INFO ] [sig ] [3403/3534] Forecasting WAY... [2025-12-31T20:34:33.474620] [INFO ] [sig ] Generating forecast for: WAY [2025-12-31T20:34:33.474650] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'. [2025-12-31T20:34:33.485962] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WAY'. [2025-12-31T20:34:33.486252] [INFO ] [FORECASTER] Starting predict_future for WAY [2025-12-31T20:34:33.487033] [DEBUG] [LOCAL ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt [2025-12-31T20:34:33.487085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:33.487117] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:33.487144] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:33.487201] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:33.543175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:33.543857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:33.543933] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:33.543965] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:33.666586] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:33.666740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:33.666779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:33.666808] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:33.670183] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=51.06%) [2025-12-31T20:34:33.670462] [INFO ] [FORECASTER] Completed predict_future for WAY [2025-12-31T20:34:33.670600] [INFO ] [sig ] WAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:33.809995] [INFO ] [LOCAL ] Saved forecast: WAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WAY.txt [2025-12-31T20:34:33.810137] [INFO ] [sig ] [3403/3534] Completed WAY in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 45.0s [2025-12-31T20:34:33.810177] [INFO ] [sig ] [3404/3534] Forecasting WB... [2025-12-31T20:34:33.810206] [INFO ] [sig ] Generating forecast for: WB [2025-12-31T20:34:33.810236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'. [2025-12-31T20:34:33.821286] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WB'. [2025-12-31T20:34:33.821613] [INFO ] [FORECASTER] Starting predict_future for WB [2025-12-31T20:34:33.822375] [DEBUG] [LOCAL ] No optimal features file found for WB: ./output/feature-sets/WB.txt [2025-12-31T20:34:33.822426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:33.822458] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:33.822484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:33.822541] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:33.879702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:33.880449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:33.880528] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:33.880561] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:34.003900] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:34.004059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:34.004101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:34.004130] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:34.007505] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=92.03%) [2025-12-31T20:34:34.007815] [INFO ] [FORECASTER] Completed predict_future for WB [2025-12-31T20:34:34.007938] [INFO ] [sig ] WB: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:34.145723] [INFO ] [LOCAL ] Saved forecast: WB 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WB.txt [2025-12-31T20:34:34.145885] [INFO ] [sig ] [3404/3534] Completed WB in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 44.6s [2025-12-31T20:34:34.145928] [INFO ] [sig ] [3405/3534] Forecasting WBD... [2025-12-31T20:34:34.145957] [INFO ] [sig ] Generating forecast for: WBD [2025-12-31T20:34:34.145987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'. [2025-12-31T20:34:34.157844] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBD'. [2025-12-31T20:34:34.158175] [INFO ] [FORECASTER] Starting predict_future for WBD [2025-12-31T20:34:34.158977] [DEBUG] [LOCAL ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt [2025-12-31T20:34:34.159030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:34.159063] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:34.159089] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:34.159145] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:34.220023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:34.220952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:34.221037] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:34.221070] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:34.347846] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:34.348006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:34.348047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:34.348079] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:34.351605] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=17.40%) [2025-12-31T20:34:34.351895] [INFO ] [FORECASTER] Completed predict_future for WBD [2025-12-31T20:34:34.352016] [INFO ] [sig ] WBD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:34.563234] [INFO ] [LOCAL ] Saved forecast: WBD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WBD.txt [2025-12-31T20:34:34.563423] [INFO ] [sig ] [3405/3534] Completed WBD in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 44.3s [2025-12-31T20:34:34.563465] [INFO ] [sig ] [3406/3534] Forecasting WBIY... [2025-12-31T20:34:34.563499] [INFO ] [sig ] Generating forecast for: WBIY [2025-12-31T20:34:34.563530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'. [2025-12-31T20:34:34.573710] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBIY'. [2025-12-31T20:34:34.574104] [INFO ] [FORECASTER] Starting predict_future for WBIY [2025-12-31T20:34:34.574997] [DEBUG] [LOCAL ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt [2025-12-31T20:34:34.575052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:34.575084] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:34.575112] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:34.575169] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:34.632107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:34.633058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:34.633143] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:34.633176] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:34.731841] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:34.732009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:34.732049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:34.732078] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:34.735541] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: DOWN (p=28.51%) [2025-12-31T20:34:34.735973] [INFO ] [FORECASTER] Completed predict_future for WBIY [2025-12-31T20:34:34.736116] [INFO ] [sig ] WBIY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:34.878532] [INFO ] [LOCAL ] Saved forecast: WBIY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WBIY.txt [2025-12-31T20:34:34.878720] [INFO ] [sig ] [3406/3534] Completed WBIY in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 44.0s [2025-12-31T20:34:34.878764] [INFO ] [sig ] [3407/3534] Forecasting WBS... [2025-12-31T20:34:34.878797] [INFO ] [sig ] Generating forecast for: WBS [2025-12-31T20:34:34.878829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-12-31T20:34:34.891205] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBS'. [2025-12-31T20:34:34.891559] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-12-31T20:34:34.892370] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-12-31T20:34:34.892424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:34.892456] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:34.892484] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:34.892542] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:34.953796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:34.954608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:34.954691] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:34.954726] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:35.078304] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:35.078461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:35.078512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:35.078552] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:35.081990] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=2.05%) [2025-12-31T20:34:35.082282] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-12-31T20:34:35.082407] [INFO ] [sig ] WBS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:35.227480] [INFO ] [LOCAL ] Saved forecast: WBS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WBS.txt [2025-12-31T20:34:35.227685] [INFO ] [sig ] [3407/3534] Completed WBS in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 43.6s [2025-12-31T20:34:35.227729] [INFO ] [sig ] [3408/3534] Forecasting WBTN... [2025-12-31T20:34:35.227758] [INFO ] [sig ] Generating forecast for: WBTN [2025-12-31T20:34:35.227789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'. [2025-12-31T20:34:35.240352] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBTN'. [2025-12-31T20:34:35.240784] [INFO ] [FORECASTER] Starting predict_future for WBTN [2025-12-31T20:34:35.241654] [DEBUG] [LOCAL ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt [2025-12-31T20:34:35.241707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:35.241740] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:35.241768] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:35.241826] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:35.302205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:35.303144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:35.303243] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:35.303285] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:35.432661] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:35.432830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:35.432870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:35.432900] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:35.436375] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=20.51%) [2025-12-31T20:34:35.436721] [INFO ] [FORECASTER] Completed predict_future for WBTN [2025-12-31T20:34:35.436852] [INFO ] [sig ] WBTN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:35.588192] [INFO ] [LOCAL ] Saved forecast: WBTN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WBTN.txt [2025-12-31T20:34:35.588368] [INFO ] [sig ] [3408/3534] Completed WBTN in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 43.3s [2025-12-31T20:34:35.588421] [INFO ] [sig ] [3409/3534] Forecasting WBX... [2025-12-31T20:34:35.588459] [INFO ] [sig ] Generating forecast for: WBX [2025-12-31T20:34:35.588492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-12-31T20:34:35.600496] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WBX'. [2025-12-31T20:34:35.600925] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-12-31T20:34:35.601792] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-12-31T20:34:35.601846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:35.601906] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:35.601936] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:35.602010] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:35.660600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:35.661478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:35.661591] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:35.661629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:35.784880] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:35.785041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:35.785083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:35.785112] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:35.788557] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=3.50%) [2025-12-31T20:34:35.788869] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-12-31T20:34:35.788994] [INFO ] [sig ] WBX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:35.931686] [INFO ] [LOCAL ] Saved forecast: WBX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WBX.txt [2025-12-31T20:34:35.931822] [INFO ] [sig ] [3409/3534] Completed WBX in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 42.9s [2025-12-31T20:34:35.931861] [INFO ] [sig ] [3410/3534] Forecasting WCC... [2025-12-31T20:34:35.931892] [INFO ] [sig ] Generating forecast for: WCC [2025-12-31T20:34:35.931922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-12-31T20:34:35.943054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCC'. [2025-12-31T20:34:35.943383] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-12-31T20:34:35.944176] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-12-31T20:34:35.944228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:35.944260] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:35.944286] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:35.944342] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:36.000497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:36.001389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:36.001472] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:36.001505] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:36.126397] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:36.126559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:36.126620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:36.126649] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:36.130142] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=14.91%) [2025-12-31T20:34:36.130457] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-12-31T20:34:36.130610] [INFO ] [sig ] WCC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:36.271028] [INFO ] [LOCAL ] Saved forecast: WCC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WCC.txt [2025-12-31T20:34:36.271181] [INFO ] [sig ] [3410/3534] Completed WCC in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 42.6s [2025-12-31T20:34:36.271220] [INFO ] [sig ] [3411/3534] Forecasting WCLD... [2025-12-31T20:34:36.271249] [INFO ] [sig ] Generating forecast for: WCLD [2025-12-31T20:34:36.271279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'. [2025-12-31T20:34:36.284054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WCLD'. [2025-12-31T20:34:36.284460] [INFO ] [FORECASTER] Starting predict_future for WCLD [2025-12-31T20:34:36.285310] [DEBUG] [LOCAL ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt [2025-12-31T20:34:36.285376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:36.285412] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:36.285440] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:36.285500] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:36.344817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:36.345688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:36.345774] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:36.345808] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:36.465692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:36.465845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:36.465886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:36.465916] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:36.469330] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=26.11%) [2025-12-31T20:34:36.469638] [INFO ] [FORECASTER] Completed predict_future for WCLD [2025-12-31T20:34:36.469763] [INFO ] [sig ] WCLD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:36.609351] [INFO ] [LOCAL ] Saved forecast: WCLD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WCLD.txt [2025-12-31T20:34:36.609479] [INFO ] [sig ] [3411/3534] Completed WCLD in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 42.2s [2025-12-31T20:34:36.609521] [INFO ] [sig ] [3412/3534] Forecasting WD... [2025-12-31T20:34:36.609552] [INFO ] [sig ] Generating forecast for: WD [2025-12-31T20:34:36.609602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-12-31T20:34:36.620796] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WD'. [2025-12-31T20:34:36.621083] [INFO ] [FORECASTER] Starting predict_future for WD [2025-12-31T20:34:36.621889] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-12-31T20:34:36.621943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:36.621976] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:36.622004] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:36.622063] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:36.679703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:36.680391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:36.680469] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:36.680501] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:36.801193] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:36.801387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:36.801444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:36.801517] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:36.805132] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=56.25%) [2025-12-31T20:34:36.805453] [INFO ] [FORECASTER] Completed predict_future for WD [2025-12-31T20:34:36.805602] [INFO ] [sig ] WD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:36.945481] [INFO ] [LOCAL ] Saved forecast: WD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WD.txt [2025-12-31T20:34:36.945659] [INFO ] [sig ] [3412/3534] Completed WD in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 41.9s [2025-12-31T20:34:36.945702] [INFO ] [sig ] [3413/3534] Forecasting WDAY... [2025-12-31T20:34:36.945732] [INFO ] [sig ] Generating forecast for: WDAY [2025-12-31T20:34:36.945763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'. [2025-12-31T20:34:36.957240] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDAY'. [2025-12-31T20:34:36.957640] [INFO ] [FORECASTER] Starting predict_future for WDAY [2025-12-31T20:34:36.958455] [DEBUG] [LOCAL ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt [2025-12-31T20:34:36.958508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:36.958540] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:36.958588] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:36.958658] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:37.017992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:37.018784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:37.018866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:37.018901] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:37.140445] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:37.140614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:37.140657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:37.140692] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:37.144118] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: UP (p=85.69%) [2025-12-31T20:34:37.144407] [INFO ] [FORECASTER] Completed predict_future for WDAY [2025-12-31T20:34:37.144535] [INFO ] [sig ] WDAY: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:37.285053] [INFO ] [LOCAL ] Saved forecast: WDAY 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WDAY.txt [2025-12-31T20:34:37.285181] [INFO ] [sig ] [3413/3534] Completed WDAY in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 41.6s [2025-12-31T20:34:37.285221] [INFO ] [sig ] [3414/3534] Forecasting WDC... [2025-12-31T20:34:37.285251] [INFO ] [sig ] Generating forecast for: WDC [2025-12-31T20:34:37.285281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'. [2025-12-31T20:34:37.296888] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDC'. [2025-12-31T20:34:37.297190] [INFO ] [FORECASTER] Starting predict_future for WDC [2025-12-31T20:34:37.298012] [DEBUG] [LOCAL ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt [2025-12-31T20:34:37.298065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:37.298098] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:37.298126] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:37.298187] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:37.355404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:37.356090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:37.356179] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:37.356213] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:37.478265] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:37.478418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:37.478459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:37.478489] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:37.481869] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-12-31T20:34:37.482154] [INFO ] [FORECASTER] Completed predict_future for WDC [2025-12-31T20:34:37.482277] [INFO ] [sig ] WDC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:37.626093] [INFO ] [LOCAL ] Saved forecast: WDC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WDC.txt [2025-12-31T20:34:37.626257] [INFO ] [sig ] [3414/3534] Completed WDC in 0.3s | 2.91 sym/s | Total: 19.5m | ETA: 41.2s [2025-12-31T20:34:37.626314] [INFO ] [sig ] [3415/3534] Forecasting WDFC... [2025-12-31T20:34:37.626346] [INFO ] [sig ] Generating forecast for: WDFC [2025-12-31T20:34:37.626377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'. [2025-12-31T20:34:37.637994] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDFC'. [2025-12-31T20:34:37.638307] [INFO ] [FORECASTER] Starting predict_future for WDFC [2025-12-31T20:34:37.639153] [DEBUG] [LOCAL ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt [2025-12-31T20:34:37.639206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:37.639240] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:37.639302] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:37.639366] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:37.703844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:37.704903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:37.705011] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:37.705047] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:37.840548] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:37.840717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:37.840758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:37.840788] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:37.844219] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=65.10%) [2025-12-31T20:34:37.844509] [INFO ] [FORECASTER] Completed predict_future for WDFC [2025-12-31T20:34:37.844657] [INFO ] [sig ] WDFC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:37.985249] [INFO ] [LOCAL ] Saved forecast: WDFC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WDFC.txt [2025-12-31T20:34:37.985387] [INFO ] [sig ] [3415/3534] Completed WDFC in 0.4s | 2.91 sym/s | Total: 19.5m | ETA: 40.9s [2025-12-31T20:34:37.985430] [INFO ] [sig ] [3416/3534] Forecasting WDH... [2025-12-31T20:34:37.985460] [INFO ] [sig ] Generating forecast for: WDH [2025-12-31T20:34:37.985491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-12-31T20:34:37.996879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDH'. [2025-12-31T20:34:37.997198] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-12-31T20:34:37.998011] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-12-31T20:34:37.998073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:37.998116] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:37.998145] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:37.998205] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:38.054196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:38.054838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:38.054914] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:38.054945] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:38.172932] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:38.173278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:38.173318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:38.173348] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:38.177087] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=31.14%) [2025-12-31T20:34:38.177420] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-12-31T20:34:38.177546] [INFO ] [sig ] WDH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:38.322017] [INFO ] [LOCAL ] Saved forecast: WDH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WDH.txt [2025-12-31T20:34:38.322171] [INFO ] [sig ] [3416/3534] Completed WDH in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 40.5s [2025-12-31T20:34:38.322213] [INFO ] [sig ] [3417/3534] Forecasting WDI... [2025-12-31T20:34:38.322243] [INFO ] [sig ] Generating forecast for: WDI [2025-12-31T20:34:38.322286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-12-31T20:34:38.334509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDI'. [2025-12-31T20:34:38.334836] [INFO ] [FORECASTER] Starting predict_future for WDI [2025-12-31T20:34:38.335684] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-12-31T20:34:38.335736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:38.335768] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:38.335794] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:38.335864] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:38.392089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:38.392828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:38.392907] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:38.392939] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:38.513780] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:38.513933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:38.513972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:38.514000] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:38.517341] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=90.56%) [2025-12-31T20:34:38.517643] [INFO ] [FORECASTER] Completed predict_future for WDI [2025-12-31T20:34:38.517762] [INFO ] [sig ] WDI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:38.656645] [INFO ] [LOCAL ] Saved forecast: WDI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WDI.txt [2025-12-31T20:34:38.656778] [INFO ] [sig ] [3417/3534] Completed WDI in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 40.2s [2025-12-31T20:34:38.656817] [INFO ] [sig ] [3418/3534] Forecasting WDS... [2025-12-31T20:34:38.656846] [INFO ] [sig ] Generating forecast for: WDS [2025-12-31T20:34:38.656876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-12-31T20:34:38.668494] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WDS'. [2025-12-31T20:34:38.668811] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-12-31T20:34:38.669668] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-12-31T20:34:38.669723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:38.669756] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:38.669784] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:38.669844] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:38.728158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:38.729158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:38.729288] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:38.729347] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:38.848890] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:38.849041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:38.849126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:38.849161] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:38.852546] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=78.84%) [2025-12-31T20:34:38.852846] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-12-31T20:34:38.852967] [INFO ] [sig ] WDS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:38.997500] [INFO ] [LOCAL ] Saved forecast: WDS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WDS.txt [2025-12-31T20:34:38.997679] [INFO ] [sig ] [3418/3534] Completed WDS in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 39.8s [2025-12-31T20:34:38.997721] [INFO ] [sig ] [3419/3534] Forecasting WEA... [2025-12-31T20:34:38.997752] [INFO ] [sig ] Generating forecast for: WEA [2025-12-31T20:34:38.997782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-12-31T20:34:39.010207] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEA'. [2025-12-31T20:34:39.010520] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-12-31T20:34:39.011520] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-12-31T20:34:39.011596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:39.011632] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:39.011662] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:39.011722] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:39.069137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:39.069914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:39.070033] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:39.070071] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:39.181922] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:39.182064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:39.182105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:39.182134] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:39.185610] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=14.76%) [2025-12-31T20:34:39.185910] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-12-31T20:34:39.186032] [INFO ] [sig ] WEA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:39.326129] [INFO ] [LOCAL ] Saved forecast: WEA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WEA.txt [2025-12-31T20:34:39.326257] [INFO ] [sig ] [3419/3534] Completed WEA in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 39.5s [2025-12-31T20:34:39.326296] [INFO ] [sig ] [3420/3534] Forecasting WEC... [2025-12-31T20:34:39.326327] [INFO ] [sig ] Generating forecast for: WEC [2025-12-31T20:34:39.326357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-12-31T20:34:39.337880] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEC'. [2025-12-31T20:34:39.338159] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-12-31T20:34:39.338981] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-12-31T20:34:39.339038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:39.339072] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:39.339099] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:39.339159] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:39.397777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:39.398419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:39.398511] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:39.398546] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:39.520466] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:39.520635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:39.520680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:39.520711] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:39.524186] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=18.10%) [2025-12-31T20:34:39.524497] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-12-31T20:34:39.524639] [INFO ] [sig ] WEC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:39.667553] [INFO ] [LOCAL ] Saved forecast: WEC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WEC.txt [2025-12-31T20:34:39.667711] [INFO ] [sig ] [3420/3534] Completed WEC in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 39.2s [2025-12-31T20:34:39.667751] [INFO ] [sig ] [3421/3534] Forecasting WEN... [2025-12-31T20:34:39.667781] [INFO ] [sig ] Generating forecast for: WEN [2025-12-31T20:34:39.667813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'. [2025-12-31T20:34:39.678961] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEN'. [2025-12-31T20:34:39.679236] [INFO ] [FORECASTER] Starting predict_future for WEN [2025-12-31T20:34:39.680045] [DEBUG] [LOCAL ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt [2025-12-31T20:34:39.680097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:39.680129] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:39.680156] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:39.680213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:39.740971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:39.741808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:39.741894] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:39.741926] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:39.860687] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:39.860840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:39.860879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:39.860906] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:39.864274] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=98.56%) [2025-12-31T20:34:39.864590] [INFO ] [FORECASTER] Completed predict_future for WEN [2025-12-31T20:34:39.864722] [INFO ] [sig ] WEN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:40.009018] [INFO ] [LOCAL ] Saved forecast: WEN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WEN.txt [2025-12-31T20:34:40.009181] [INFO ] [sig ] [3421/3534] Completed WEN in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 38.8s [2025-12-31T20:34:40.009268] [INFO ] [sig ] [3422/3534] Forecasting WERN... [2025-12-31T20:34:40.009305] [INFO ] [sig ] Generating forecast for: WERN [2025-12-31T20:34:40.009344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'. [2025-12-31T20:34:40.021480] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WERN'. [2025-12-31T20:34:40.021838] [INFO ] [FORECASTER] Starting predict_future for WERN [2025-12-31T20:34:40.022668] [DEBUG] [LOCAL ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt [2025-12-31T20:34:40.022720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:40.022767] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:40.022798] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:40.022862] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:40.085723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:40.086630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:40.086716] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:40.086751] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:40.205099] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:40.205249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:40.205289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:40.205319] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:40.208672] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=88.40%) [2025-12-31T20:34:40.208954] [INFO ] [FORECASTER] Completed predict_future for WERN [2025-12-31T20:34:40.209075] [INFO ] [sig ] WERN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:40.347799] [INFO ] [LOCAL ] Saved forecast: WERN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WERN.txt [2025-12-31T20:34:40.347962] [INFO ] [sig ] [3422/3534] Completed WERN in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 38.5s [2025-12-31T20:34:40.348003] [INFO ] [sig ] [3423/3534] Forecasting WES... [2025-12-31T20:34:40.348033] [INFO ] [sig ] Generating forecast for: WES [2025-12-31T20:34:40.348063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-12-31T20:34:40.359530] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WES'. [2025-12-31T20:34:40.359847] [INFO ] [FORECASTER] Starting predict_future for WES [2025-12-31T20:34:40.360646] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-12-31T20:34:40.360697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:40.360730] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:40.360757] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:40.360814] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:40.418602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:40.419356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:40.419439] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:40.419474] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:40.537065] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:40.537213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:40.537251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:40.537281] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:40.540692] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=60.64%) [2025-12-31T20:34:40.541012] [INFO ] [FORECASTER] Completed predict_future for WES [2025-12-31T20:34:40.541141] [INFO ] [sig ] WES: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:40.682877] [INFO ] [LOCAL ] Saved forecast: WES 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WES.txt [2025-12-31T20:34:40.683019] [INFO ] [sig ] [3423/3534] Completed WES in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 38.1s [2025-12-31T20:34:40.683059] [INFO ] [sig ] [3424/3534] Forecasting WEX... [2025-12-31T20:34:40.683089] [INFO ] [sig ] Generating forecast for: WEX [2025-12-31T20:34:40.683120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-12-31T20:34:40.695074] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEX'. [2025-12-31T20:34:40.695378] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-12-31T20:34:40.696174] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-12-31T20:34:40.696225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:40.696257] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:40.696284] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:40.696341] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:40.752538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:40.753258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:40.753336] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:40.753367] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:40.873676] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:40.873829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:40.873872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:40.873904] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:40.877325] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=3.98%) [2025-12-31T20:34:40.877633] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-12-31T20:34:40.877757] [INFO ] [sig ] WEX: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:41.023979] [INFO ] [LOCAL ] Saved forecast: WEX 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WEX.txt [2025-12-31T20:34:41.024134] [INFO ] [sig ] [3424/3534] Completed WEX in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 37.8s [2025-12-31T20:34:41.024177] [INFO ] [sig ] [3425/3534] Forecasting WEYS... [2025-12-31T20:34:41.024209] [INFO ] [sig ] Generating forecast for: WEYS [2025-12-31T20:34:41.024241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'. [2025-12-31T20:34:41.035923] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WEYS'. [2025-12-31T20:34:41.036229] [INFO ] [FORECASTER] Starting predict_future for WEYS [2025-12-31T20:34:41.037049] [DEBUG] [LOCAL ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt [2025-12-31T20:34:41.037103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:41.037137] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:41.037167] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:41.037226] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:41.095392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:41.096043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:41.096306] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:41.096338] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:41.205378] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:41.205533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:41.205594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:41.205628] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:41.209212] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=6.79%) [2025-12-31T20:34:41.209532] [INFO ] [FORECASTER] Completed predict_future for WEYS [2025-12-31T20:34:41.209674] [INFO ] [sig ] WEYS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:41.350648] [INFO ] [LOCAL ] Saved forecast: WEYS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WEYS.txt [2025-12-31T20:34:41.350771] [INFO ] [sig ] [3425/3534] Completed WEYS in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 37.4s [2025-12-31T20:34:41.350809] [INFO ] [sig ] [3426/3534] Forecasting WF... [2025-12-31T20:34:41.350846] [INFO ] [sig ] Generating forecast for: WF [2025-12-31T20:34:41.350878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-12-31T20:34:41.362423] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WF'. [2025-12-31T20:34:41.362746] [INFO ] [FORECASTER] Starting predict_future for WF [2025-12-31T20:34:41.363534] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-12-31T20:34:41.363604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:41.363663] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:41.363693] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:41.363753] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:41.422027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:41.422781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:41.422862] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:41.422896] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:41.549953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:41.550100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:41.550146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:41.550176] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:41.553644] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=16.73%) [2025-12-31T20:34:41.553934] [INFO ] [FORECASTER] Completed predict_future for WF [2025-12-31T20:34:41.554061] [INFO ] [sig ] WF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:41.697193] [INFO ] [LOCAL ] Saved forecast: WF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WF.txt [2025-12-31T20:34:41.697341] [INFO ] [sig ] [3426/3534] Completed WF in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 37.1s [2025-12-31T20:34:41.697390] [INFO ] [sig ] [3427/3534] Forecasting WFC... [2025-12-31T20:34:41.697422] [INFO ] [sig ] Generating forecast for: WFC [2025-12-31T20:34:41.697453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-12-31T20:34:41.708832] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFC'. [2025-12-31T20:34:41.709128] [INFO ] [FORECASTER] Starting predict_future for WFC [2025-12-31T20:34:41.709993] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-12-31T20:34:41.710060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:41.710096] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:41.710125] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:41.710184] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:41.770978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:41.771849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:41.771931] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:41.771963] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:41.898237] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:41.898393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:41.898437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:41.898469] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:41.901936] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=2.96%) [2025-12-31T20:34:41.902225] [INFO ] [FORECASTER] Completed predict_future for WFC [2025-12-31T20:34:41.902353] [INFO ] [sig ] WFC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:42.042635] [INFO ] [LOCAL ] Saved forecast: WFC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WFC.txt [2025-12-31T20:34:42.042766] [INFO ] [sig ] [3427/3534] Completed WFC in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 36.7s [2025-12-31T20:34:42.042806] [INFO ] [sig ] [3428/3534] Forecasting WFG... [2025-12-31T20:34:42.042835] [INFO ] [sig ] Generating forecast for: WFG [2025-12-31T20:34:42.042865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-12-31T20:34:42.053726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFG'. [2025-12-31T20:34:42.054022] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-12-31T20:34:42.054843] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-12-31T20:34:42.054896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:42.054930] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:42.054959] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:42.055019] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:42.113450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:42.114247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:42.114329] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:42.114363] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:42.238009] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:42.238161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:42.238202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:42.238232] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:42.245300] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=3.17%) [2025-12-31T20:34:42.245867] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-12-31T20:34:42.246032] [INFO ] [sig ] WFG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:42.385437] [INFO ] [LOCAL ] Saved forecast: WFG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WFG.txt [2025-12-31T20:34:42.385559] [INFO ] [sig ] [3428/3534] Completed WFG in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 36.4s [2025-12-31T20:34:42.385618] [INFO ] [sig ] [3429/3534] Forecasting WFRD... [2025-12-31T20:34:42.385648] [INFO ] [sig ] Generating forecast for: WFRD [2025-12-31T20:34:42.385680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'. [2025-12-31T20:34:42.397918] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WFRD'. [2025-12-31T20:34:42.398195] [INFO ] [FORECASTER] Starting predict_future for WFRD [2025-12-31T20:34:42.398999] [DEBUG] [LOCAL ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt [2025-12-31T20:34:42.399050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:42.399081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:42.399108] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:42.399165] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:42.457694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:42.458505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:42.458605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:42.458642] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:42.577275] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:42.577437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:42.577478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:42.577557] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:42.580979] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=69.86%) [2025-12-31T20:34:42.581265] [INFO ] [FORECASTER] Completed predict_future for WFRD [2025-12-31T20:34:42.581385] [INFO ] [sig ] WFRD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:42.724381] [INFO ] [LOCAL ] Saved forecast: WFRD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WFRD.txt [2025-12-31T20:34:42.724525] [INFO ] [sig ] [3429/3534] Completed WFRD in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 36.1s [2025-12-31T20:34:42.724567] [INFO ] [sig ] [3430/3534] Forecasting WGMI... [2025-12-31T20:34:42.724620] [INFO ] [sig ] Generating forecast for: WGMI [2025-12-31T20:34:42.724652] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'. [2025-12-31T20:34:42.735773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGMI'. [2025-12-31T20:34:42.736062] [INFO ] [FORECASTER] Starting predict_future for WGMI [2025-12-31T20:34:42.736846] [DEBUG] [LOCAL ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt [2025-12-31T20:34:42.736900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:42.736934] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:42.736961] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:42.737018] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:42.794495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:42.795169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:42.795246] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:42.795278] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:42.917016] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:42.917167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:42.917207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:42.917238] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:42.921661] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=77.35%) [2025-12-31T20:34:42.921993] [INFO ] [FORECASTER] Completed predict_future for WGMI [2025-12-31T20:34:42.922121] [INFO ] [sig ] WGMI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:43.070720] [INFO ] [LOCAL ] Saved forecast: WGMI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WGMI.txt [2025-12-31T20:34:43.070867] [INFO ] [sig ] [3430/3534] Completed WGMI in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 35.7s [2025-12-31T20:34:43.070908] [INFO ] [sig ] [3431/3534] Forecasting WGO... [2025-12-31T20:34:43.070938] [INFO ] [sig ] Generating forecast for: WGO [2025-12-31T20:34:43.070969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-12-31T20:34:43.153921] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGO'. [2025-12-31T20:34:43.154246] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-12-31T20:34:43.155066] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-12-31T20:34:43.155119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:43.155153] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:43.155181] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:43.155241] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:43.212637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:43.213351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:43.213431] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:43.213465] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:43.330671] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:43.330802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:43.330843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:43.330874] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:43.334184] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=28.01%) [2025-12-31T20:34:43.334465] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-12-31T20:34:43.334603] [INFO ] [sig ] WGO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:43.473264] [INFO ] [LOCAL ] Saved forecast: WGO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WGO.txt [2025-12-31T20:34:43.473391] [INFO ] [sig ] [3431/3534] Completed WGO in 0.4s | 2.91 sym/s | Total: 19.6m | ETA: 35.4s [2025-12-31T20:34:43.473430] [INFO ] [sig ] [3432/3534] Forecasting WGS... [2025-12-31T20:34:43.473460] [INFO ] [sig ] Generating forecast for: WGS [2025-12-31T20:34:43.473491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'. [2025-12-31T20:34:43.484972] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WGS'. [2025-12-31T20:34:43.485299] [INFO ] [FORECASTER] Starting predict_future for WGS [2025-12-31T20:34:43.486133] [DEBUG] [LOCAL ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt [2025-12-31T20:34:43.486187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:43.486220] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:43.486248] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:43.486307] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:43.543648] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:43.544308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:43.544385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:43.544417] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:43.662767] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:43.662900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:43.662937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:43.662969] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:43.666243] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=43.84%) [2025-12-31T20:34:43.666523] [INFO ] [FORECASTER] Completed predict_future for WGS [2025-12-31T20:34:43.666671] [INFO ] [sig ] WGS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:43.808315] [INFO ] [LOCAL ] Saved forecast: WGS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WGS.txt [2025-12-31T20:34:43.808473] [INFO ] [sig ] [3432/3534] Completed WGS in 0.3s | 2.91 sym/s | Total: 19.6m | ETA: 35.0s [2025-12-31T20:34:43.808516] [INFO ] [sig ] [3433/3534] Forecasting WH... [2025-12-31T20:34:43.808545] [INFO ] [sig ] Generating forecast for: WH [2025-12-31T20:34:43.808592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-12-31T20:34:43.820481] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WH'. [2025-12-31T20:34:43.820812] [INFO ] [FORECASTER] Starting predict_future for WH [2025-12-31T20:34:43.821664] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-12-31T20:34:43.821726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:43.821761] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:43.821789] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:43.821861] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:43.878218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:43.878870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:43.878946] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:43.878978] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:44.001215] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:44.001379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:44.001420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:44.001450] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:44.005325] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=25.54%) [2025-12-31T20:34:44.005661] [INFO ] [FORECASTER] Completed predict_future for WH [2025-12-31T20:34:44.005799] [INFO ] [sig ] WH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:44.145079] [INFO ] [LOCAL ] Saved forecast: WH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WH.txt [2025-12-31T20:34:44.145210] [INFO ] [sig ] [3433/3534] Completed WH in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 34.7s [2025-12-31T20:34:44.145249] [INFO ] [sig ] [3434/3534] Forecasting WHD... [2025-12-31T20:34:44.145280] [INFO ] [sig ] Generating forecast for: WHD [2025-12-31T20:34:44.145310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-12-31T20:34:44.156774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHD'. [2025-12-31T20:34:44.157079] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-12-31T20:34:44.157893] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-12-31T20:34:44.157948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:44.157981] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:44.158009] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:44.158068] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:44.216040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:44.216801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:44.216881] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:44.216913] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:44.336205] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:44.336348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:44.336388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:44.336418] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:44.339847] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=12.30%) [2025-12-31T20:34:44.340134] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-12-31T20:34:44.340255] [INFO ] [sig ] WHD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:44.480494] [INFO ] [LOCAL ] Saved forecast: WHD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WHD.txt [2025-12-31T20:34:44.480652] [INFO ] [sig ] [3434/3534] Completed WHD in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 34.3s [2025-12-31T20:34:44.480694] [INFO ] [sig ] [3435/3534] Forecasting WHF... [2025-12-31T20:34:44.480724] [INFO ] [sig ] Generating forecast for: WHF [2025-12-31T20:34:44.480754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'. [2025-12-31T20:34:44.491867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHF'. [2025-12-31T20:34:44.492337] [INFO ] [FORECASTER] Starting predict_future for WHF [2025-12-31T20:34:44.493117] [DEBUG] [LOCAL ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt [2025-12-31T20:34:44.493180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:44.493213] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:44.493239] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:44.493296] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:44.550456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:44.551226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:44.551308] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:44.551342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:44.672132] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:44.672287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:44.672328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:44.672357] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:44.675789] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=93.90%) [2025-12-31T20:34:44.676085] [INFO ] [FORECASTER] Completed predict_future for WHF [2025-12-31T20:34:44.676208] [INFO ] [sig ] WHF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:44.820353] [INFO ] [LOCAL ] Saved forecast: WHF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WHF.txt [2025-12-31T20:34:44.820500] [INFO ] [sig ] [3435/3534] Completed WHF in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 34.0s [2025-12-31T20:34:44.820541] [INFO ] [sig ] [3436/3534] Forecasting WHG... [2025-12-31T20:34:44.820588] [INFO ] [sig ] Generating forecast for: WHG [2025-12-31T20:34:44.820622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-12-31T20:34:44.832791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WHG'. [2025-12-31T20:34:44.833101] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-12-31T20:34:44.833923] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-12-31T20:34:44.833976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:44.834009] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:44.834046] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:44.834105] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:44.892348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:44.893196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:44.893278] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:44.893342] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:45.000453] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:45.000596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:45.000644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:45.000676] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:45.004221] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=32.79%) [2025-12-31T20:34:45.004515] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-12-31T20:34:45.004657] [INFO ] [sig ] WHG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:45.144247] [INFO ] [LOCAL ] Saved forecast: WHG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WHG.txt [2025-12-31T20:34:45.144377] [INFO ] [sig ] [3436/3534] Completed WHG in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 33.7s [2025-12-31T20:34:45.144425] [INFO ] [sig ] [3437/3534] Forecasting WIA... [2025-12-31T20:34:45.144457] [INFO ] [sig ] Generating forecast for: WIA [2025-12-31T20:34:45.144488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-12-31T20:34:45.155104] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIA'. [2025-12-31T20:34:45.155388] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-12-31T20:34:45.156176] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-12-31T20:34:45.156228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:45.156260] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:45.156287] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:45.156344] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:45.213539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:45.214206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:45.214286] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:45.214320] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:45.328936] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:45.329077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:45.329119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:45.329149] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:45.332739] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=94.35%) [2025-12-31T20:34:45.333059] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-12-31T20:34:45.333189] [INFO ] [sig ] WIA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:45.474150] [INFO ] [LOCAL ] Saved forecast: WIA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WIA.txt [2025-12-31T20:34:45.474286] [INFO ] [sig ] [3437/3534] Completed WIA in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 33.3s [2025-12-31T20:34:45.474328] [INFO ] [sig ] [3438/3534] Forecasting WIMI... [2025-12-31T20:34:45.474360] [INFO ] [sig ] Generating forecast for: WIMI [2025-12-31T20:34:45.474391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'. [2025-12-31T20:34:45.485455] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIMI'. [2025-12-31T20:34:45.485745] [INFO ] [FORECASTER] Starting predict_future for WIMI [2025-12-31T20:34:45.486528] [DEBUG] [LOCAL ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt [2025-12-31T20:34:45.486596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:45.486630] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:45.486657] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:45.486715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:45.544639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:45.545381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:45.545463] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:45.545498] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:45.669461] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:45.669634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:45.669676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:45.669705] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:45.673036] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=71.39%) [2025-12-31T20:34:45.673342] [INFO ] [FORECASTER] Completed predict_future for WIMI [2025-12-31T20:34:45.673472] [INFO ] [sig ] WIMI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:45.814500] [INFO ] [LOCAL ] Saved forecast: WIMI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WIMI.txt [2025-12-31T20:34:45.814657] [INFO ] [sig ] [3438/3534] Completed WIMI in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 33.0s [2025-12-31T20:34:45.814707] [INFO ] [sig ] [3439/3534] Forecasting WINA... [2025-12-31T20:34:45.814738] [INFO ] [sig ] Generating forecast for: WINA [2025-12-31T20:34:45.814769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'. [2025-12-31T20:34:45.825949] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINA'. [2025-12-31T20:34:45.826252] [INFO ] [FORECASTER] Starting predict_future for WINA [2025-12-31T20:34:45.827102] [DEBUG] [LOCAL ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt [2025-12-31T20:34:45.827157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:45.827189] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:45.827219] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:45.827278] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:45.884601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:45.885433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:45.885512] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:45.885545] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:46.001782] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:46.001934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:46.001974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:46.002008] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:46.005435] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-12-31T20:34:46.005746] [INFO ] [FORECASTER] Completed predict_future for WINA [2025-12-31T20:34:46.005867] [INFO ] [sig ] WINA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:46.150113] [INFO ] [LOCAL ] Saved forecast: WINA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WINA.txt [2025-12-31T20:34:46.150318] [INFO ] [sig ] [3439/3534] Completed WINA in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 32.6s [2025-12-31T20:34:46.150375] [INFO ] [sig ] [3440/3534] Forecasting WING... [2025-12-31T20:34:46.150419] [INFO ] [sig ] Generating forecast for: WING [2025-12-31T20:34:46.150461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'. [2025-12-31T20:34:46.161867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WING'. [2025-12-31T20:34:46.162171] [INFO ] [FORECASTER] Starting predict_future for WING [2025-12-31T20:34:46.163036] [DEBUG] [LOCAL ] No optimal features file found for WING: ./output/feature-sets/WING.txt [2025-12-31T20:34:46.163091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:46.163124] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:46.163153] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:46.163213] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:46.219807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:46.220466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:46.220543] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:46.220593] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:46.338219] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:46.338345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:46.338383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:46.338411] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:46.341702] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=66.44%) [2025-12-31T20:34:46.342003] [INFO ] [FORECASTER] Completed predict_future for WING [2025-12-31T20:34:46.342123] [INFO ] [sig ] WING: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:46.481056] [INFO ] [LOCAL ] Saved forecast: WING 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WING.txt [2025-12-31T20:34:46.481186] [INFO ] [sig ] [3440/3534] Completed WING in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 32.3s [2025-12-31T20:34:46.481225] [INFO ] [sig ] [3441/3534] Forecasting WINN... [2025-12-31T20:34:46.481254] [INFO ] [sig ] Generating forecast for: WINN [2025-12-31T20:34:46.481285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-12-31T20:34:46.492509] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WINN'. [2025-12-31T20:34:46.492814] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-12-31T20:34:46.493671] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-12-31T20:34:46.493725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:46.493759] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:46.493788] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:46.493847] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:46.553179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:46.553902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:46.553978] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:46.554011] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:46.672381] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:46.672535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:46.672593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:46.672625] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:46.675971] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=27.94%) [2025-12-31T20:34:46.676267] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-12-31T20:34:46.676390] [INFO ] [sig ] WINN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:46.813695] [INFO ] [LOCAL ] Saved forecast: WINN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WINN.txt [2025-12-31T20:34:46.813837] [INFO ] [sig ] [3441/3534] Completed WINN in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 31.9s [2025-12-31T20:34:46.813876] [INFO ] [sig ] [3442/3534] Forecasting WIX... [2025-12-31T20:34:46.813907] [INFO ] [sig ] Generating forecast for: WIX [2025-12-31T20:34:46.813938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'. [2025-12-31T20:34:46.825713] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WIX'. [2025-12-31T20:34:46.826017] [INFO ] [FORECASTER] Starting predict_future for WIX [2025-12-31T20:34:46.826851] [DEBUG] [LOCAL ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt [2025-12-31T20:34:46.826904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:46.826938] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:46.826967] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:46.827025] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:46.883916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:46.884630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:46.884712] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:46.884743] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:47.005810] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:47.005963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:47.006024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:47.006055] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:47.009518] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=62.11%) [2025-12-31T20:34:47.009827] [INFO ] [FORECASTER] Completed predict_future for WIX [2025-12-31T20:34:47.009953] [INFO ] [sig ] WIX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:47.150674] [INFO ] [LOCAL ] Saved forecast: WIX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WIX.txt [2025-12-31T20:34:47.150830] [INFO ] [sig ] [3442/3534] Completed WIX in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 31.6s [2025-12-31T20:34:47.150870] [INFO ] [sig ] [3443/3534] Forecasting WK... [2025-12-31T20:34:47.150901] [INFO ] [sig ] Generating forecast for: WK [2025-12-31T20:34:47.150931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-12-31T20:34:47.162670] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WK'. [2025-12-31T20:34:47.163037] [INFO ] [FORECASTER] Starting predict_future for WK [2025-12-31T20:34:47.163840] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-12-31T20:34:47.163891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:47.163954] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:47.163982] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:47.164052] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:47.220493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:47.221363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:47.221445] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:47.221477] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:47.340817] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:47.340998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:47.341041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:47.341075] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:47.344611] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=21.06%) [2025-12-31T20:34:47.344930] [INFO ] [FORECASTER] Completed predict_future for WK [2025-12-31T20:34:47.345059] [INFO ] [sig ] WK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:47.486186] [INFO ] [LOCAL ] Saved forecast: WK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WK.txt [2025-12-31T20:34:47.486350] [INFO ] [sig ] [3443/3534] Completed WK in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 31.3s [2025-12-31T20:34:47.486393] [INFO ] [sig ] [3444/3534] Forecasting WKC... [2025-12-31T20:34:47.486425] [INFO ] [sig ] Generating forecast for: WKC [2025-12-31T20:34:47.486455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-12-31T20:34:47.498594] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKC'. [2025-12-31T20:34:47.498884] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-12-31T20:34:47.499720] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-12-31T20:34:47.499773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:47.499804] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:47.499830] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:47.499886] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:47.556822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:47.557687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:47.557769] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:47.557802] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:47.677290] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:47.677475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:47.677532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:47.677592] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:47.681074] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=78.75%) [2025-12-31T20:34:47.681369] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-12-31T20:34:47.681496] [INFO ] [sig ] WKC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:47.825937] [INFO ] [LOCAL ] Saved forecast: WKC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WKC.txt [2025-12-31T20:34:47.826104] [INFO ] [sig ] [3444/3534] Completed WKC in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 30.9s [2025-12-31T20:34:47.826150] [INFO ] [sig ] [3445/3534] Forecasting WKEY... [2025-12-31T20:34:47.826182] [INFO ] [sig ] Generating forecast for: WKEY [2025-12-31T20:34:47.826212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'. [2025-12-31T20:34:47.837791] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKEY'. [2025-12-31T20:34:47.838108] [INFO ] [FORECASTER] Starting predict_future for WKEY [2025-12-31T20:34:47.838954] [DEBUG] [LOCAL ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt [2025-12-31T20:34:47.839007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:47.839046] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:47.839074] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:47.839134] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:47.897142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:47.897818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:47.897896] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:47.897930] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:48.019221] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:48.019346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:48.019385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:48.019413] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:48.023494] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=20.89%) [2025-12-31T20:34:48.023794] [INFO ] [FORECASTER] Completed predict_future for WKEY [2025-12-31T20:34:48.023914] [INFO ] [sig ] WKEY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:48.162976] [INFO ] [LOCAL ] Saved forecast: WKEY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WKEY.txt [2025-12-31T20:34:48.163120] [INFO ] [sig ] [3445/3534] Completed WKEY in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 30.6s [2025-12-31T20:34:48.163166] [INFO ] [sig ] [3446/3534] Forecasting WKSP... [2025-12-31T20:34:48.163202] [INFO ] [sig ] Generating forecast for: WKSP [2025-12-31T20:34:48.163234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'. [2025-12-31T20:34:48.174971] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WKSP'. [2025-12-31T20:34:48.175267] [INFO ] [FORECASTER] Starting predict_future for WKSP [2025-12-31T20:34:48.176090] [DEBUG] [LOCAL ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt [2025-12-31T20:34:48.176143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:48.176188] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:48.176217] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:48.176276] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:48.235797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:48.236540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:48.236641] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:48.236674] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:48.354889] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:48.355011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:48.355047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:48.355107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:48.358411] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=99.40%) [2025-12-31T20:34:48.358712] [INFO ] [FORECASTER] Completed predict_future for WKSP [2025-12-31T20:34:48.358835] [INFO ] [sig ] WKSP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:48.497468] [INFO ] [LOCAL ] Saved forecast: WKSP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WKSP.txt [2025-12-31T20:34:48.497606] [INFO ] [sig ] [3446/3534] Completed WKSP in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 30.2s [2025-12-31T20:34:48.497648] [INFO ] [sig ] [3447/3534] Forecasting WLDN... [2025-12-31T20:34:48.497677] [INFO ] [sig ] Generating forecast for: WLDN [2025-12-31T20:34:48.497706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'. [2025-12-31T20:34:48.509462] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDN'. [2025-12-31T20:34:48.509759] [INFO ] [FORECASTER] Starting predict_future for WLDN [2025-12-31T20:34:48.510518] [DEBUG] [LOCAL ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt [2025-12-31T20:34:48.510570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:48.510622] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:48.510653] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:48.510710] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:48.566975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:48.567631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:48.567709] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:48.567741] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:48.699762] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:48.699933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:48.699974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:48.700006] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:48.703857] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=11.73%) [2025-12-31T20:34:48.704174] [INFO ] [FORECASTER] Completed predict_future for WLDN [2025-12-31T20:34:48.704309] [INFO ] [sig ] WLDN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:48.848073] [INFO ] [LOCAL ] Saved forecast: WLDN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WLDN.txt [2025-12-31T20:34:48.848225] [INFO ] [sig ] [3447/3534] Completed WLDN in 0.4s | 2.91 sym/s | Total: 19.7m | ETA: 29.9s [2025-12-31T20:34:48.848265] [INFO ] [sig ] [3448/3534] Forecasting WLDS... [2025-12-31T20:34:48.848295] [INFO ] [sig ] Generating forecast for: WLDS [2025-12-31T20:34:48.848327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'. [2025-12-31T20:34:48.859718] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLDS'. [2025-12-31T20:34:48.860018] [INFO ] [FORECASTER] Starting predict_future for WLDS [2025-12-31T20:34:48.860855] [DEBUG] [LOCAL ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt [2025-12-31T20:34:48.860909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:48.860943] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:48.860971] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:48.861032] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:48.920810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:48.921859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:48.921958] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:48.922004] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:49.044689] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:49.044851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:49.044892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:49.044924] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:49.048375] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=12.24%) [2025-12-31T20:34:49.048688] [INFO ] [FORECASTER] Completed predict_future for WLDS [2025-12-31T20:34:49.048814] [INFO ] [sig ] WLDS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:49.195426] [INFO ] [LOCAL ] Saved forecast: WLDS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WLDS.txt [2025-12-31T20:34:49.195611] [INFO ] [sig ] [3448/3534] Completed WLDS in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 29.5s [2025-12-31T20:34:49.195656] [INFO ] [sig ] [3449/3534] Forecasting WLFC... [2025-12-31T20:34:49.195688] [INFO ] [sig ] Generating forecast for: WLFC [2025-12-31T20:34:49.195723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'. [2025-12-31T20:34:49.207315] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLFC'. [2025-12-31T20:34:49.207666] [INFO ] [FORECASTER] Starting predict_future for WLFC [2025-12-31T20:34:49.208534] [DEBUG] [LOCAL ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt [2025-12-31T20:34:49.208606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:49.208641] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:49.208669] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:49.208729] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:49.268186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:49.269094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:49.269191] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:49.269224] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:49.390874] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:49.391034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:49.391075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:49.391107] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:49.394550] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=8.05%) [2025-12-31T20:34:49.394868] [INFO ] [FORECASTER] Completed predict_future for WLFC [2025-12-31T20:34:49.394990] [INFO ] [sig ] WLFC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:49.538904] [INFO ] [LOCAL ] Saved forecast: WLFC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WLFC.txt [2025-12-31T20:34:49.539069] [INFO ] [sig ] [3449/3534] Completed WLFC in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 29.2s [2025-12-31T20:34:49.539115] [INFO ] [sig ] [3450/3534] Forecasting WLK... [2025-12-31T20:34:49.539154] [INFO ] [sig ] Generating forecast for: WLK [2025-12-31T20:34:49.539188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-12-31T20:34:49.551150] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLK'. [2025-12-31T20:34:49.551503] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-12-31T20:34:49.552379] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-12-31T20:34:49.552433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:49.552468] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:49.552496] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:49.552556] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:49.610774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:49.611668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:49.611759] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:49.611791] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:49.734839] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:49.734999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:49.735039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:49.735071] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:49.738649] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=32.77%) [2025-12-31T20:34:49.738969] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-12-31T20:34:49.739105] [INFO ] [sig ] WLK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:49.882409] [INFO ] [LOCAL ] Saved forecast: WLK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WLK.txt [2025-12-31T20:34:49.882555] [INFO ] [sig ] [3450/3534] Completed WLK in 0.3s | 2.91 sym/s | Total: 19.7m | ETA: 28.8s [2025-12-31T20:34:49.882615] [INFO ] [sig ] [3451/3534] Forecasting WLKP... [2025-12-31T20:34:49.882647] [INFO ] [sig ] Generating forecast for: WLKP [2025-12-31T20:34:49.882677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-12-31T20:34:49.894144] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WLKP'. [2025-12-31T20:34:49.894531] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-12-31T20:34:49.895351] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-12-31T20:34:49.895404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:49.895437] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:49.895464] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:49.895522] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:49.953222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:49.954102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:49.954184] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:49.954216] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:50.078356] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:50.078544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:50.078632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:50.078683] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:50.082630] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-12-31T20:34:50.082976] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-12-31T20:34:50.083117] [INFO ] [sig ] WLKP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:50.229953] [INFO ] [LOCAL ] Saved forecast: WLKP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WLKP.txt [2025-12-31T20:34:50.230086] [INFO ] [sig ] [3451/3534] Completed WLKP in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 28.5s [2025-12-31T20:34:50.230138] [INFO ] [sig ] [3452/3534] Forecasting WMG... [2025-12-31T20:34:50.230171] [INFO ] [sig ] Generating forecast for: WMG [2025-12-31T20:34:50.230203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'. [2025-12-31T20:34:50.241773] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMG'. [2025-12-31T20:34:50.242073] [INFO ] [FORECASTER] Starting predict_future for WMG [2025-12-31T20:34:50.242905] [DEBUG] [LOCAL ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt [2025-12-31T20:34:50.242957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:50.242992] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:50.243020] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:50.243080] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:50.303298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:50.304099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:50.304180] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:50.304212] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:50.428821] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:50.428963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:50.429002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:50.429031] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:50.432460] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=43.15%) [2025-12-31T20:34:50.432780] [INFO ] [FORECASTER] Completed predict_future for WMG [2025-12-31T20:34:50.432905] [INFO ] [sig ] WMG: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:50.570391] [INFO ] [LOCAL ] Saved forecast: WMG 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WMG.txt [2025-12-31T20:34:50.570509] [INFO ] [sig ] [3452/3534] Completed WMG in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 28.2s [2025-12-31T20:34:50.570547] [INFO ] [sig ] [3453/3534] Forecasting WMK... [2025-12-31T20:34:50.570593] [INFO ] [sig ] Generating forecast for: WMK [2025-12-31T20:34:50.570626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-12-31T20:34:50.581837] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMK'. [2025-12-31T20:34:50.582127] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-12-31T20:34:50.582925] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-12-31T20:34:50.582977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:50.583010] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:50.583037] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:50.583094] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:50.638969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:50.639679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:50.639782] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:50.639815] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:50.759986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:50.760144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:50.760185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:50.760232] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:50.763962] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=49.88%) [2025-12-31T20:34:50.764251] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-12-31T20:34:50.764372] [INFO ] [sig ] WMK: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:50.902084] [INFO ] [LOCAL ] Saved forecast: WMK 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WMK.txt [2025-12-31T20:34:50.902231] [INFO ] [sig ] [3453/3534] Completed WMK in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 27.8s [2025-12-31T20:34:50.902273] [INFO ] [sig ] [3454/3534] Forecasting WMS... [2025-12-31T20:34:50.902302] [INFO ] [sig ] Generating forecast for: WMS [2025-12-31T20:34:50.902333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-12-31T20:34:50.914241] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WMS'. [2025-12-31T20:34:50.914587] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-12-31T20:34:50.915403] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-12-31T20:34:50.915457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:50.915490] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:50.915519] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:50.915607] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:50.972064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:50.972874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:50.972955] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:50.972988] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:51.105231] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:51.105566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:51.105629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:51.105660] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:51.109215] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=2.63%) [2025-12-31T20:34:51.109522] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-12-31T20:34:51.109663] [INFO ] [sig ] WMS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:51.248341] [INFO ] [LOCAL ] Saved forecast: WMS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WMS.txt [2025-12-31T20:34:51.248471] [INFO ] [sig ] [3454/3534] Completed WMS in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 27.5s [2025-12-31T20:34:51.248511] [INFO ] [sig ] [3455/3534] Forecasting WNC... [2025-12-31T20:34:51.248542] [INFO ] [sig ] Generating forecast for: WNC [2025-12-31T20:34:51.248589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-12-31T20:34:51.260194] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNC'. [2025-12-31T20:34:51.260498] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-12-31T20:34:51.261389] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-12-31T20:34:51.261442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:51.261475] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:51.261503] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:51.261561] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:51.318398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:51.319076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:51.319151] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:51.319201] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:51.436468] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:51.436630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:51.436672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:51.436700] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:51.440083] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=1.29%) [2025-12-31T20:34:51.440377] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-12-31T20:34:51.440499] [INFO ] [sig ] WNC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:51.579321] [INFO ] [LOCAL ] Saved forecast: WNC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WNC.txt [2025-12-31T20:34:51.579454] [INFO ] [sig ] [3455/3534] Completed WNC in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 27.1s [2025-12-31T20:34:51.579495] [INFO ] [sig ] [3456/3534] Forecasting WNEB... [2025-12-31T20:34:51.579523] [INFO ] [sig ] Generating forecast for: WNEB [2025-12-31T20:34:51.579553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'. [2025-12-31T20:34:51.590334] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WNEB'. [2025-12-31T20:34:51.590650] [INFO ] [FORECASTER] Starting predict_future for WNEB [2025-12-31T20:34:51.591497] [DEBUG] [LOCAL ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt [2025-12-31T20:34:51.591551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:51.591609] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:51.591641] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:51.591701] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:51.648810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:51.649594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:51.649678] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:51.649712] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:51.767401] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:51.767553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:51.767615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:51.767647] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:51.770974] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-12-31T20:34:51.771296] [INFO ] [FORECASTER] Completed predict_future for WNEB [2025-12-31T20:34:51.771414] [INFO ] [sig ] WNEB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:51.914325] [INFO ] [LOCAL ] Saved forecast: WNEB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WNEB.txt [2025-12-31T20:34:51.914492] [INFO ] [sig ] [3456/3534] Completed WNEB in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 26.8s [2025-12-31T20:34:51.914534] [INFO ] [sig ] [3457/3534] Forecasting WOOD... [2025-12-31T20:34:51.914563] [INFO ] [sig ] Generating forecast for: WOOD [2025-12-31T20:34:51.914621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'. [2025-12-31T20:34:51.926212] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOD'. [2025-12-31T20:34:51.926533] [INFO ] [FORECASTER] Starting predict_future for WOOD [2025-12-31T20:34:51.927344] [DEBUG] [LOCAL ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt [2025-12-31T20:34:51.927398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:51.927433] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:51.927473] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:51.927535] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:51.984452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:51.985153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:51.985232] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:51.985264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:52.086626] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:52.086781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:52.086821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:52.086851] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:52.090248] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=73.51%) [2025-12-31T20:34:52.090534] [INFO ] [FORECASTER] Completed predict_future for WOOD [2025-12-31T20:34:52.090676] [INFO ] [sig ] WOOD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:52.230502] [INFO ] [LOCAL ] Saved forecast: WOOD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WOOD.txt [2025-12-31T20:34:52.230663] [INFO ] [sig ] [3457/3534] Completed WOOD in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 26.4s [2025-12-31T20:34:52.230708] [INFO ] [sig ] [3458/3534] Forecasting WOOF... [2025-12-31T20:34:52.230739] [INFO ] [sig ] Generating forecast for: WOOF [2025-12-31T20:34:52.230772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'. [2025-12-31T20:34:52.242316] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WOOF'. [2025-12-31T20:34:52.242624] [INFO ] [FORECASTER] Starting predict_future for WOOF [2025-12-31T20:34:52.243391] [DEBUG] [LOCAL ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt [2025-12-31T20:34:52.243443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:52.243474] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:52.243502] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:52.243559] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:52.301638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:52.302493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:52.302594] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:52.302629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:52.421746] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:52.421907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:52.421949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:52.421980] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:52.425524] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=18.30%) [2025-12-31T20:34:52.425852] [INFO ] [FORECASTER] Completed predict_future for WOOF [2025-12-31T20:34:52.425983] [INFO ] [sig ] WOOF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:52.570745] [INFO ] [LOCAL ] Saved forecast: WOOF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WOOF.txt [2025-12-31T20:34:52.570911] [INFO ] [sig ] [3458/3534] Completed WOOF in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 26.1s [2025-12-31T20:34:52.570951] [INFO ] [sig ] [3459/3534] Forecasting WPC... [2025-12-31T20:34:52.570981] [INFO ] [sig ] Generating forecast for: WPC [2025-12-31T20:34:52.571013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-12-31T20:34:52.582980] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPC'. [2025-12-31T20:34:52.583373] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-12-31T20:34:52.584259] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-12-31T20:34:52.584318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:52.584351] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:52.584378] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:52.584434] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:52.641498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:52.642423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:52.642510] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:52.642544] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:52.765986] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:52.766147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:52.766188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:52.766220] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:52.769689] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=12.48%) [2025-12-31T20:34:52.770020] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-12-31T20:34:52.770170] [INFO ] [sig ] WPC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:52.913899] [INFO ] [LOCAL ] Saved forecast: WPC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WPC.txt [2025-12-31T20:34:52.914084] [INFO ] [sig ] [3459/3534] Completed WPC in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 25.8s [2025-12-31T20:34:52.914124] [INFO ] [sig ] [3460/3534] Forecasting WPP... [2025-12-31T20:34:52.914153] [INFO ] [sig ] Generating forecast for: WPP [2025-12-31T20:34:52.914185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-12-31T20:34:52.926088] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WPP'. [2025-12-31T20:34:52.926501] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-12-31T20:34:52.927320] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-12-31T20:34:52.927372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:52.927431] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:52.927459] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:52.927517] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:52.989100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:52.990105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:52.990230] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:52.990264] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:53.113560] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:53.113739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:53.113781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:53.113811] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:53.117309] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=88.52%) [2025-12-31T20:34:53.117628] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-12-31T20:34:53.117755] [INFO ] [sig ] WPP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:53.263189] [INFO ] [LOCAL ] Saved forecast: WPP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WPP.txt [2025-12-31T20:34:53.263364] [INFO ] [sig ] [3460/3534] Completed WPP in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 25.4s [2025-12-31T20:34:53.263406] [INFO ] [sig ] [3461/3534] Forecasting WRAP... [2025-12-31T20:34:53.263437] [INFO ] [sig ] Generating forecast for: WRAP [2025-12-31T20:34:53.263476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'. [2025-12-31T20:34:53.276020] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRAP'. [2025-12-31T20:34:53.276341] [INFO ] [FORECASTER] Starting predict_future for WRAP [2025-12-31T20:34:53.277198] [DEBUG] [LOCAL ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt [2025-12-31T20:34:53.277251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:53.277284] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:53.277311] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:53.277369] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:53.333709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:53.334478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:53.334560] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:53.334613] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:53.450521] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:53.450707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:53.450749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:53.450776] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:53.454201] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=50.46%) [2025-12-31T20:34:53.454501] [INFO ] [FORECASTER] Completed predict_future for WRAP [2025-12-31T20:34:53.454645] [INFO ] [sig ] WRAP: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:53.591320] [INFO ] [LOCAL ] Saved forecast: WRAP 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WRAP.txt [2025-12-31T20:34:53.591454] [INFO ] [sig ] [3461/3534] Completed WRAP in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 25.1s [2025-12-31T20:34:53.591493] [INFO ] [sig ] [3462/3534] Forecasting WRB... [2025-12-31T20:34:53.591522] [INFO ] [sig ] Generating forecast for: WRB [2025-12-31T20:34:53.591552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-12-31T20:34:53.603711] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRB'. [2025-12-31T20:34:53.603980] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-12-31T20:34:53.604777] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-12-31T20:34:53.604828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:53.604862] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:53.604888] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:53.604944] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:53.665339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:53.666032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:53.666109] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:53.666141] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:53.783243] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:53.783362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:53.783398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:53.783425] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:53.786632] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=27.50%) [2025-12-31T20:34:53.786909] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-12-31T20:34:53.787028] [INFO ] [sig ] WRB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:53.924793] [INFO ] [LOCAL ] Saved forecast: WRB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WRB.txt [2025-12-31T20:34:53.924910] [INFO ] [sig ] [3462/3534] Completed WRB in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 24.7s [2025-12-31T20:34:53.924949] [INFO ] [sig ] [3463/3534] Forecasting WRBY... [2025-12-31T20:34:53.924977] [INFO ] [sig ] Generating forecast for: WRBY [2025-12-31T20:34:53.925006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-12-31T20:34:53.938453] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRBY'. [2025-12-31T20:34:53.938810] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-12-31T20:34:53.939680] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-12-31T20:34:53.939735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:53.939768] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:53.939796] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:53.939856] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:53.997275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:53.998271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:53.998367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:53.998402] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:54.122487] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:54.122661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:54.122702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:54.122762] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:54.126119] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=28.88%) [2025-12-31T20:34:54.126401] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-12-31T20:34:54.126523] [INFO ] [sig ] WRBY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:54.265952] [INFO ] [LOCAL ] Saved forecast: WRBY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WRBY.txt [2025-12-31T20:34:54.266079] [INFO ] [sig ] [3463/3534] Completed WRBY in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 24.4s [2025-12-31T20:34:54.266119] [INFO ] [sig ] [3464/3534] Forecasting WRLD... [2025-12-31T20:34:54.266149] [INFO ] [sig ] Generating forecast for: WRLD [2025-12-31T20:34:54.266180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'. [2025-12-31T20:34:54.277503] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WRLD'. [2025-12-31T20:34:54.277817] [INFO ] [FORECASTER] Starting predict_future for WRLD [2025-12-31T20:34:54.278626] [DEBUG] [LOCAL ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt [2025-12-31T20:34:54.278678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:54.278710] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:54.278738] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:54.278794] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:54.337138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:54.337944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:54.338027] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:54.338065] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:54.455892] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:54.456045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:54.456085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:54.456114] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:54.459492] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=78.83%) [2025-12-31T20:34:54.459799] [INFO ] [FORECASTER] Completed predict_future for WRLD [2025-12-31T20:34:54.459924] [INFO ] [sig ] WRLD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:54.607091] [INFO ] [LOCAL ] Saved forecast: WRLD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WRLD.txt [2025-12-31T20:34:54.607254] [INFO ] [sig ] [3464/3534] Completed WRLD in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 24.0s [2025-12-31T20:34:54.607295] [INFO ] [sig ] [3465/3534] Forecasting WSBC... [2025-12-31T20:34:54.607325] [INFO ] [sig ] Generating forecast for: WSBC [2025-12-31T20:34:54.607355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'. [2025-12-31T20:34:54.622521] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBC'. [2025-12-31T20:34:54.622946] [INFO ] [FORECASTER] Starting predict_future for WSBC [2025-12-31T20:34:54.623822] [DEBUG] [LOCAL ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt [2025-12-31T20:34:54.623875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:54.623906] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:54.623932] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:54.623990] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:54.682564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:54.683558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:54.683669] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:54.683703] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:54.809227] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:54.809425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:54.809468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:54.809501] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:54.813003] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: UP (p=55.77%) [2025-12-31T20:34:54.813301] [INFO ] [FORECASTER] Completed predict_future for WSBC [2025-12-31T20:34:54.813430] [INFO ] [sig ] WSBC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:54.956357] [INFO ] [LOCAL ] Saved forecast: WSBC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WSBC.txt [2025-12-31T20:34:54.956533] [INFO ] [sig ] [3465/3534] Completed WSBC in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 23.7s [2025-12-31T20:34:54.956608] [INFO ] [sig ] [3466/3534] Forecasting WSBF... [2025-12-31T20:34:54.956652] [INFO ] [sig ] Generating forecast for: WSBF [2025-12-31T20:34:54.956692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'. [2025-12-31T20:34:54.968894] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSBF'. [2025-12-31T20:34:54.969226] [INFO ] [FORECASTER] Starting predict_future for WSBF [2025-12-31T20:34:54.970095] [DEBUG] [LOCAL ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt [2025-12-31T20:34:54.970160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:54.970201] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:54.970235] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:54.970309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:55.028876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:55.029723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:55.029809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:55.029844] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:55.151097] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:55.151248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:55.151290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:55.151318] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:55.154714] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=30.71%) [2025-12-31T20:34:55.155001] [INFO ] [FORECASTER] Completed predict_future for WSBF [2025-12-31T20:34:55.155123] [INFO ] [sig ] WSBF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:55.295397] [INFO ] [LOCAL ] Saved forecast: WSBF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WSBF.txt [2025-12-31T20:34:55.295539] [INFO ] [sig ] [3466/3534] Completed WSBF in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 23.4s [2025-12-31T20:34:55.295599] [INFO ] [sig ] [3467/3534] Forecasting WSC... [2025-12-31T20:34:55.295633] [INFO ] [sig ] Generating forecast for: WSC [2025-12-31T20:34:55.295665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'. [2025-12-31T20:34:55.307726] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSC'. [2025-12-31T20:34:55.308121] [INFO ] [FORECASTER] Starting predict_future for WSC [2025-12-31T20:34:55.309066] [DEBUG] [LOCAL ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt [2025-12-31T20:34:55.309121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:55.309156] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:55.309185] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:55.309263] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:55.366539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:55.367354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:55.367440] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:55.367475] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:55.495409] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:55.495562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:55.495622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:55.495653] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:55.499211] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=2.13%) [2025-12-31T20:34:55.499563] [INFO ] [FORECASTER] Completed predict_future for WSC [2025-12-31T20:34:55.499718] [INFO ] [sig ] WSC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:55.640747] [INFO ] [LOCAL ] Saved forecast: WSC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WSC.txt [2025-12-31T20:34:55.640875] [INFO ] [sig ] [3467/3534] Completed WSC in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 23.0s [2025-12-31T20:34:55.640916] [INFO ] [sig ] [3468/3534] Forecasting WSFS... [2025-12-31T20:34:55.640946] [INFO ] [sig ] Generating forecast for: WSFS [2025-12-31T20:34:55.640976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'. [2025-12-31T20:34:55.652700] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSFS'. [2025-12-31T20:34:55.653020] [INFO ] [FORECASTER] Starting predict_future for WSFS [2025-12-31T20:34:55.653850] [DEBUG] [LOCAL ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt [2025-12-31T20:34:55.653903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:55.653936] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:55.653965] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:55.654037] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:55.717686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:55.718693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:55.718777] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:55.718812] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:55.840617] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:55.840780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:55.840821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:55.840853] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:55.844440] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=15.78%) [2025-12-31T20:34:55.844837] [INFO ] [FORECASTER] Completed predict_future for WSFS [2025-12-31T20:34:55.845006] [INFO ] [sig ] WSFS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:55.990619] [INFO ] [LOCAL ] Saved forecast: WSFS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WSFS.txt [2025-12-31T20:34:55.990756] [INFO ] [sig ] [3468/3534] Completed WSFS in 0.3s | 2.91 sym/s | Total: 19.8m | ETA: 22.7s [2025-12-31T20:34:55.990799] [INFO ] [sig ] [3469/3534] Forecasting WSM... [2025-12-31T20:34:55.990830] [INFO ] [sig ] Generating forecast for: WSM [2025-12-31T20:34:55.990861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-12-31T20:34:56.002733] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSM'. [2025-12-31T20:34:56.003047] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-12-31T20:34:56.003884] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-12-31T20:34:56.003938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:56.003971] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:56.003999] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:56.004059] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:56.060806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:56.061520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:56.061616] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:56.061651] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:56.184389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:56.184783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:56.184832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:56.184864] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:56.189086] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=8.89%) [2025-12-31T20:34:56.189413] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-12-31T20:34:56.189543] [INFO ] [sig ] WSM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:56.329650] [INFO ] [LOCAL ] Saved forecast: WSM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WSM.txt [2025-12-31T20:34:56.329783] [INFO ] [sig ] [3469/3534] Completed WSM in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 22.3s [2025-12-31T20:34:56.329822] [INFO ] [sig ] [3470/3534] Forecasting WSO... [2025-12-31T20:34:56.329852] [INFO ] [sig ] Generating forecast for: WSO [2025-12-31T20:34:56.329882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-12-31T20:34:56.344882] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WSO'. [2025-12-31T20:34:56.345179] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-12-31T20:34:56.345994] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-12-31T20:34:56.346057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:56.346092] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:56.346120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:56.346179] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:56.409765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:56.410753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:56.410887] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:56.410923] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:56.542444] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:56.542624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:56.542668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:56.542697] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:56.546137] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=23.77%) [2025-12-31T20:34:56.546448] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-12-31T20:34:56.546602] [INFO ] [sig ] WSO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:56.691553] [INFO ] [LOCAL ] Saved forecast: WSO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WSO.txt [2025-12-31T20:34:56.691735] [INFO ] [sig ] [3470/3534] Completed WSO in 0.4s | 2.91 sym/s | Total: 19.9m | ETA: 22.0s [2025-12-31T20:34:56.691777] [INFO ] [sig ] [3471/3534] Forecasting WTBA... [2025-12-31T20:34:56.691808] [INFO ] [sig ] Generating forecast for: WTBA [2025-12-31T20:34:56.691839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'. [2025-12-31T20:34:56.703556] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTBA'. [2025-12-31T20:34:56.703961] [INFO ] [FORECASTER] Starting predict_future for WTBA [2025-12-31T20:34:56.704973] [DEBUG] [LOCAL ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt [2025-12-31T20:34:56.705037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:56.705081] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:56.705120] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:56.705202] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:56.778336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:56.779264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:56.779346] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:56.779380] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:56.899752] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:56.899905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:56.899945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:56.899973] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:56.903305] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=82.36%) [2025-12-31T20:34:56.903611] [INFO ] [FORECASTER] Completed predict_future for WTBA [2025-12-31T20:34:56.903738] [INFO ] [sig ] WTBA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:57.042922] [INFO ] [LOCAL ] Saved forecast: WTBA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WTBA.txt [2025-12-31T20:34:57.043069] [INFO ] [sig ] [3471/3534] Completed WTBA in 0.4s | 2.91 sym/s | Total: 19.9m | ETA: 21.6s [2025-12-31T20:34:57.043110] [INFO ] [sig ] [3472/3534] Forecasting WTFC... [2025-12-31T20:34:57.043141] [INFO ] [sig ] Generating forecast for: WTFC [2025-12-31T20:34:57.043171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'. [2025-12-31T20:34:57.057730] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTFC'. [2025-12-31T20:34:57.058053] [INFO ] [FORECASTER] Starting predict_future for WTFC [2025-12-31T20:34:57.059093] [DEBUG] [LOCAL ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt [2025-12-31T20:34:57.059154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:57.059189] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:57.059219] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:57.059311] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:57.117114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:57.118061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:57.118145] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:57.118178] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:57.235020] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:57.235168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:57.235208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:57.235237] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:57.238607] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=49.27%) [2025-12-31T20:34:57.238898] [INFO ] [FORECASTER] Completed predict_future for WTFC [2025-12-31T20:34:57.239020] [INFO ] [sig ] WTFC: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:57.380132] [INFO ] [LOCAL ] Saved forecast: WTFC 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WTFC.txt [2025-12-31T20:34:57.380294] [INFO ] [sig ] [3472/3534] Completed WTFC in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 21.3s [2025-12-31T20:34:57.380337] [INFO ] [sig ] [3473/3534] Forecasting WTI... [2025-12-31T20:34:57.380366] [INFO ] [sig ] Generating forecast for: WTI [2025-12-31T20:34:57.380396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-12-31T20:34:57.393414] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTI'. [2025-12-31T20:34:57.393761] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-12-31T20:34:57.394542] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-12-31T20:34:57.394611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:57.394646] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:57.394674] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:57.394732] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:57.452465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:57.453298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:57.453380] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:57.453412] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:57.569961] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:57.570121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:57.570161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:57.570191] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:57.573537] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=95.22%) [2025-12-31T20:34:57.573840] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-12-31T20:34:57.573964] [INFO ] [sig ] WTI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:57.716012] [INFO ] [LOCAL ] Saved forecast: WTI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WTI.txt [2025-12-31T20:34:57.716198] [INFO ] [sig ] [3473/3534] Completed WTI in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 20.9s [2025-12-31T20:34:57.716270] [INFO ] [sig ] [3474/3534] Forecasting WTRG... [2025-12-31T20:34:57.716302] [INFO ] [sig ] Generating forecast for: WTRG [2025-12-31T20:34:57.716333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-12-31T20:34:57.728055] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTRG'. [2025-12-31T20:34:57.728366] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-12-31T20:34:57.729163] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-12-31T20:34:57.729216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:57.729271] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:57.729300] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:57.729358] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:57.787392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:57.788217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:57.788314] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:57.788354] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:57.907603] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:57.907758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:57.907797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:57.907826] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:57.911226] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=53.90%) [2025-12-31T20:34:57.911522] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-12-31T20:34:57.911671] [INFO ] [sig ] WTRG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:58.057407] [INFO ] [LOCAL ] Saved forecast: WTRG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WTRG.txt [2025-12-31T20:34:58.057548] [INFO ] [sig ] [3474/3534] Completed WTRG in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 20.6s [2025-12-31T20:34:58.057608] [INFO ] [sig ] [3475/3534] Forecasting WTS... [2025-12-31T20:34:58.057641] [INFO ] [sig ] Generating forecast for: WTS [2025-12-31T20:34:58.057674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-12-31T20:34:58.070028] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WTS'. [2025-12-31T20:34:58.070409] [INFO ] [FORECASTER] Starting predict_future for WTS [2025-12-31T20:34:58.071258] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-12-31T20:34:58.071313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:58.071348] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:58.071377] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:58.071437] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:58.131000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:58.131917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:58.132005] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:58.132039] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:58.256742] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:58.256906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:58.256948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:58.256979] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:58.260757] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=38.89%) [2025-12-31T20:34:58.261077] [INFO ] [FORECASTER] Completed predict_future for WTS [2025-12-31T20:34:58.261212] [INFO ] [sig ] WTS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:58.404086] [INFO ] [LOCAL ] Saved forecast: WTS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WTS.txt [2025-12-31T20:34:58.404248] [INFO ] [sig ] [3475/3534] Completed WTS in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 20.3s [2025-12-31T20:34:58.404298] [INFO ] [sig ] [3476/3534] Forecasting WULF... [2025-12-31T20:34:58.404334] [INFO ] [sig ] Generating forecast for: WULF [2025-12-31T20:34:58.404370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'. [2025-12-31T20:34:58.416201] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WULF'. [2025-12-31T20:34:58.416564] [INFO ] [FORECASTER] Starting predict_future for WULF [2025-12-31T20:34:58.417399] [DEBUG] [LOCAL ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt [2025-12-31T20:34:58.417451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:58.417483] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:58.417510] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:58.417590] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:58.476652] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:58.477592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:58.477679] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:58.477714] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:58.603717] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:58.603875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:58.603915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:58.603944] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:58.607361] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=85.22%) [2025-12-31T20:34:58.607688] [INFO ] [FORECASTER] Completed predict_future for WULF [2025-12-31T20:34:58.607813] [INFO ] [sig ] WULF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:58.747062] [INFO ] [LOCAL ] Saved forecast: WULF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WULF.txt [2025-12-31T20:34:58.747195] [INFO ] [sig ] [3476/3534] Completed WULF in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 19.9s [2025-12-31T20:34:58.747235] [INFO ] [sig ] [3477/3534] Forecasting WVE... [2025-12-31T20:34:58.747264] [INFO ] [sig ] Generating forecast for: WVE [2025-12-31T20:34:58.747296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'. [2025-12-31T20:34:58.759143] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WVE'. [2025-12-31T20:34:58.759446] [INFO ] [FORECASTER] Starting predict_future for WVE [2025-12-31T20:34:58.760238] [DEBUG] [LOCAL ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt [2025-12-31T20:34:58.760293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:58.760354] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:58.760382] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:58.760442] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:58.817139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:58.817940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:58.818019] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:58.818051] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:58.941642] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:58.941800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:58.941858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:58.941889] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:58.945765] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-12-31T20:34:58.946162] [INFO ] [FORECASTER] Completed predict_future for WVE [2025-12-31T20:34:58.946310] [INFO ] [sig ] WVE: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:59.092556] [INFO ] [LOCAL ] Saved forecast: WVE 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WVE.txt [2025-12-31T20:34:59.092718] [INFO ] [sig ] [3477/3534] Completed WVE in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 19.6s [2025-12-31T20:34:59.092761] [INFO ] [sig ] [3478/3534] Forecasting WWD... [2025-12-31T20:34:59.092791] [INFO ] [sig ] Generating forecast for: WWD [2025-12-31T20:34:59.092821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'. [2025-12-31T20:34:59.104819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WWD'. [2025-12-31T20:34:59.105093] [INFO ] [FORECASTER] Starting predict_future for WWD [2025-12-31T20:34:59.105912] [DEBUG] [LOCAL ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt [2025-12-31T20:34:59.105965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:59.105997] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:59.106024] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:59.106083] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:59.163048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:59.163724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:59.163801] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:59.163833] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:59.283565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:59.283739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:59.283780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:59.283810] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:59.287126] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=56.61%) [2025-12-31T20:34:59.287409] [INFO ] [FORECASTER] Completed predict_future for WWD [2025-12-31T20:34:59.287530] [INFO ] [sig ] WWD: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:34:59.427860] [INFO ] [LOCAL ] Saved forecast: WWD 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WWD.txt [2025-12-31T20:34:59.427992] [INFO ] [sig ] [3478/3534] Completed WWD in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 19.2s [2025-12-31T20:34:59.428032] [INFO ] [sig ] [3479/3534] Forecasting WY... [2025-12-31T20:34:59.428062] [INFO ] [sig ] Generating forecast for: WY [2025-12-31T20:34:59.428092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-12-31T20:34:59.439552] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WY'. [2025-12-31T20:34:59.439866] [INFO ] [FORECASTER] Starting predict_future for WY [2025-12-31T20:34:59.440678] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-12-31T20:34:59.440731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:59.440763] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:59.440791] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:59.440848] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:59.500200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:59.500954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:59.501034] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:59.501065] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:59.616128] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:59.616310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:59.616351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:59.616381] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:59.619814] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=9.53%) [2025-12-31T20:34:59.620114] [INFO ] [FORECASTER] Completed predict_future for WY [2025-12-31T20:34:59.620242] [INFO ] [sig ] WY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:34:59.763669] [INFO ] [LOCAL ] Saved forecast: WY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/WY.txt [2025-12-31T20:34:59.763833] [INFO ] [sig ] [3479/3534] Completed WY in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 18.9s [2025-12-31T20:34:59.763875] [INFO ] [sig ] [3480/3534] Forecasting WYNN... [2025-12-31T20:34:59.763907] [INFO ] [sig ] Generating forecast for: WYNN [2025-12-31T20:34:59.763939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'. [2025-12-31T20:34:59.779473] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'WYNN'. [2025-12-31T20:34:59.779866] [INFO ] [FORECASTER] Starting predict_future for WYNN [2025-12-31T20:34:59.780715] [DEBUG] [LOCAL ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt [2025-12-31T20:34:59.780769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:34:59.780802] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:34:59.780830] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:34:59.780888] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:34:59.838951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:34:59.839896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:34:59.839983] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:34:59.840018] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:34:59.961565] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:34:59.961742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:34:59.961785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:34:59.961813] [INFO ] [FORECASTER] Training complete [2025-12-31T20:34:59.965340] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=70.43%) [2025-12-31T20:34:59.965669] [INFO ] [FORECASTER] Completed predict_future for WYNN [2025-12-31T20:34:59.965809] [INFO ] [sig ] WYNN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:00.109945] [INFO ] [LOCAL ] Saved forecast: WYNN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/WYNN.txt [2025-12-31T20:35:00.110112] [INFO ] [sig ] [3480/3534] Completed WYNN in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 18.5s [2025-12-31T20:35:00.110157] [INFO ] [sig ] [3481/3534] Forecasting XBIL... [2025-12-31T20:35:00.110187] [INFO ] [sig ] Generating forecast for: XBIL [2025-12-31T20:35:00.110217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'. [2025-12-31T20:35:00.121422] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XBIL'. [2025-12-31T20:35:00.121837] [INFO ] [FORECASTER] Starting predict_future for XBIL [2025-12-31T20:35:00.122652] [DEBUG] [LOCAL ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt [2025-12-31T20:35:00.122706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:00.122753] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:00.122781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:00.122839] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:00.180036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:00.180907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:00.180993] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:00.181026] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:00.276404] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:00.276566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:00.276627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:00.276658] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:00.280000] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=88.84%) [2025-12-31T20:35:00.280289] [INFO ] [FORECASTER] Completed predict_future for XBIL [2025-12-31T20:35:00.280418] [INFO ] [sig ] XBIL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:00.421787] [INFO ] [LOCAL ] Saved forecast: XBIL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/XBIL.txt [2025-12-31T20:35:00.421918] [INFO ] [sig ] [3481/3534] Completed XBIL in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 18.2s [2025-12-31T20:35:00.421956] [INFO ] [sig ] [3482/3534] Forecasting XEL... [2025-12-31T20:35:00.421986] [INFO ] [sig ] Generating forecast for: XEL [2025-12-31T20:35:00.422016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'. [2025-12-31T20:35:00.433318] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XEL'. [2025-12-31T20:35:00.433620] [INFO ] [FORECASTER] Starting predict_future for XEL [2025-12-31T20:35:00.434408] [DEBUG] [LOCAL ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt [2025-12-31T20:35:00.434470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:00.434502] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:00.434529] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:00.434606] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:00.491374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:00.492022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:00.492101] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:00.492133] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:00.613966] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:00.614103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:00.614141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:00.614170] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:00.617423] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: DOWN (p=40.35%) [2025-12-31T20:35:00.617751] [INFO ] [FORECASTER] Completed predict_future for XEL [2025-12-31T20:35:00.617873] [INFO ] [sig ] XEL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:00.757166] [INFO ] [LOCAL ] Saved forecast: XEL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XEL.txt [2025-12-31T20:35:00.757294] [INFO ] [sig ] [3482/3534] Completed XEL in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 17.9s [2025-12-31T20:35:00.757342] [INFO ] [sig ] [3483/3534] Forecasting XENE... [2025-12-31T20:35:00.757381] [INFO ] [sig ] Generating forecast for: XENE [2025-12-31T20:35:00.757410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'. [2025-12-31T20:35:00.769457] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XENE'. [2025-12-31T20:35:00.769869] [INFO ] [FORECASTER] Starting predict_future for XENE [2025-12-31T20:35:00.770741] [DEBUG] [LOCAL ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt [2025-12-31T20:35:00.770794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:00.770826] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:00.770852] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:00.770909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:00.827279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:00.828143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:00.828227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:00.828260] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:00.945618] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:00.945736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:00.945775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:00.945804] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:00.949205] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=70.56%) [2025-12-31T20:35:00.949554] [INFO ] [FORECASTER] Completed predict_future for XENE [2025-12-31T20:35:00.949710] [INFO ] [sig ] XENE: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:01.090892] [INFO ] [LOCAL ] Saved forecast: XENE 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/XENE.txt [2025-12-31T20:35:01.091049] [INFO ] [sig ] [3483/3534] Completed XENE in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 17.5s [2025-12-31T20:35:01.091091] [INFO ] [sig ] [3484/3534] Forecasting XERS... [2025-12-31T20:35:01.091121] [INFO ] [sig ] Generating forecast for: XERS [2025-12-31T20:35:01.091152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'. [2025-12-31T20:35:01.105924] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XERS'. [2025-12-31T20:35:01.106248] [INFO ] [FORECASTER] Starting predict_future for XERS [2025-12-31T20:35:01.107061] [DEBUG] [LOCAL ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt [2025-12-31T20:35:01.107114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:01.107146] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:01.107173] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:01.107230] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:01.169160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:01.170127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:01.170213] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:01.170247] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:01.289605] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:01.289766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:01.289809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:01.289839] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:01.293301] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=4.73%) [2025-12-31T20:35:01.293616] [INFO ] [FORECASTER] Completed predict_future for XERS [2025-12-31T20:35:01.293743] [INFO ] [sig ] XERS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:01.438164] [INFO ] [LOCAL ] Saved forecast: XERS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XERS.txt [2025-12-31T20:35:01.438307] [INFO ] [sig ] [3484/3534] Completed XERS in 0.3s | 2.91 sym/s | Total: 19.9m | ETA: 17.2s [2025-12-31T20:35:01.438350] [INFO ] [sig ] [3485/3534] Forecasting XGN... [2025-12-31T20:35:01.438388] [INFO ] [sig ] Generating forecast for: XGN [2025-12-31T20:35:01.438422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'. [2025-12-31T20:35:01.450567] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XGN'. [2025-12-31T20:35:01.450946] [INFO ] [FORECASTER] Starting predict_future for XGN [2025-12-31T20:35:01.451832] [DEBUG] [LOCAL ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt [2025-12-31T20:35:01.451885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:01.451917] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:01.451944] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:01.452002] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:01.510669] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:01.511545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:01.511652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:01.511687] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:01.634818] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:01.634984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:01.635043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:01.635095] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:01.638864] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=3.16%) [2025-12-31T20:35:01.639180] [INFO ] [FORECASTER] Completed predict_future for XGN [2025-12-31T20:35:01.639345] [INFO ] [sig ] XGN: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:01.795916] [INFO ] [LOCAL ] Saved forecast: XGN 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XGN.txt [2025-12-31T20:35:01.796126] [INFO ] [sig ] [3485/3534] Completed XGN in 0.4s | 2.91 sym/s | Total: 19.9m | ETA: 16.8s [2025-12-31T20:35:01.796183] [INFO ] [sig ] [3486/3534] Forecasting XOM... [2025-12-31T20:35:01.796216] [INFO ] [sig ] Generating forecast for: XOM [2025-12-31T20:35:01.796248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-12-31T20:35:01.809516] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOM'. [2025-12-31T20:35:01.809960] [INFO ] [FORECASTER] Starting predict_future for XOM [2025-12-31T20:35:01.810825] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-12-31T20:35:01.810883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:01.810916] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:01.810942] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:01.811000] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:01.872801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:01.873799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:01.873904] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:01.873951] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:02.047667] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:02.047829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:02.047870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:02.047899] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:02.051465] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=24.98%) [2025-12-31T20:35:02.051833] [INFO ] [FORECASTER] Completed predict_future for XOM [2025-12-31T20:35:02.051974] [INFO ] [sig ] XOM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:02.206209] [INFO ] [LOCAL ] Saved forecast: XOM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XOM.txt [2025-12-31T20:35:02.206387] [INFO ] [sig ] [3486/3534] Completed XOM in 0.4s | 2.91 sym/s | Total: 20.0m | ETA: 16.5s [2025-12-31T20:35:02.206440] [INFO ] [sig ] [3487/3534] Forecasting XOMA... [2025-12-31T20:35:02.206474] [INFO ] [sig ] Generating forecast for: XOMA [2025-12-31T20:35:02.206506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'. [2025-12-31T20:35:02.220054] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOMA'. [2025-12-31T20:35:02.220504] [INFO ] [FORECASTER] Starting predict_future for XOMA [2025-12-31T20:35:02.221458] [DEBUG] [LOCAL ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt [2025-12-31T20:35:02.221515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:02.221549] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:02.221598] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:02.221661] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:02.282820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:02.283728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:02.283849] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:02.283886] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:02.404440] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:02.404810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:02.404853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:02.404884] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:02.408344] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=10.09%) [2025-12-31T20:35:02.408663] [INFO ] [FORECASTER] Completed predict_future for XOMA [2025-12-31T20:35:02.408795] [INFO ] [sig ] XOMA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:02.549149] [INFO ] [LOCAL ] Saved forecast: XOMA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XOMA.txt [2025-12-31T20:35:02.549339] [INFO ] [sig ] [3487/3534] Completed XOMA in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 16.1s [2025-12-31T20:35:02.549397] [INFO ] [sig ] [3488/3534] Forecasting XOS... [2025-12-31T20:35:02.549434] [INFO ] [sig ] Generating forecast for: XOS [2025-12-31T20:35:02.549466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'. [2025-12-31T20:35:02.560802] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XOS'. [2025-12-31T20:35:02.561173] [INFO ] [FORECASTER] Starting predict_future for XOS [2025-12-31T20:35:02.562028] [DEBUG] [LOCAL ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt [2025-12-31T20:35:02.562084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:02.562119] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:02.562148] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:02.562209] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:02.620548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:02.621406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:02.621493] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:02.621528] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:02.740118] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:02.740294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:02.740342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:02.740394] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:02.743948] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=11.22%) [2025-12-31T20:35:02.744243] [INFO ] [FORECASTER] Completed predict_future for XOS [2025-12-31T20:35:02.744371] [INFO ] [sig ] XOS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:02.884365] [INFO ] [LOCAL ] Saved forecast: XOS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XOS.txt [2025-12-31T20:35:02.884509] [INFO ] [sig ] [3488/3534] Completed XOS in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 15.8s [2025-12-31T20:35:02.884552] [INFO ] [sig ] [3489/3534] Forecasting XP... [2025-12-31T20:35:02.884600] [INFO ] [sig ] Generating forecast for: XP [2025-12-31T20:35:02.884634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'. [2025-12-31T20:35:02.896486] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XP'. [2025-12-31T20:35:02.896858] [INFO ] [FORECASTER] Starting predict_future for XP [2025-12-31T20:35:02.897725] [DEBUG] [LOCAL ] No optimal features file found for XP: ./output/feature-sets/XP.txt [2025-12-31T20:35:02.897779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:02.897811] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:02.897839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:02.897898] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:02.954393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:02.955177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:02.955262] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:02.955296] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:03.077526] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:03.077697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:03.077737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:03.077767] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:03.081157] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=33.61%) [2025-12-31T20:35:03.081449] [INFO ] [FORECASTER] Completed predict_future for XP [2025-12-31T20:35:03.081591] [INFO ] [sig ] XP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:03.222749] [INFO ] [LOCAL ] Saved forecast: XP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XP.txt [2025-12-31T20:35:03.222878] [INFO ] [sig ] [3489/3534] Completed XP in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 15.5s [2025-12-31T20:35:03.222918] [INFO ] [sig ] [3490/3534] Forecasting XPEL... [2025-12-31T20:35:03.222948] [INFO ] [sig ] Generating forecast for: XPEL [2025-12-31T20:35:03.222977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'. [2025-12-31T20:35:03.234176] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPEL'. [2025-12-31T20:35:03.234472] [INFO ] [FORECASTER] Starting predict_future for XPEL [2025-12-31T20:35:03.235306] [DEBUG] [LOCAL ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt [2025-12-31T20:35:03.235360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:03.235393] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:03.235422] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:03.235485] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:03.297289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:03.298192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:03.298283] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:03.298359] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:03.416731] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:03.416885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:03.416925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:03.416957] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:03.420386] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=46.95%) [2025-12-31T20:35:03.420694] [INFO ] [FORECASTER] Completed predict_future for XPEL [2025-12-31T20:35:03.420824] [INFO ] [sig ] XPEL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:03.561256] [INFO ] [LOCAL ] Saved forecast: XPEL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XPEL.txt [2025-12-31T20:35:03.561425] [INFO ] [sig ] [3490/3534] Completed XPEL in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 15.1s [2025-12-31T20:35:03.561466] [INFO ] [sig ] [3491/3534] Forecasting XPO... [2025-12-31T20:35:03.561496] [INFO ] [sig ] Generating forecast for: XPO [2025-12-31T20:35:03.561527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-12-31T20:35:03.573459] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPO'. [2025-12-31T20:35:03.573754] [INFO ] [FORECASTER] Starting predict_future for XPO [2025-12-31T20:35:03.574527] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-12-31T20:35:03.574595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:03.574630] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:03.574657] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:03.574715] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:03.630879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:03.631500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:03.631593] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:03.631628] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:03.749838] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:03.749978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:03.750016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:03.750045] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:03.753540] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=14.91%) [2025-12-31T20:35:03.754018] [INFO ] [FORECASTER] Completed predict_future for XPO [2025-12-31T20:35:03.754139] [INFO ] [sig ] XPO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:03.895040] [INFO ] [LOCAL ] Saved forecast: XPO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XPO.txt [2025-12-31T20:35:03.895195] [INFO ] [sig ] [3491/3534] Completed XPO in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 14.8s [2025-12-31T20:35:03.895235] [INFO ] [sig ] [3492/3534] Forecasting XPOF... [2025-12-31T20:35:03.895265] [INFO ] [sig ] Generating forecast for: XPOF [2025-12-31T20:35:03.895294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-12-31T20:35:03.906731] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPOF'. [2025-12-31T20:35:03.907065] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-12-31T20:35:03.907886] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-12-31T20:35:03.907938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:03.907971] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:03.907999] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:03.908072] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:03.964844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:03.965776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:03.965866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:03.965899] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:04.092692] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:04.092860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:04.092911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:04.092942] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:04.096464] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-12-31T20:35:04.096773] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-12-31T20:35:04.096900] [INFO ] [sig ] XPOF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:04.238006] [INFO ] [LOCAL ] Saved forecast: XPOF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XPOF.txt [2025-12-31T20:35:04.238150] [INFO ] [sig ] [3492/3534] Completed XPOF in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 14.4s [2025-12-31T20:35:04.238190] [INFO ] [sig ] [3493/3534] Forecasting XPRO... [2025-12-31T20:35:04.238219] [INFO ] [sig ] Generating forecast for: XPRO [2025-12-31T20:35:04.238251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-12-31T20:35:04.250754] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XPRO'. [2025-12-31T20:35:04.251082] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-12-31T20:35:04.251957] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-12-31T20:35:04.252010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:04.252043] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:04.252071] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:04.252130] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:04.311617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:04.312506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:04.312611] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:04.312648] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:04.433522] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:04.433698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:04.433739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:04.433768] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:04.437145] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=26.55%) [2025-12-31T20:35:04.437438] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-12-31T20:35:04.437563] [INFO ] [sig ] XPRO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:04.582755] [INFO ] [LOCAL ] Saved forecast: XPRO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XPRO.txt [2025-12-31T20:35:04.582912] [INFO ] [sig ] [3493/3534] Completed XPRO in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 14.1s [2025-12-31T20:35:04.582953] [INFO ] [sig ] [3494/3534] Forecasting XRAY... [2025-12-31T20:35:04.582982] [INFO ] [sig ] Generating forecast for: XRAY [2025-12-31T20:35:04.583012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'. [2025-12-31T20:35:04.594856] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRAY'. [2025-12-31T20:35:04.595189] [INFO ] [FORECASTER] Starting predict_future for XRAY [2025-12-31T20:35:04.596041] [DEBUG] [LOCAL ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt [2025-12-31T20:35:04.596094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:04.596155] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:04.596184] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:04.596244] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:04.655233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:04.656102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:04.656188] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:04.656223] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:04.776426] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:04.776610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:04.776653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:04.776683] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:04.780259] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-12-31T20:35:04.780608] [INFO ] [FORECASTER] Completed predict_future for XRAY [2025-12-31T20:35:04.780738] [INFO ] [sig ] XRAY: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:04.922297] [INFO ] [LOCAL ] Saved forecast: XRAY 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XRAY.txt [2025-12-31T20:35:04.922458] [INFO ] [sig ] [3494/3534] Completed XRAY in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 13.7s [2025-12-31T20:35:04.922501] [INFO ] [sig ] [3495/3534] Forecasting XRX... [2025-12-31T20:35:04.922532] [INFO ] [sig ] Generating forecast for: XRX [2025-12-31T20:35:04.922565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'. [2025-12-31T20:35:04.933683] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XRX'. [2025-12-31T20:35:04.933994] [INFO ] [FORECASTER] Starting predict_future for XRX [2025-12-31T20:35:04.934811] [DEBUG] [LOCAL ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt [2025-12-31T20:35:04.934863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:04.934895] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:04.934921] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:04.934980] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:04.992701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:04.993553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:04.993652] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:04.993685] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:05.115550] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:05.115718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:05.115758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:05.115788] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:05.119110] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=55.56%) [2025-12-31T20:35:05.119423] [INFO ] [FORECASTER] Completed predict_future for XRX [2025-12-31T20:35:05.119551] [INFO ] [sig ] XRX: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:05.257727] [INFO ] [LOCAL ] Saved forecast: XRX 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/XRX.txt [2025-12-31T20:35:05.257864] [INFO ] [sig ] [3495/3534] Completed XRX in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 13.4s [2025-12-31T20:35:05.257904] [INFO ] [sig ] [3496/3534] Forecasting XTIA... [2025-12-31T20:35:05.257934] [INFO ] [sig ] Generating forecast for: XTIA [2025-12-31T20:35:05.257972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'. [2025-12-31T20:35:05.269541] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XTIA'. [2025-12-31T20:35:05.269839] [INFO ] [FORECASTER] Starting predict_future for XTIA [2025-12-31T20:35:05.270636] [DEBUG] [LOCAL ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt [2025-12-31T20:35:05.270689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:05.270721] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:05.270748] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:05.270805] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:05.327213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:05.328061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:05.328141] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:05.328174] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:05.447205] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:05.447365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:05.447406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:05.447435] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:05.450869] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=99.39%) [2025-12-31T20:35:05.451159] [INFO ] [FORECASTER] Completed predict_future for XTIA [2025-12-31T20:35:05.451282] [INFO ] [sig ] XTIA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:05.593757] [INFO ] [LOCAL ] Saved forecast: XTIA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/XTIA.txt [2025-12-31T20:35:05.593940] [INFO ] [sig ] [3496/3534] Completed XTIA in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 13.0s [2025-12-31T20:35:05.593981] [INFO ] [sig ] [3497/3534] Forecasting XYF... [2025-12-31T20:35:05.594011] [INFO ] [sig ] Generating forecast for: XYF [2025-12-31T20:35:05.594056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-12-31T20:35:05.609280] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYF'. [2025-12-31T20:35:05.609946] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-12-31T20:35:05.610981] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-12-31T20:35:05.611043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:05.611084] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:05.611119] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:05.611197] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:05.675499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:05.676457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:05.676545] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:05.676595] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:05.797027] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:05.797186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:05.797228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:05.797294] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:05.800786] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=5.22%) [2025-12-31T20:35:05.801077] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-12-31T20:35:05.801204] [INFO ] [sig ] XYF: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:05.942614] [INFO ] [LOCAL ] Saved forecast: XYF 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XYF.txt [2025-12-31T20:35:05.942780] [INFO ] [sig ] [3497/3534] Completed XYF in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 12.7s [2025-12-31T20:35:05.942822] [INFO ] [sig ] [3498/3534] Forecasting XYL... [2025-12-31T20:35:05.942853] [INFO ] [sig ] Generating forecast for: XYL [2025-12-31T20:35:05.942884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-12-31T20:35:05.954867] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'XYL'. [2025-12-31T20:35:05.955187] [INFO ] [FORECASTER] Starting predict_future for XYL [2025-12-31T20:35:05.955993] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-12-31T20:35:05.956045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:05.956077] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:05.956103] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:05.956160] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:06.014553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:06.015496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:06.015605] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:06.015643] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:06.137810] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:06.137961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:06.138002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:06.138030] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:06.141481] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: DOWN (p=14.61%) [2025-12-31T20:35:06.141792] [INFO ] [FORECASTER] Completed predict_future for XYL [2025-12-31T20:35:06.141919] [INFO ] [sig ] XYL: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:06.281181] [INFO ] [LOCAL ] Saved forecast: XYL 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/XYL.txt [2025-12-31T20:35:06.281333] [INFO ] [sig ] [3498/3534] Completed XYL in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 12.4s [2025-12-31T20:35:06.281373] [INFO ] [sig ] [3499/3534] Forecasting YALA... [2025-12-31T20:35:06.281403] [INFO ] [sig ] Generating forecast for: YALA [2025-12-31T20:35:06.281433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-12-31T20:35:06.292536] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YALA'. [2025-12-31T20:35:06.292876] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-12-31T20:35:06.293671] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-12-31T20:35:06.293722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:06.293754] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:06.293781] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:06.293839] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:06.351235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:06.352144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:06.352227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:06.352261] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:06.471784] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:06.471940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:06.471980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:06.472010] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:06.475353] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=95.64%) [2025-12-31T20:35:06.475655] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-12-31T20:35:06.475780] [INFO ] [sig ] YALA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:06.616391] [INFO ] [LOCAL ] Saved forecast: YALA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/YALA.txt [2025-12-31T20:35:06.616556] [INFO ] [sig ] [3499/3534] Completed YALA in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 12.0s [2025-12-31T20:35:06.616617] [INFO ] [sig ] [3500/3534] Forecasting YELP... [2025-12-31T20:35:06.616650] [INFO ] [sig ] Generating forecast for: YELP [2025-12-31T20:35:06.616681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-12-31T20:35:06.628429] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YELP'. [2025-12-31T20:35:06.628809] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-12-31T20:35:06.629653] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-12-31T20:35:06.629704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:06.629736] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:06.629762] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:06.629817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:06.686231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:06.687125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:06.687209] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:06.687241] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:06.811502] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:06.811691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:06.811733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:06.811762] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:06.815195] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=16.11%) [2025-12-31T20:35:06.815492] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-12-31T20:35:06.815638] [INFO ] [sig ] YELP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:06.954639] [INFO ] [LOCAL ] Saved forecast: YELP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/YELP.txt [2025-12-31T20:35:06.954822] [INFO ] [sig ] [3500/3534] Completed YELP in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 11.7s [2025-12-31T20:35:06.954868] [INFO ] [sig ] [3501/3534] Forecasting YETI... [2025-12-31T20:35:06.954897] [INFO ] [sig ] Generating forecast for: YETI [2025-12-31T20:35:06.954926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-12-31T20:35:06.966959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YETI'. [2025-12-31T20:35:06.967334] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-12-31T20:35:06.968142] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-12-31T20:35:06.968195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:06.968228] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:06.968255] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:06.968312] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:07.025394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:07.026298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:07.026383] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:07.026415] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:07.145561] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:07.145735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:07.145777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:07.145806] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:07.149138] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=70.46%) [2025-12-31T20:35:07.149443] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-12-31T20:35:07.149569] [INFO ] [sig ] YETI: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:07.288134] [INFO ] [LOCAL ] Saved forecast: YETI 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/YETI.txt [2025-12-31T20:35:07.288263] [INFO ] [sig ] [3501/3534] Completed YETI in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 11.3s [2025-12-31T20:35:07.288303] [INFO ] [sig ] [3502/3534] Forecasting YMM... [2025-12-31T20:35:07.288334] [INFO ] [sig ] Generating forecast for: YMM [2025-12-31T20:35:07.288364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-12-31T20:35:07.300204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YMM'. [2025-12-31T20:35:07.300476] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-12-31T20:35:07.301256] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-12-31T20:35:07.301308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:07.301341] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:07.301367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:07.301424] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:07.357851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:07.358728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:07.358809] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:07.358841] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:07.476853] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:07.477010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:07.477051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:07.477081] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:07.480406] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=66.55%) [2025-12-31T20:35:07.480709] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-12-31T20:35:07.480831] [INFO ] [sig ] YMM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:07.622980] [INFO ] [LOCAL ] Saved forecast: YMM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/YMM.txt [2025-12-31T20:35:07.623142] [INFO ] [sig ] [3502/3534] Completed YMM in 0.3s | 2.91 sym/s | Total: 20.0m | ETA: 11.0s [2025-12-31T20:35:07.623184] [INFO ] [sig ] [3503/3534] Forecasting YPF... [2025-12-31T20:35:07.623217] [INFO ] [sig ] Generating forecast for: YPF [2025-12-31T20:35:07.623248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-12-31T20:35:07.636642] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YPF'. [2025-12-31T20:35:07.637021] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-12-31T20:35:07.637923] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-12-31T20:35:07.637977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:07.638010] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:07.638038] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:07.638108] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:07.705780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:07.706723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:07.706827] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:07.706881] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:07.834063] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:07.834220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:07.834260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:07.834289] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:07.837637] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=91.06%) [2025-12-31T20:35:07.837918] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-12-31T20:35:07.838040] [INFO ] [sig ] YPF: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:07.977638] [INFO ] [LOCAL ] Saved forecast: YPF 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/YPF.txt [2025-12-31T20:35:07.977780] [INFO ] [sig ] [3503/3534] Completed YPF in 0.4s | 2.91 sym/s | Total: 20.0m | ETA: 10.6s [2025-12-31T20:35:07.977820] [INFO ] [sig ] [3504/3534] Forecasting YQQQ... [2025-12-31T20:35:07.977850] [INFO ] [sig ] Generating forecast for: YQQQ [2025-12-31T20:35:07.977881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'. [2025-12-31T20:35:07.990285] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'. [2025-12-31T20:35:07.990697] [INFO ] [FORECASTER] Starting predict_future for YQQQ [2025-12-31T20:35:07.991478] [DEBUG] [LOCAL ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt [2025-12-31T20:35:07.991535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:07.991586] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:07.991618] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:07.991676] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:08.048738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:08.049693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:08.049808] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:08.049842] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:08.168828] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:08.168990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:08.169030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:08.169060] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:08.172485] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=30.35%) [2025-12-31T20:35:08.172801] [INFO ] [FORECASTER] Completed predict_future for YQQQ [2025-12-31T20:35:08.172925] [INFO ] [sig ] YQQQ: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:08.315463] [INFO ] [LOCAL ] Saved forecast: YQQQ 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/YQQQ.txt [2025-12-31T20:35:08.315611] [INFO ] [sig ] [3504/3534] Completed YQQQ in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 10.3s [2025-12-31T20:35:08.315654] [INFO ] [sig ] [3505/3534] Forecasting YRD... [2025-12-31T20:35:08.315685] [INFO ] [sig ] Generating forecast for: YRD [2025-12-31T20:35:08.315716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-12-31T20:35:08.327675] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YRD'. [2025-12-31T20:35:08.327954] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-12-31T20:35:08.328742] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-12-31T20:35:08.328805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:08.328838] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:08.328865] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:08.328924] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:08.385951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:08.386785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:08.386866] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:08.386898] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:08.503332] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:08.503493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:08.503532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:08.503562] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:08.506894] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=37.92%) [2025-12-31T20:35:08.507177] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-12-31T20:35:08.507294] [INFO ] [sig ] YRD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:08.647455] [INFO ] [LOCAL ] Saved forecast: YRD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/YRD.txt [2025-12-31T20:35:08.647664] [INFO ] [sig ] [3505/3534] Completed YRD in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 10.0s [2025-12-31T20:35:08.647717] [INFO ] [sig ] [3506/3534] Forecasting YSG... [2025-12-31T20:35:08.647750] [INFO ] [sig ] Generating forecast for: YSG [2025-12-31T20:35:08.647783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-12-31T20:35:08.660204] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YSG'. [2025-12-31T20:35:08.660473] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-12-31T20:35:08.661294] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-12-31T20:35:08.661349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:08.661391] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:08.661426] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:08.661486] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:08.719239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:08.720144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:08.720227] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:08.720259] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:08.839845] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:08.840003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:08.840042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:08.840072] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:08.843403] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=83.53%) [2025-12-31T20:35:08.843701] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-12-31T20:35:08.843824] [INFO ] [sig ] YSG: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:08.986473] [INFO ] [LOCAL ] Saved forecast: YSG 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/YSG.txt [2025-12-31T20:35:08.986663] [INFO ] [sig ] [3506/3534] Completed YSG in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 9.6s [2025-12-31T20:35:08.986706] [INFO ] [sig ] [3507/3534] Forecasting YTRA... [2025-12-31T20:35:08.986736] [INFO ] [sig ] Generating forecast for: YTRA [2025-12-31T20:35:08.986767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'. [2025-12-31T20:35:08.998879] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YTRA'. [2025-12-31T20:35:08.999286] [INFO ] [FORECASTER] Starting predict_future for YTRA [2025-12-31T20:35:09.000100] [DEBUG] [LOCAL ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt [2025-12-31T20:35:09.000155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:09.000188] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:09.000216] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:09.000274] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:09.059802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:09.060681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:09.060762] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:09.060794] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:09.189126] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:09.189316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:09.189362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:09.189394] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:09.193135] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=22.21%) [2025-12-31T20:35:09.193454] [INFO ] [FORECASTER] Completed predict_future for YTRA [2025-12-31T20:35:09.193626] [INFO ] [sig ] YTRA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:09.336677] [INFO ] [LOCAL ] Saved forecast: YTRA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/YTRA.txt [2025-12-31T20:35:09.336852] [INFO ] [sig ] [3507/3534] Completed YTRA in 0.4s | 2.91 sym/s | Total: 20.1m | ETA: 9.3s [2025-12-31T20:35:09.336895] [INFO ] [sig ] [3508/3534] Forecasting YUM... [2025-12-31T20:35:09.336925] [INFO ] [sig ] Generating forecast for: YUM [2025-12-31T20:35:09.336955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-12-31T20:35:09.349008] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUM'. [2025-12-31T20:35:09.349340] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-12-31T20:35:09.350168] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-12-31T20:35:09.350220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:09.350252] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:09.350279] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:09.350335] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:09.407082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:09.407993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:09.408079] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:09.408112] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:09.524365] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:09.524521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:09.524560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:09.524608] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:09.527929] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-12-31T20:35:09.528219] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-12-31T20:35:09.528351] [INFO ] [sig ] YUM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:09.667179] [INFO ] [LOCAL ] Saved forecast: YUM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/YUM.txt [2025-12-31T20:35:09.667305] [INFO ] [sig ] [3508/3534] Completed YUM in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 8.9s [2025-12-31T20:35:09.667352] [INFO ] [sig ] [3509/3534] Forecasting YUMC... [2025-12-31T20:35:09.667383] [INFO ] [sig ] Generating forecast for: YUMC [2025-12-31T20:35:09.667414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-12-31T20:35:09.678998] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'YUMC'. [2025-12-31T20:35:09.679305] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-12-31T20:35:09.680110] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-12-31T20:35:09.680162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:09.680193] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:09.680219] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:09.680276] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:09.736693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:09.737311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:09.737388] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:09.737419] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:09.854878] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:09.855014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:09.855052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:09.855080] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:09.858371] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=58.99%) [2025-12-31T20:35:09.858677] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-12-31T20:35:09.858798] [INFO ] [sig ] YUMC: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:09.996959] [INFO ] [LOCAL ] Saved forecast: YUMC 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/YUMC.txt [2025-12-31T20:35:09.997082] [INFO ] [sig ] [3509/3534] Completed YUMC in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 8.6s [2025-12-31T20:35:09.997121] [INFO ] [sig ] [3510/3534] Forecasting Z... [2025-12-31T20:35:09.997151] [INFO ] [sig ] Generating forecast for: Z [2025-12-31T20:35:09.997181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'. [2025-12-31T20:35:10.009001] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'Z'. [2025-12-31T20:35:10.009315] [INFO ] [FORECASTER] Starting predict_future for Z [2025-12-31T20:35:10.010117] [DEBUG] [LOCAL ] No optimal features file found for Z: ./output/feature-sets/Z.txt [2025-12-31T20:35:10.010168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:10.010200] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:10.010226] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:10.010283] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:10.066660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:10.067290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:10.067367] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:10.067400] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:10.190825] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:10.190975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:10.191014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:10.191043] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:10.194389] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=44.55%) [2025-12-31T20:35:10.194694] [INFO ] [FORECASTER] Completed predict_future for Z [2025-12-31T20:35:10.194832] [INFO ] [sig ] Z: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:10.333701] [INFO ] [LOCAL ] Saved forecast: Z 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/Z.txt [2025-12-31T20:35:10.333829] [INFO ] [sig ] [3510/3534] Completed Z in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 8.2s [2025-12-31T20:35:10.333869] [INFO ] [sig ] [3511/3534] Forecasting ZBH... [2025-12-31T20:35:10.333898] [INFO ] [sig ] Generating forecast for: ZBH [2025-12-31T20:35:10.333928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-12-31T20:35:10.345420] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBH'. [2025-12-31T20:35:10.345727] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-12-31T20:35:10.346513] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-12-31T20:35:10.346566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:10.346641] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:10.346671] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:10.346731] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:10.405446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:10.406104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:10.406185] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:10.406218] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:10.523399] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:10.523535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:10.523589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:10.523621] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:10.526892] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=3.17%) [2025-12-31T20:35:10.527172] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-12-31T20:35:10.527290] [INFO ] [sig ] ZBH: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:10.668812] [INFO ] [LOCAL ] Saved forecast: ZBH 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZBH.txt [2025-12-31T20:35:10.668943] [INFO ] [sig ] [3511/3534] Completed ZBH in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 7.9s [2025-12-31T20:35:10.668982] [INFO ] [sig ] [3512/3534] Forecasting ZBIO... [2025-12-31T20:35:10.669012] [INFO ] [sig ] Generating forecast for: ZBIO [2025-12-31T20:35:10.669042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'. [2025-12-31T20:35:10.680174] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'. [2025-12-31T20:35:10.680464] [INFO ] [FORECASTER] Starting predict_future for ZBIO [2025-12-31T20:35:10.681251] [DEBUG] [LOCAL ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt [2025-12-31T20:35:10.681302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:10.681334] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:10.681360] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:10.681417] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:10.737345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:10.738216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:10.738300] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:10.738332] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:10.855239] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:10.855377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:10.855415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:10.855463] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:10.858756] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-12-31T20:35:10.859041] [INFO ] [FORECASTER] Completed predict_future for ZBIO [2025-12-31T20:35:10.859164] [INFO ] [sig ] ZBIO: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:10.996099] [INFO ] [LOCAL ] Saved forecast: ZBIO 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZBIO.txt [2025-12-31T20:35:10.996227] [INFO ] [sig ] [3512/3534] Completed ZBIO in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 7.6s [2025-12-31T20:35:10.996266] [INFO ] [sig ] [3513/3534] Forecasting ZBRA... [2025-12-31T20:35:10.996294] [INFO ] [sig ] Generating forecast for: ZBRA [2025-12-31T20:35:10.996323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'. [2025-12-31T20:35:11.007842] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'. [2025-12-31T20:35:11.008129] [INFO ] [FORECASTER] Starting predict_future for ZBRA [2025-12-31T20:35:11.008937] [DEBUG] [LOCAL ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt [2025-12-31T20:35:11.008989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:11.009021] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:11.009048] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:11.009106] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:11.064984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:11.065855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:11.065936] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:11.065968] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:11.182953] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:11.183119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:11.183158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:11.183186] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:11.186545] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: UP (p=95.76%) [2025-12-31T20:35:11.186850] [INFO ] [FORECASTER] Completed predict_future for ZBRA [2025-12-31T20:35:11.186972] [INFO ] [sig ] ZBRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:11.328935] [INFO ] [LOCAL ] Saved forecast: ZBRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZBRA.txt [2025-12-31T20:35:11.329074] [INFO ] [sig ] [3513/3534] Completed ZBRA in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 7.2s [2025-12-31T20:35:11.329115] [INFO ] [sig ] [3514/3534] Forecasting ZD... [2025-12-31T20:35:11.329145] [INFO ] [sig ] Generating forecast for: ZD [2025-12-31T20:35:11.329176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'. [2025-12-31T20:35:11.341774] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZD'. [2025-12-31T20:35:11.342076] [INFO ] [FORECASTER] Starting predict_future for ZD [2025-12-31T20:35:11.342874] [DEBUG] [LOCAL ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt [2025-12-31T20:35:11.342925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:11.342956] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:11.342983] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:11.343040] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:11.399721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:11.400395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:11.400490] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:11.400522] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:11.518359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:11.518517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:11.518555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:11.518638] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:11.522022] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=22.79%) [2025-12-31T20:35:11.522311] [INFO ] [FORECASTER] Completed predict_future for ZD [2025-12-31T20:35:11.522434] [INFO ] [sig ] ZD: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:11.662257] [INFO ] [LOCAL ] Saved forecast: ZD 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZD.txt [2025-12-31T20:35:11.662398] [INFO ] [sig ] [3514/3534] Completed ZD in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 6.9s [2025-12-31T20:35:11.662437] [INFO ] [sig ] [3515/3534] Forecasting ZEPP... [2025-12-31T20:35:11.662466] [INFO ] [sig ] Generating forecast for: ZEPP [2025-12-31T20:35:11.662498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-12-31T20:35:11.674449] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'. [2025-12-31T20:35:11.674808] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-12-31T20:35:11.675645] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-12-31T20:35:11.675698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:11.675731] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:11.675759] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:11.675817] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:11.737701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:11.738532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:11.738636] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:11.738671] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:11.848533] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:11.848710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:11.848749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:11.848777] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:11.852161] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=17.69%) [2025-12-31T20:35:11.852457] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-12-31T20:35:11.852596] [INFO ] [sig ] ZEPP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:11.989399] [INFO ] [LOCAL ] Saved forecast: ZEPP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZEPP.txt [2025-12-31T20:35:11.989539] [INFO ] [sig ] [3515/3534] Completed ZEPP in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 6.5s [2025-12-31T20:35:11.989596] [INFO ] [sig ] [3516/3534] Forecasting ZETA... [2025-12-31T20:35:11.989629] [INFO ] [sig ] Generating forecast for: ZETA [2025-12-31T20:35:11.989659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-12-31T20:35:12.001416] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZETA'. [2025-12-31T20:35:12.001754] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-12-31T20:35:12.002535] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-12-31T20:35:12.002604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:12.002637] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:12.002675] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:12.002734] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:12.058414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:12.059089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:12.059167] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:12.059198] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:12.178182] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:12.178337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:12.178381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:12.178412] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:12.181964] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=67.10%) [2025-12-31T20:35:12.182253] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-12-31T20:35:12.182379] [INFO ] [sig ] ZETA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:12.330800] [INFO ] [LOCAL ] Saved forecast: ZETA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZETA.txt [2025-12-31T20:35:12.330939] [INFO ] [sig ] [3516/3534] Completed ZETA in 0.3s | 2.91 sym/s | Total: 20.1m | ETA: 6.2s [2025-12-31T20:35:12.330989] [INFO ] [sig ] [3517/3534] Forecasting ZEUS... [2025-12-31T20:35:12.331022] [INFO ] [sig ] Generating forecast for: ZEUS [2025-12-31T20:35:12.331055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'. [2025-12-31T20:35:12.343189] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'. [2025-12-31T20:35:12.343601] [INFO ] [FORECASTER] Starting predict_future for ZEUS [2025-12-31T20:35:12.344708] [DEBUG] [LOCAL ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt [2025-12-31T20:35:12.344764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:12.344797] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:12.344822] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:12.344889] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:12.407136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:12.408012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:12.408114] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:12.408148] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:12.534389] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:12.534544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:12.534603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:12.534636] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:12.538289] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=12.77%) [2025-12-31T20:35:12.538606] [INFO ] [FORECASTER] Completed predict_future for ZEUS [2025-12-31T20:35:12.538734] [INFO ] [sig ] ZEUS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:12.685729] [INFO ] [LOCAL ] Saved forecast: ZEUS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZEUS.txt [2025-12-31T20:35:12.685888] [INFO ] [sig ] [3517/3534] Completed ZEUS in 0.4s | 2.91 sym/s | Total: 20.1m | ETA: 5.8s [2025-12-31T20:35:12.685937] [INFO ] [sig ] [3518/3534] Forecasting ZGN... [2025-12-31T20:35:12.685969] [INFO ] [sig ] Generating forecast for: ZGN [2025-12-31T20:35:12.686001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-12-31T20:35:12.697534] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZGN'. [2025-12-31T20:35:12.697885] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-12-31T20:35:12.698723] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-12-31T20:35:12.698777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:12.698810] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:12.698839] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:12.698898] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:12.762045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:12.763127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:12.763218] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:12.763257] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:12.894812] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:12.894984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:12.895030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:12.895058] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:12.898755] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: UP (p=78.04%) [2025-12-31T20:35:12.899152] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-12-31T20:35:12.899345] [INFO ] [sig ] ZGN: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:13.047372] [INFO ] [LOCAL ] Saved forecast: ZGN 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZGN.txt [2025-12-31T20:35:13.047541] [INFO ] [sig ] [3518/3534] Completed ZGN in 0.4s | 2.91 sym/s | Total: 20.1m | ETA: 5.5s [2025-12-31T20:35:13.047602] [INFO ] [sig ] [3519/3534] Forecasting ZH... [2025-12-31T20:35:13.047637] [INFO ] [sig ] Generating forecast for: ZH [2025-12-31T20:35:13.047669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-12-31T20:35:13.060091] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZH'. [2025-12-31T20:35:13.060457] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-12-31T20:35:13.061288] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-12-31T20:35:13.061341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:13.061374] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:13.061401] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:13.061458] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:13.123062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:13.124001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:13.124092] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:13.124136] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:13.249945] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:13.250118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:13.250175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:13.250220] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:13.253890] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=96.02%) [2025-12-31T20:35:13.254209] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-12-31T20:35:13.254352] [INFO ] [sig ] ZH: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:13.405298] [INFO ] [LOCAL ] Saved forecast: ZH 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZH.txt [2025-12-31T20:35:13.405450] [INFO ] [sig ] [3519/3534] Completed ZH in 0.4s | 2.91 sym/s | Total: 20.1m | ETA: 5.2s [2025-12-31T20:35:13.405493] [INFO ] [sig ] [3520/3534] Forecasting ZIM... [2025-12-31T20:35:13.405525] [INFO ] [sig ] Generating forecast for: ZIM [2025-12-31T20:35:13.405564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-12-31T20:35:13.418432] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIM'. [2025-12-31T20:35:13.418803] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-12-31T20:35:13.419701] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-12-31T20:35:13.419755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:13.419788] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:13.419815] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:13.419874] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:13.483056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:13.484022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:13.484124] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:13.484163] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:13.613907] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:13.614081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:13.614140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:13.614190] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:13.618123] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=91.72%) [2025-12-31T20:35:13.618475] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-12-31T20:35:13.618667] [INFO ] [sig ] ZIM: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:13.772936] [INFO ] [LOCAL ] Saved forecast: ZIM 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZIM.txt [2025-12-31T20:35:13.773112] [INFO ] [sig ] [3520/3534] Completed ZIM in 0.4s | 2.91 sym/s | Total: 20.1m | ETA: 4.8s [2025-12-31T20:35:13.773156] [INFO ] [sig ] [3521/3534] Forecasting ZION... [2025-12-31T20:35:13.773187] [INFO ] [sig ] Generating forecast for: ZION [2025-12-31T20:35:13.773219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'. [2025-12-31T20:35:13.785603] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZION'. [2025-12-31T20:35:13.785920] [INFO ] [FORECASTER] Starting predict_future for ZION [2025-12-31T20:35:13.786736] [DEBUG] [LOCAL ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt [2025-12-31T20:35:13.786789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:13.786822] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:13.786850] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:13.786909] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:13.843615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:13.844298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:13.844385] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:13.844449] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:13.972359] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:13.972524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:13.972568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:13.972619] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:13.976138] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=18.48%) [2025-12-31T20:35:13.976428] [INFO ] [FORECASTER] Completed predict_future for ZION [2025-12-31T20:35:13.976554] [INFO ] [sig ] ZION: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:14.119211] [INFO ] [LOCAL ] Saved forecast: ZION 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZION.txt [2025-12-31T20:35:14.119368] [INFO ] [sig ] [3521/3534] Completed ZION in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 4.5s [2025-12-31T20:35:14.119411] [INFO ] [sig ] [3522/3534] Forecasting ZIP... [2025-12-31T20:35:14.119441] [INFO ] [sig ] Generating forecast for: ZIP [2025-12-31T20:35:14.119471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-12-31T20:35:14.130851] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZIP'. [2025-12-31T20:35:14.131151] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-12-31T20:35:14.131968] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-12-31T20:35:14.132021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:14.132054] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:14.132081] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:14.132139] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:14.189851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:14.190494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:14.190593] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:14.190628] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:14.311491] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:14.311648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:14.311688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:14.311718] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:14.315058] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=23.27%) [2025-12-31T20:35:14.315340] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-12-31T20:35:14.315461] [INFO ] [sig ] ZIP: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:14.457270] [INFO ] [LOCAL ] Saved forecast: ZIP 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZIP.txt [2025-12-31T20:35:14.457408] [INFO ] [sig ] [3522/3534] Completed ZIP in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 4.1s [2025-12-31T20:35:14.457448] [INFO ] [sig ] [3523/3534] Forecasting ZLAB... [2025-12-31T20:35:14.457477] [INFO ] [sig ] Generating forecast for: ZLAB [2025-12-31T20:35:14.457508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'. [2025-12-31T20:35:14.468819] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'. [2025-12-31T20:35:14.469105] [INFO ] [FORECASTER] Starting predict_future for ZLAB [2025-12-31T20:35:14.469922] [DEBUG] [LOCAL ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt [2025-12-31T20:35:14.469974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:14.470005] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:14.470031] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:14.470088] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:14.525615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:14.526268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:14.526345] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:14.526376] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:14.645141] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:14.645282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:14.645322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:14.645349] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:14.648675] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=24.23%) [2025-12-31T20:35:14.648956] [INFO ] [FORECASTER] Completed predict_future for ZLAB [2025-12-31T20:35:14.649076] [INFO ] [sig ] ZLAB: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:14.786142] [INFO ] [LOCAL ] Saved forecast: ZLAB 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZLAB.txt [2025-12-31T20:35:14.786269] [INFO ] [sig ] [3523/3534] Completed ZLAB in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 3.8s [2025-12-31T20:35:14.786308] [INFO ] [sig ] [3524/3534] Forecasting ZM... [2025-12-31T20:35:14.786337] [INFO ] [sig ] Generating forecast for: ZM [2025-12-31T20:35:14.786368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'. [2025-12-31T20:35:14.797756] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZM'. [2025-12-31T20:35:14.798055] [INFO ] [FORECASTER] Starting predict_future for ZM [2025-12-31T20:35:14.798858] [DEBUG] [LOCAL ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt [2025-12-31T20:35:14.798910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:14.798941] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:14.798969] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:14.799028] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:14.854855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:14.855500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:14.855594] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:14.855629] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:14.975286] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:14.975444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:14.975486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:14.975517] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:14.978978] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=14.67%) [2025-12-31T20:35:14.979286] [INFO ] [FORECASTER] Completed predict_future for ZM [2025-12-31T20:35:14.979409] [INFO ] [sig ] ZM: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:15.117416] [INFO ] [LOCAL ] Saved forecast: ZM 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZM.txt [2025-12-31T20:35:15.117588] [INFO ] [sig ] [3524/3534] Completed ZM in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 3.4s [2025-12-31T20:35:15.117631] [INFO ] [sig ] [3525/3534] Forecasting ZNTL... [2025-12-31T20:35:15.117661] [INFO ] [sig ] Generating forecast for: ZNTL [2025-12-31T20:35:15.117692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'. [2025-12-31T20:35:15.131829] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'. [2025-12-31T20:35:15.132180] [INFO ] [FORECASTER] Starting predict_future for ZNTL [2025-12-31T20:35:15.133171] [DEBUG] [LOCAL ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt [2025-12-31T20:35:15.133235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:15.133279] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:15.133315] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:15.133393] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:15.204139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:15.205023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:15.205121] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:15.205171] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:15.344286] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:15.344441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:15.344481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:15.344512] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:15.348375] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=95.05%) [2025-12-31T20:35:15.348710] [INFO ] [FORECASTER] Completed predict_future for ZNTL [2025-12-31T20:35:15.348844] [INFO ] [sig ] ZNTL: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:15.502381] [INFO ] [LOCAL ] Saved forecast: ZNTL 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZNTL.txt [2025-12-31T20:35:15.502517] [INFO ] [sig ] [3525/3534] Completed ZNTL in 0.4s | 2.91 sym/s | Total: 20.2m | ETA: 3.1s [2025-12-31T20:35:15.502561] [INFO ] [sig ] [3526/3534] Forecasting ZS... [2025-12-31T20:35:15.502622] [INFO ] [sig ] Generating forecast for: ZS [2025-12-31T20:35:15.502657] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'. [2025-12-31T20:35:15.514169] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZS'. [2025-12-31T20:35:15.514462] [INFO ] [FORECASTER] Starting predict_future for ZS [2025-12-31T20:35:15.515256] [DEBUG] [LOCAL ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt [2025-12-31T20:35:15.515309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:15.515341] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:15.515367] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:15.515428] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:15.571508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:15.572197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:15.572276] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:15.572309] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:15.692459] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:15.692618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:15.692658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:15.692686] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:15.696169] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=46.25%) [2025-12-31T20:35:15.696450] [INFO ] [FORECASTER] Completed predict_future for ZS [2025-12-31T20:35:15.696608] [INFO ] [sig ] ZS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:15.833060] [INFO ] [LOCAL ] Saved forecast: ZS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZS.txt [2025-12-31T20:35:15.833182] [INFO ] [sig ] [3526/3534] Completed ZS in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 2.7s [2025-12-31T20:35:15.833221] [INFO ] [sig ] [3527/3534] Forecasting ZTO... [2025-12-31T20:35:15.833250] [INFO ] [sig ] Generating forecast for: ZTO [2025-12-31T20:35:15.833280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-12-31T20:35:15.844803] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTO'. [2025-12-31T20:35:15.845101] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-12-31T20:35:15.845884] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-12-31T20:35:15.845935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:15.845967] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:15.845994] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:15.846051] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:15.902088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:15.902765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:15.902847] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:15.902877] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:16.020257] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:16.020406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:16.020443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:16.020472] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:16.023770] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=9.54%) [2025-12-31T20:35:16.024053] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-12-31T20:35:16.024177] [INFO ] [sig ] ZTO: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:16.163247] [INFO ] [LOCAL ] Saved forecast: ZTO 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZTO.txt [2025-12-31T20:35:16.163368] [INFO ] [sig ] [3527/3534] Completed ZTO in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 2.4s [2025-12-31T20:35:16.163407] [INFO ] [sig ] [3528/3534] Forecasting ZTS... [2025-12-31T20:35:16.163436] [INFO ] [sig ] Generating forecast for: ZTS [2025-12-31T20:35:16.163466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-12-31T20:35:16.175515] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZTS'. [2025-12-31T20:35:16.175846] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-12-31T20:35:16.176737] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-12-31T20:35:16.176790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:16.176850] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:16.176879] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:16.176940] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:16.241510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:16.242508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:16.242614] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:16.242651] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:16.364387] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:16.364555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:16.364622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:16.364654] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:16.368159] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=67.45%) [2025-12-31T20:35:16.368457] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-12-31T20:35:16.368605] [INFO ] [sig ] ZTS: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:16.508213] [INFO ] [LOCAL ] Saved forecast: ZTS 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZTS.txt [2025-12-31T20:35:16.508383] [INFO ] [sig ] [3528/3534] Completed ZTS in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 2.1s [2025-12-31T20:35:16.508425] [INFO ] [sig ] [3529/3534] Forecasting ZUMZ... [2025-12-31T20:35:16.508455] [INFO ] [sig ] Generating forecast for: ZUMZ [2025-12-31T20:35:16.508485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'. [2025-12-31T20:35:16.520303] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'. [2025-12-31T20:35:16.520631] [INFO ] [FORECASTER] Starting predict_future for ZUMZ [2025-12-31T20:35:16.521429] [DEBUG] [LOCAL ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt [2025-12-31T20:35:16.521492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:16.521525] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:16.521551] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:16.521626] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:16.577546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:16.578383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:16.578466] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:16.578498] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:16.697674] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:16.697836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:16.697876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:16.697904] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:16.701324] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=57.03%) [2025-12-31T20:35:16.701627] [INFO ] [FORECASTER] Completed predict_future for ZUMZ [2025-12-31T20:35:16.701749] [INFO ] [sig ] ZUMZ: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:16.844416] [INFO ] [LOCAL ] Saved forecast: ZUMZ 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZUMZ.txt [2025-12-31T20:35:16.844557] [INFO ] [sig ] [3529/3534] Completed ZUMZ in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 1.7s [2025-12-31T20:35:16.844617] [INFO ] [sig ] [3530/3534] Forecasting ZURA... [2025-12-31T20:35:16.844649] [INFO ] [sig ] Generating forecast for: ZURA [2025-12-31T20:35:16.844679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'. [2025-12-31T20:35:16.857162] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZURA'. [2025-12-31T20:35:16.857506] [INFO ] [FORECASTER] Starting predict_future for ZURA [2025-12-31T20:35:16.858304] [DEBUG] [LOCAL ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt [2025-12-31T20:35:16.858355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:16.858387] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:16.858413] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:16.858469] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:16.916042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:16.916683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:16.916760] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:16.916792] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:17.037737] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:17.037876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:17.037914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:17.037941] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:17.041229] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-12-31T20:35:17.041514] [INFO ] [FORECASTER] Completed predict_future for ZURA [2025-12-31T20:35:17.041650] [INFO ] [sig ] ZURA: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:17.179762] [INFO ] [LOCAL ] Saved forecast: ZURA 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZURA.txt [2025-12-31T20:35:17.179893] [INFO ] [sig ] [3530/3534] Completed ZURA in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 1.4s [2025-12-31T20:35:17.179931] [INFO ] [sig ] [3531/3534] Forecasting ZVIA... [2025-12-31T20:35:17.179961] [INFO ] [sig ] Generating forecast for: ZVIA [2025-12-31T20:35:17.179991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-12-31T20:35:17.192158] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'. [2025-12-31T20:35:17.192496] [INFO ] [FORECASTER] Starting predict_future for ZVIA [2025-12-31T20:35:17.193291] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-12-31T20:35:17.193344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:17.193377] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:17.193404] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:17.193461] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:17.253398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:17.254377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:17.254466] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:17.254500] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:17.376162] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:17.376338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:17.376381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:17.376453] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:17.380198] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=95.23%) [2025-12-31T20:35:17.380543] [INFO ] [FORECASTER] Completed predict_future for ZVIA [2025-12-31T20:35:17.380704] [INFO ] [sig ] ZVIA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:17.527972] [INFO ] [LOCAL ] Saved forecast: ZVIA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZVIA.txt [2025-12-31T20:35:17.528138] [INFO ] [sig ] [3531/3534] Completed ZVIA in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 1.0s [2025-12-31T20:35:17.528179] [INFO ] [sig ] [3532/3534] Forecasting ZVRA... [2025-12-31T20:35:17.528211] [INFO ] [sig ] Generating forecast for: ZVRA [2025-12-31T20:35:17.528244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'. [2025-12-31T20:35:17.541857] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'. [2025-12-31T20:35:17.542307] [INFO ] [FORECASTER] Starting predict_future for ZVRA [2025-12-31T20:35:17.543335] [DEBUG] [LOCAL ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt [2025-12-31T20:35:17.543399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:17.543445] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:17.543490] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:17.543602] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:17.616461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:17.617370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:17.617464] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:17.617504] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:17.736362] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:17.736532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:17.736592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:17.736626] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:17.740163] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=83.84%) [2025-12-31T20:35:17.740482] [INFO ] [FORECASTER] Completed predict_future for ZVRA [2025-12-31T20:35:17.740636] [INFO ] [sig ] ZVRA: Forecast for 2025-12-31: UP (sign=1.00) [2025-12-31T20:35:17.885674] [INFO ] [LOCAL ] Saved forecast: ZVRA 2026-01-02 1 -> ./output/forecasts/individual/2026-01-02/ZVRA.txt [2025-12-31T20:35:17.885835] [INFO ] [sig ] [3532/3534] Completed ZVRA in 0.4s | 2.91 sym/s | Total: 20.2m | ETA: 0.7s [2025-12-31T20:35:17.885884] [INFO ] [sig ] [3533/3534] Forecasting ZWS... [2025-12-31T20:35:17.885915] [INFO ] [sig ] Generating forecast for: ZWS [2025-12-31T20:35:17.885947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-12-31T20:35:17.897951] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZWS'. [2025-12-31T20:35:17.898313] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-12-31T20:35:17.899218] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-12-31T20:35:17.899301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:17.899340] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:17.899372] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:17.899437] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:17.955507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:17.956216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:17.956312] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:17.956346] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:18.076131] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:18.076283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:18.076322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:18.076351] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:18.079739] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=23.21%) [2025-12-31T20:35:18.080025] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-12-31T20:35:18.080148] [INFO ] [sig ] ZWS: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:18.217923] [INFO ] [LOCAL ] Saved forecast: ZWS 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZWS.txt [2025-12-31T20:35:18.218081] [INFO ] [sig ] [3533/3534] Completed ZWS in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 0.3s [2025-12-31T20:35:18.218124] [INFO ] [sig ] [3534/3534] Forecasting ZYME... [2025-12-31T20:35:18.218153] [INFO ] [sig ] Generating forecast for: ZYME [2025-12-31T20:35:18.218183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'. [2025-12-31T20:35:18.229959] [DEBUG] [REMOTE ] Successfully parsed 300 rows of historical data for symbol 'ZYME'. [2025-12-31T20:35:18.230292] [INFO ] [FORECASTER] Starting predict_future for ZYME [2025-12-31T20:35:18.231136] [DEBUG] [LOCAL ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt [2025-12-31T20:35:18.231189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-12-31T20:35:18.231222] [DEBUG] [FORECASTER] Starting train method [2025-12-31T20:35:18.231250] [DEBUG] [FORECASTER] Extracting feature columns [2025-12-31T20:35:18.231309] [DEBUG] [FORECASTER] Creating target_sign column [2025-12-31T20:35:18.289982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-12-31T20:35:18.290736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-12-31T20:35:18.290819] [DEBUG] [FORECASTER] XGBClassifier created [2025-12-31T20:35:18.290852] [DEBUG] [FORECASTER] Starting model.fit [2025-12-31T20:35:18.410490] [DEBUG] [FORECASTER] Completed model.fit [2025-12-31T20:35:18.410614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features [2025-12-31T20:35:18.410658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting [2025-12-31T20:35:18.410689] [INFO ] [FORECASTER] Training complete [2025-12-31T20:35:18.414066] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=1.12%) [2025-12-31T20:35:18.414353] [INFO ] [FORECASTER] Completed predict_future for ZYME [2025-12-31T20:35:18.414492] [INFO ] [sig ] ZYME: Forecast for 2025-12-31: DOWN (sign=0.00) [2025-12-31T20:35:18.559704] [INFO ] [LOCAL ] Saved forecast: ZYME 2026-01-02 0 -> ./output/forecasts/individual/2026-01-02/ZYME.txt [2025-12-31T20:35:18.559880] [INFO ] [sig ] [3534/3534] Completed ZYME in 0.3s | 2.91 sym/s | Total: 20.2m | ETA: 0.0s [2025-12-31T20:35:18.559936] [INFO ] [sig ] ================================================== [2025-12-31T20:35:18.559979] [INFO ] [sig ] Forecasts complete: 3534/3534 symbols succeeded [2025-12-31T20:35:18.560010] [INFO ] [sig ] Automatically generating consolidated reports... [2025-12-31T20:35:18.560071] [INFO ] [sig ] Generating consolidated forecast reports [2025-12-31T20:35:18.560558] [INFO ] [sig ] Found 56 forecast dates to process [2025-12-31T20:35:18.560643] [INFO ] [sig ] [1/56] Processing report for 2025-10-10... [2025-12-31T20:35:18.560695] [INFO ] [sig ] [1/56] Report for 2025-10-10 already exists, skipping... [2025-12-31T20:35:18.560727] [INFO ] [sig ] [2/56] Processing report for 2025-10-13... [2025-12-31T20:35:18.560761] [INFO ] [sig ] [2/56] Report for 2025-10-13 already exists, skipping... [2025-12-31T20:35:18.560789] [INFO ] [sig ] [3/56] Processing report for 2025-10-14... [2025-12-31T20:35:18.560821] [INFO ] [sig ] [3/56] Report for 2025-10-14 already exists, skipping... [2025-12-31T20:35:18.560858] [INFO ] [sig ] [4/56] Processing report for 2025-10-15... [2025-12-31T20:35:18.560906] [INFO ] [sig ] [4/56] Report for 2025-10-15 already exists, skipping... [2025-12-31T20:35:18.560942] [INFO ] [sig ] [5/56] Processing report for 2025-10-16... [2025-12-31T20:35:18.560974] [INFO ] [sig ] [5/56] Report for 2025-10-16 already exists, skipping... [2025-12-31T20:35:18.561002] [INFO ] [sig ] [6/56] Processing report for 2025-10-17... [2025-12-31T20:35:18.561049] [INFO ] [sig ] [6/56] Report for 2025-10-17 already exists, skipping... [2025-12-31T20:35:18.561092] [INFO ] [sig ] [7/56] Processing report for 2025-10-20... [2025-12-31T20:35:18.561136] [INFO ] [sig ] [7/56] Report for 2025-10-20 already exists, skipping... [2025-12-31T20:35:18.561179] [INFO ] [sig ] [8/56] Processing report for 2025-10-21... [2025-12-31T20:35:18.561232] [INFO ] [sig ] [8/56] Report for 2025-10-21 already exists, skipping... [2025-12-31T20:35:18.561277] [INFO ] [sig ] [9/56] Processing report for 2025-10-22... [2025-12-31T20:35:18.561320] [INFO ] [sig ] [9/56] Report for 2025-10-22 already exists, skipping... [2025-12-31T20:35:18.561348] [INFO ] [sig ] [10/56] Processing report for 2025-10-23... [2025-12-31T20:35:18.561379] [INFO ] [sig ] [10/56] Report for 2025-10-23 already exists, skipping... [2025-12-31T20:35:18.561405] [INFO ] [sig ] [11/56] Processing report for 2025-10-24... [2025-12-31T20:35:18.561434] [INFO ] [sig ] [11/56] Report for 2025-10-24 already exists, skipping... [2025-12-31T20:35:18.561459] [INFO ] [sig ] [12/56] Processing report for 2025-10-27... [2025-12-31T20:35:18.561489] [INFO ] [sig ] [12/56] Report for 2025-10-27 already exists, skipping... [2025-12-31T20:35:18.561515] [INFO ] [sig ] [13/56] Processing report for 2025-10-28... [2025-12-31T20:35:18.561544] [INFO ] [sig ] [13/56] Report for 2025-10-28 already exists, skipping... [2025-12-31T20:35:18.561590] [INFO ] [sig ] [14/56] Processing report for 2025-10-30... [2025-12-31T20:35:18.561626] [INFO ] [sig ] [14/56] Report for 2025-10-30 already exists, skipping... [2025-12-31T20:35:18.561652] [INFO ] [sig ] [15/56] Processing report for 2025-10-31... [2025-12-31T20:35:18.561686] [INFO ] [sig ] [15/56] Report for 2025-10-31 already exists, skipping... [2025-12-31T20:35:18.561720] [INFO ] [sig ] [16/56] Processing report for 2025-11-03... [2025-12-31T20:35:18.561754] [INFO ] [sig ] [16/56] Report for 2025-11-03 already exists, skipping... [2025-12-31T20:35:18.561788] [INFO ] [sig ] [17/56] Processing report for 2025-11-04... [2025-12-31T20:35:18.561822] [INFO ] [sig ] [17/56] Report for 2025-11-04 already exists, skipping... [2025-12-31T20:35:18.561849] [INFO ] [sig ] [18/56] Processing report for 2025-11-05... [2025-12-31T20:35:18.561879] [INFO ] [sig ] [18/56] Report for 2025-11-05 already exists, skipping... [2025-12-31T20:35:18.561907] [INFO ] [sig ] [19/56] Processing report for 2025-11-06... [2025-12-31T20:35:18.561938] [INFO ] [sig ] [19/56] Report for 2025-11-06 already exists, skipping... [2025-12-31T20:35:18.561964] [INFO ] [sig ] [20/56] Processing report for 2025-11-07... [2025-12-31T20:35:18.561993] [INFO ] [sig ] [20/56] Report for 2025-11-07 already exists, skipping... [2025-12-31T20:35:18.562018] [INFO ] [sig ] [21/56] Processing report for 2025-11-10... [2025-12-31T20:35:18.562048] [INFO ] [sig ] [21/56] Report for 2025-11-10 already exists, skipping... [2025-12-31T20:35:18.562074] [INFO ] [sig ] [22/56] Processing report for 2025-11-11... [2025-12-31T20:35:18.562104] [INFO ] [sig ] [22/56] Report for 2025-11-11 already exists, skipping... [2025-12-31T20:35:18.562136] [INFO ] [sig ] [23/56] Processing report for 2025-11-12... [2025-12-31T20:35:18.562183] [INFO ] [sig ] [23/56] Report for 2025-11-12 already exists, skipping... [2025-12-31T20:35:18.562221] [INFO ] [sig ] [24/56] Processing report for 2025-11-13... [2025-12-31T20:35:18.562254] [INFO ] [sig ] [24/56] Report for 2025-11-13 already exists, skipping... 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[2025-12-31T20:35:18.564350] [INFO ] [sig ] [55/56] Processing report for 2025-12-31... [2025-12-31T20:35:18.564389] [INFO ] [sig ] [55/56] Report for 2025-12-31 already exists, skipping... [2025-12-31T20:35:18.564417] [INFO ] [sig ] [56/56] Processing report for 2026-01-02... [2025-12-31T20:35:18.636321] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.636495] [DEBUG] [LOCAL ] Loaded configuration for NVAX: 1 features, 60.0% accuracy [2025-12-31T20:35:18.636606] [DEBUG] [LOCAL ] Loaded configuration for NTRS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.636688] [DEBUG] [LOCAL ] Loaded configuration for RMD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.636774] [DEBUG] [LOCAL ] Loaded configuration for LTRN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.636849] [DEBUG] [LOCAL ] Loaded configuration for PFL: 1 features, 100.0% accuracy [2025-12-31T20:35:18.636912] [DEBUG] [LOCAL ] Loaded configuration for OBIL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.636973] [DEBUG] [LOCAL ] Loaded configuration for PWP: 4 features, 90.0% accuracy [2025-12-31T20:35:18.637049] [DEBUG] [LOCAL ] Loaded configuration for TILE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.637131] [DEBUG] [LOCAL ] Loaded configuration for FHI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.637214] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.637277] [DEBUG] [LOCAL ] Loaded configuration for WK: 3 features, 60.0% accuracy [2025-12-31T20:35:18.637347] [DEBUG] [LOCAL ] Loaded configuration for FIX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.637409] [DEBUG] [LOCAL ] Loaded configuration for COEP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.637469] [DEBUG] [LOCAL ] Loaded configuration for SLXN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.637536] [DEBUG] [LOCAL ] Loaded configuration for RGLD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.637617] [DEBUG] [LOCAL ] Loaded configuration for WSC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.637689] [DEBUG] [LOCAL ] Loaded configuration for FNF: 3 features, 60.0% accuracy [2025-12-31T20:35:18.637751] [DEBUG] [LOCAL ] Loaded configuration for BXC: 0 features, 60.0% accuracy [2025-12-31T20:35:18.637811] [DEBUG] [LOCAL ] Loaded configuration for SEDG: 2 features, 100.0% accuracy [2025-12-31T20:35:18.637871] [DEBUG] [LOCAL ] Loaded configuration for NGNE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.637940] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.638002] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.638060] [DEBUG] [LOCAL ] Loaded configuration for CCBG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.638119] [DEBUG] [LOCAL ] Loaded configuration for TRS: 0 features, 60.0% accuracy [2025-12-31T20:35:18.638188] [DEBUG] [LOCAL ] Loaded configuration for GOSS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.638266] [DEBUG] [LOCAL ] Loaded configuration for TCBI: 3 features, 60.0% accuracy [2025-12-31T20:35:18.638341] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-12-31T20:35:18.638404] [DEBUG] [LOCAL ] Loaded configuration for IBEX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.638464] [DEBUG] [LOCAL ] Loaded configuration for HUBG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.638523] [DEBUG] [LOCAL ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.638602] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.638675] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 6 features, 90.0% accuracy [2025-12-31T20:35:18.638738] [DEBUG] [LOCAL ] Loaded configuration for SKYY: 3 features, 60.0% accuracy [2025-12-31T20:35:18.638799] [DEBUG] [LOCAL ] Loaded configuration for TNGX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.638902] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.638990] [DEBUG] [LOCAL ] Loaded configuration for INTZ: 3 features, 90.0% accuracy [2025-12-31T20:35:18.639054] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 90.0% accuracy [2025-12-31T20:35:18.639114] [DEBUG] [LOCAL ] Loaded configuration for J: 1 features, 60.0% accuracy [2025-12-31T20:35:18.639174] [DEBUG] [LOCAL ] Loaded configuration for GFS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.639268] [DEBUG] [LOCAL ] Loaded configuration for FJP: 4 features, 60.0% accuracy [2025-12-31T20:35:18.639349] [DEBUG] [LOCAL ] Loaded configuration for CMCO: 0 features, 80.0% accuracy [2025-12-31T20:35:18.639427] [DEBUG] [LOCAL ] Loaded configuration for MGIC: 1 features, 60.0% accuracy [2025-12-31T20:35:18.639509] [DEBUG] [LOCAL ] Loaded configuration for ABUS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.639622] [DEBUG] [LOCAL ] Loaded configuration for FFIN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.639701] [DEBUG] [LOCAL ] Loaded configuration for CTLP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.639764] [DEBUG] [LOCAL ] Loaded configuration for MTCH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.639826] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.639883] [DEBUG] [LOCAL ] Loaded configuration for BILI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.639943] [DEBUG] [LOCAL ] Loaded configuration for MBX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.640005] [DEBUG] [LOCAL ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy [2025-12-31T20:35:18.640075] [DEBUG] [LOCAL ] Loaded configuration for NWSA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.640146] [DEBUG] [LOCAL ] Loaded configuration for PEP: 2 features, 60.0% accuracy [2025-12-31T20:35:18.640207] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.640290] [DEBUG] [LOCAL ] Loaded configuration for SCHL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.640378] [DEBUG] [LOCAL ] Loaded configuration for KROS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.640461] [DEBUG] [LOCAL ] Loaded configuration for UPC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.640533] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.640616] [DEBUG] [LOCAL ] Loaded configuration for FLS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.640695] [DEBUG] [LOCAL ] Loaded configuration for XBIL: 1 features, 60.0% accuracy [2025-12-31T20:35:18.640777] [DEBUG] [LOCAL ] Loaded configuration for ASND: 0 features, 90.0% accuracy [2025-12-31T20:35:18.640876] [DEBUG] [LOCAL ] Loaded configuration for FTGC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.640942] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.641002] [DEBUG] [LOCAL ] Loaded configuration for ALGM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.641075] [DEBUG] [LOCAL ] Loaded configuration for RY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.641164] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.641236] [DEBUG] [LOCAL ] Loaded configuration for TSHA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.641320] [DEBUG] [LOCAL ] Loaded configuration for LPL: 3 features, 50.0% accuracy [2025-12-31T20:35:18.641402] [DEBUG] [LOCAL ] Loaded configuration for BABA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.641474] [DEBUG] [LOCAL ] Loaded configuration for BYRN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.641544] [DEBUG] [LOCAL ] Loaded configuration for ACP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.641632] [DEBUG] [LOCAL ] Loaded configuration for ERII: 2 features, 60.0% accuracy [2025-12-31T20:35:18.641694] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.641778] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.641850] [DEBUG] [LOCAL ] Loaded configuration for PVH: 5 features, 90.0% accuracy [2025-12-31T20:35:18.641911] [DEBUG] [LOCAL ] Loaded configuration for FARM: 3 features, 60.0% accuracy [2025-12-31T20:35:18.641972] [DEBUG] [LOCAL ] Loaded configuration for VRRM: 4 features, 80.0% accuracy [2025-12-31T20:35:18.642060] [DEBUG] [LOCAL ] Loaded configuration for ACRE: 2 features, 60.0% accuracy [2025-12-31T20:35:18.642180] [DEBUG] [LOCAL ] Loaded configuration for CLX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.642260] [DEBUG] [LOCAL ] Loaded configuration for SKWD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.642322] [DEBUG] [LOCAL ] Loaded configuration for GL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.642382] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 60.0% accuracy [2025-12-31T20:35:18.642442] [DEBUG] [LOCAL ] Loaded configuration for AAOI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.642501] [DEBUG] [LOCAL ] Loaded configuration for KURA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.642560] [DEBUG] [LOCAL ] Loaded configuration for SVCO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.642640] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 1 features, 60.0% accuracy [2025-12-31T20:35:18.642708] [DEBUG] [LOCAL ] Loaded configuration for NRK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.642773] [DEBUG] [LOCAL ] Loaded configuration for EPSN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.642832] [DEBUG] [LOCAL ] Loaded configuration for IDN: 0 features, 70.0% accuracy [2025-12-31T20:35:18.642892] [DEBUG] [LOCAL ] Loaded configuration for PRG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.642979] [DEBUG] [LOCAL ] Loaded configuration for CMS: 6 features, 80.0% accuracy [2025-12-31T20:35:18.643069] [DEBUG] [LOCAL ] Loaded configuration for BGY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.643139] [DEBUG] [LOCAL ] Loaded configuration for CCEC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.643217] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-12-31T20:35:18.643307] [DEBUG] [LOCAL ] Loaded configuration for SKYX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.643375] [DEBUG] [LOCAL ] Loaded configuration for CCRN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.643445] [DEBUG] [LOCAL ] Loaded configuration for IGA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.643532] [DEBUG] [LOCAL ] Loaded configuration for ARE: 4 features, 70.0% accuracy [2025-12-31T20:35:18.643637] [DEBUG] [LOCAL ] Loaded configuration for BRX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.643724] [DEBUG] [LOCAL ] Loaded configuration for RXO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.643799] [DEBUG] [LOCAL ] Loaded configuration for LZ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.643877] [DEBUG] [LOCAL ] Loaded configuration for ELTX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.643968] [DEBUG] [LOCAL ] Loaded configuration for ADP: 3 features, 90.0% accuracy [2025-12-31T20:35:18.644054] [DEBUG] [LOCAL ] Loaded configuration for FOLD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.644125] [DEBUG] [LOCAL ] Loaded configuration for AZO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.644190] [DEBUG] [LOCAL ] Loaded configuration for CTMX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.644272] [DEBUG] [LOCAL ] Loaded configuration for PDP: 1 features, 90.0% accuracy [2025-12-31T20:35:18.644331] [DEBUG] [LOCAL ] Loaded configuration for AMX: 0 features, 80.0% accuracy [2025-12-31T20:35:18.644405] [DEBUG] [LOCAL ] Loaded configuration for PAC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.644465] [DEBUG] [LOCAL ] Loaded configuration for AIMD: 1 features, 50.0% accuracy [2025-12-31T20:35:18.644524] [DEBUG] [LOCAL ] Loaded configuration for NLY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.644602] [DEBUG] [LOCAL ] Loaded configuration for LINE: 5 features, 90.0% accuracy [2025-12-31T20:35:18.644674] [DEBUG] [LOCAL ] Loaded configuration for KDP: 1 features, 90.0% accuracy [2025-12-31T20:35:18.644760] [DEBUG] [LOCAL ] Loaded configuration for OGI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.644834] [DEBUG] [LOCAL ] Loaded configuration for GLAD: 1 features, 80.0% accuracy [2025-12-31T20:35:18.644904] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.644965] [DEBUG] [LOCAL ] Loaded configuration for CARS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.645033] [DEBUG] [LOCAL ] Loaded configuration for CCSI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.645098] [DEBUG] [LOCAL ] Loaded configuration for TDSC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.645180] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 0 features, 80.0% accuracy [2025-12-31T20:35:18.645260] [DEBUG] [LOCAL ] Loaded configuration for AAPD: 0 features, 80.0% accuracy [2025-12-31T20:35:18.645321] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.645380] [DEBUG] [LOCAL ] Loaded configuration for APOG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.645439] [DEBUG] [LOCAL ] Loaded configuration for FIP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.645499] [DEBUG] [LOCAL ] Loaded configuration for CATO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.645557] [DEBUG] [LOCAL ] Loaded configuration for DGRE: 6 features, 100.0% accuracy [2025-12-31T20:35:18.645640] [DEBUG] [LOCAL ] Loaded configuration for GNMA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.645699] [DEBUG] [LOCAL ] Loaded configuration for CWH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.645759] [DEBUG] [LOCAL ] Loaded configuration for SOUN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.645819] [DEBUG] [LOCAL ] Loaded configuration for PCN: 3 features, 100.0% accuracy [2025-12-31T20:35:18.645878] [DEBUG] [LOCAL ] Loaded configuration for AGZD: 1 features, 80.0% accuracy [2025-12-31T20:35:18.645936] [DEBUG] [LOCAL ] Loaded configuration for SSP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.645996] [DEBUG] [LOCAL ] Loaded configuration for FCFS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.646055] [DEBUG] [LOCAL ] Loaded configuration for OTLY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.646113] [DEBUG] [LOCAL ] Loaded configuration for DWAS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.646172] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 5 features, 80.0% accuracy [2025-12-31T20:35:18.646230] [DEBUG] [LOCAL ] Loaded configuration for NVEC: 1 features, 40.0% accuracy [2025-12-31T20:35:18.646289] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.646346] [DEBUG] [LOCAL ] Loaded configuration for SIBN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.646404] [DEBUG] [LOCAL ] Loaded configuration for GPIX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.646475] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.646563] [DEBUG] [LOCAL ] Loaded configuration for KNF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.646661] [DEBUG] [LOCAL ] Loaded configuration for WING: 3 features, 80.0% accuracy [2025-12-31T20:35:18.646732] [DEBUG] [LOCAL ] Loaded configuration for YMM: 0 features, 60.0% accuracy [2025-12-31T20:35:18.646816] [DEBUG] [LOCAL ] Loaded configuration for FRPH: 2 features, 90.0% accuracy [2025-12-31T20:35:18.646890] [DEBUG] [LOCAL ] Loaded configuration for RLX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.646977] [DEBUG] [LOCAL ] Loaded configuration for JMSB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.647058] [DEBUG] [LOCAL ] Loaded configuration for FRME: 1 features, 70.0% accuracy [2025-12-31T20:35:18.647131] [DEBUG] [LOCAL ] Loaded configuration for OBK: 1 features, 90.0% accuracy [2025-12-31T20:35:18.647200] [DEBUG] [LOCAL ] Loaded configuration for LASE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.647290] [DEBUG] [LOCAL ] Loaded configuration for OABI: 3 features, 100.0% accuracy [2025-12-31T20:35:18.647367] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.647454] [DEBUG] [LOCAL ] Loaded configuration for PHK: 4 features, 90.0% accuracy [2025-12-31T20:35:18.647532] [DEBUG] [LOCAL ] Loaded configuration for BHC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.647646] [DEBUG] [LOCAL ] Loaded configuration for SLDP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.647756] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.647836] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-12-31T20:35:18.647906] [DEBUG] [LOCAL ] Loaded configuration for ELF: 1 features, 50.0% accuracy [2025-12-31T20:35:18.647970] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-12-31T20:35:18.648030] [DEBUG] [LOCAL ] Loaded configuration for ESGD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.648114] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.648202] [DEBUG] [LOCAL ] Loaded configuration for LQDA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.648292] [DEBUG] [LOCAL ] Loaded configuration for ACNB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.648374] [DEBUG] [LOCAL ] Loaded configuration for RERE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.648445] [DEBUG] [LOCAL ] Loaded configuration for BITF: 4 features, 80.0% accuracy [2025-12-31T20:35:18.648504] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.648565] [DEBUG] [LOCAL ] Loaded configuration for CLRB: 2 features, 50.0% accuracy [2025-12-31T20:35:18.648645] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.648706] [DEBUG] [LOCAL ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy [2025-12-31T20:35:18.648784] [DEBUG] [LOCAL ] Loaded configuration for ISSC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.648864] [DEBUG] [LOCAL ] Loaded configuration for ANGI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.648944] [DEBUG] [LOCAL ] Loaded configuration for AXTI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.649029] [DEBUG] [LOCAL ] Loaded configuration for MYGN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.649116] [DEBUG] [LOCAL ] Loaded configuration for FUND: 2 features, 90.0% accuracy [2025-12-31T20:35:18.649197] [DEBUG] [LOCAL ] Loaded configuration for GPRE: 1 features, 100.0% accuracy [2025-12-31T20:35:18.649306] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.649401] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.649512] [DEBUG] [LOCAL ] Loaded configuration for ZD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.649615] [DEBUG] [LOCAL ] Loaded configuration for EIC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.649712] [DEBUG] [LOCAL ] Loaded configuration for CB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.649787] [DEBUG] [LOCAL ] Loaded configuration for SMPL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.649873] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-12-31T20:35:18.649950] [DEBUG] [LOCAL ] Loaded configuration for CTRM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.650024] [DEBUG] [LOCAL ] Loaded configuration for AXL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.650097] [DEBUG] [LOCAL ] Loaded configuration for UBS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.650172] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 2 features, 60.0% accuracy [2025-12-31T20:35:18.650245] [DEBUG] [LOCAL ] Loaded configuration for DRVN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.650348] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.650435] [DEBUG] [LOCAL ] Loaded configuration for FFBC: 0 features, 60.0% accuracy [2025-12-31T20:35:18.650499] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.650559] [DEBUG] [LOCAL ] Loaded configuration for MFIN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.650663] [DEBUG] [LOCAL ] Loaded configuration for CCK: 4 features, 100.0% accuracy [2025-12-31T20:35:18.650743] [DEBUG] [LOCAL ] Loaded configuration for LIN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.650834] [DEBUG] [LOCAL ] Loaded configuration for PFF: 2 features, 90.0% accuracy [2025-12-31T20:35:18.650911] [DEBUG] [LOCAL ] Loaded configuration for OFIX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.650986] [DEBUG] [LOCAL ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy [2025-12-31T20:35:18.651073] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 1 features, 80.0% accuracy [2025-12-31T20:35:18.651156] [DEBUG] [LOCAL ] Loaded configuration for ALTS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.651237] [DEBUG] [LOCAL ] Loaded configuration for ALAB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.651321] [DEBUG] [LOCAL ] Loaded configuration for IDCC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.651404] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 1 features, 90.0% accuracy [2025-12-31T20:35:18.651487] [DEBUG] [LOCAL ] Loaded configuration for ACON: 1 features, 80.0% accuracy [2025-12-31T20:35:18.651591] [DEBUG] [LOCAL ] Loaded configuration for LMBS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.651695] [DEBUG] [LOCAL ] Loaded configuration for BTMD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.651780] [DEBUG] [LOCAL ] Loaded configuration for COFS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.651863] [DEBUG] [LOCAL ] Loaded configuration for NXE: 3 features, 90.0% accuracy [2025-12-31T20:35:18.651946] [DEBUG] [LOCAL ] Loaded configuration for NTNX: 4 features, 70.0% accuracy [2025-12-31T20:35:18.652027] [DEBUG] [LOCAL ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.652111] [DEBUG] [LOCAL ] Loaded configuration for AFRM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.652193] [DEBUG] [LOCAL ] Loaded configuration for REGN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.652273] [DEBUG] [LOCAL ] Loaded configuration for CACC: 1 features, 60.0% accuracy [2025-12-31T20:35:18.652355] [DEBUG] [LOCAL ] Loaded configuration for TMCI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.652435] [DEBUG] [LOCAL ] Loaded configuration for DX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.652534] [DEBUG] [LOCAL ] Loaded configuration for CION: 1 features, 80.0% accuracy [2025-12-31T20:35:18.652650] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.652714] [DEBUG] [LOCAL ] Loaded configuration for TNK: 2 features, 60.0% accuracy [2025-12-31T20:35:18.652773] [DEBUG] [LOCAL ] Loaded configuration for PRCH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.652839] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-12-31T20:35:18.652929] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.653035] [DEBUG] [LOCAL ] Loaded configuration for DVAX: 5 features, 90.0% accuracy [2025-12-31T20:35:18.653123] [DEBUG] [LOCAL ] Loaded configuration for CECO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.653210] [DEBUG] [LOCAL ] Loaded configuration for LYG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.653306] [DEBUG] [LOCAL ] Loaded configuration for CADL: 1 features, 90.0% accuracy [2025-12-31T20:35:18.653391] [DEBUG] [LOCAL ] Loaded configuration for DG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.653467] [DEBUG] [LOCAL ] Loaded configuration for OSIS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.653530] [DEBUG] [LOCAL ] Loaded configuration for DKNG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.653609] [DEBUG] [LOCAL ] Loaded configuration for NWE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.653672] [DEBUG] [LOCAL ] Loaded configuration for CODA: 0 features, 90.0% accuracy [2025-12-31T20:35:18.653730] [DEBUG] [LOCAL ] Loaded configuration for TTEC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.653789] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.653846] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.653914] [DEBUG] [LOCAL ] Loaded configuration for ORGO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.653976] [DEBUG] [LOCAL ] Loaded configuration for LGIH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.654036] [DEBUG] [LOCAL ] Loaded configuration for LZB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.654096] [DEBUG] [LOCAL ] Loaded configuration for MPB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.654155] [DEBUG] [LOCAL ] Loaded configuration for IDE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.654214] [DEBUG] [LOCAL ] Loaded configuration for CTNM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.654283] [DEBUG] [LOCAL ] Loaded configuration for GOOG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.654343] [DEBUG] [LOCAL ] Loaded configuration for JBL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.654401] [DEBUG] [LOCAL ] Loaded configuration for IRDM: 4 features, 80.0% accuracy [2025-12-31T20:35:18.654458] [DEBUG] [LOCAL ] Loaded configuration for AIP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.654518] [DEBUG] [LOCAL ] Loaded configuration for EDAP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.654593] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.654656] [DEBUG] [LOCAL ] Loaded configuration for CTO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.654715] [DEBUG] [LOCAL ] Loaded configuration for CPSS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.654780] [DEBUG] [LOCAL ] Loaded configuration for HIFS: 1 features, 90.0% accuracy [2025-12-31T20:35:18.654854] [DEBUG] [LOCAL ] Loaded configuration for ASPS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.654913] [DEBUG] [LOCAL ] Loaded configuration for ALXO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.655007] [DEBUG] [LOCAL ] Loaded configuration for ECC: 1 features, 50.0% accuracy [2025-12-31T20:35:18.655069] [DEBUG] [LOCAL ] Loaded configuration for HUMA: 4 features, 60.0% accuracy [2025-12-31T20:35:18.655129] [DEBUG] [LOCAL ] Loaded configuration for BG: 4 features, 70.0% accuracy [2025-12-31T20:35:18.655198] [DEBUG] [LOCAL ] Loaded configuration for CMPX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.655260] [DEBUG] [LOCAL ] Loaded configuration for ORMP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.655319] [DEBUG] [LOCAL ] Loaded configuration for ORKA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.655381] [DEBUG] [LOCAL ] Loaded configuration for THFF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.655458] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.655520] [DEBUG] [LOCAL ] Loaded configuration for TBLD: 0 features, 80.0% accuracy [2025-12-31T20:35:18.655599] [DEBUG] [LOCAL ] Loaded configuration for ACAD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.655663] [DEBUG] [LOCAL ] Loaded configuration for INMB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.655723] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 3 features, 100.0% accuracy [2025-12-31T20:35:18.655787] [DEBUG] [LOCAL ] Loaded configuration for CNC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.655845] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.655904] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.655962] [DEBUG] [LOCAL ] Loaded configuration for BXMX: 4 features, 70.0% accuracy [2025-12-31T20:35:18.656021] [DEBUG] [LOCAL ] Loaded configuration for AQN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.656089] [DEBUG] [LOCAL ] Loaded configuration for SPAI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.656150] [DEBUG] [LOCAL ] Loaded configuration for KLIC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.656210] [DEBUG] [LOCAL ] Loaded configuration for MBB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.656288] [DEBUG] [LOCAL ] Loaded configuration for RYI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.656381] [DEBUG] [LOCAL ] Loaded configuration for HPE: 0 features, 90.0% accuracy [2025-12-31T20:35:18.656445] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.656505] [DEBUG] [LOCAL ] Loaded configuration for LYEL: 4 features, 70.0% accuracy [2025-12-31T20:35:18.656567] [DEBUG] [LOCAL ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy [2025-12-31T20:35:18.656648] [DEBUG] [LOCAL ] Loaded configuration for CRH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.656721] [DEBUG] [LOCAL ] Loaded configuration for TELO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.656800] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.656869] [DEBUG] [LOCAL ] Loaded configuration for FTLF: 2 features, 80.0% accuracy [2025-12-31T20:35:18.656949] [DEBUG] [LOCAL ] Loaded configuration for OXLC: 4 features, 60.0% accuracy [2025-12-31T20:35:18.657012] [DEBUG] [LOCAL ] Loaded configuration for AFL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.657081] [DEBUG] [LOCAL ] Loaded configuration for FEMS: 1 features, 50.0% accuracy [2025-12-31T20:35:18.657143] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-12-31T20:35:18.657205] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.657281] [DEBUG] [LOCAL ] Loaded configuration for BJ: 4 features, 90.0% accuracy [2025-12-31T20:35:18.657343] [DEBUG] [LOCAL ] Loaded configuration for BLBD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.657402] [DEBUG] [LOCAL ] Loaded configuration for PMAX: 2 features, 100.0% accuracy [2025-12-31T20:35:18.657461] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 5 features, 90.0% accuracy [2025-12-31T20:35:18.657521] [DEBUG] [LOCAL ] Loaded configuration for CNK: 4 features, 100.0% accuracy [2025-12-31T20:35:18.657605] [DEBUG] [LOCAL ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.657669] [DEBUG] [LOCAL ] Loaded configuration for STEM: 3 features, 100.0% accuracy [2025-12-31T20:35:18.657738] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 4 features, 70.0% accuracy [2025-12-31T20:35:18.657799] [DEBUG] [LOCAL ] Loaded configuration for ACHC: 1 features, 50.0% accuracy [2025-12-31T20:35:18.657857] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-12-31T20:35:18.657926] [DEBUG] [LOCAL ] Loaded configuration for PAA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.657997] [DEBUG] [LOCAL ] Loaded configuration for BDN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.658074] [DEBUG] [LOCAL ] Loaded configuration for CTBI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.658140] [DEBUG] [LOCAL ] Loaded configuration for RRGB: 2 features, 100.0% accuracy [2025-12-31T20:35:18.658199] [DEBUG] [LOCAL ] Loaded configuration for VOC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.658266] [DEBUG] [LOCAL ] Loaded configuration for HWH: 3 features, 90.0% accuracy [2025-12-31T20:35:18.658326] [DEBUG] [LOCAL ] Loaded configuration for IMMP: 3 features, 50.0% accuracy [2025-12-31T20:35:18.658383] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.658442] [DEBUG] [LOCAL ] Loaded configuration for SGBX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.658500] [DEBUG] [LOCAL ] Loaded configuration for KBWY: 1 features, 90.0% accuracy [2025-12-31T20:35:18.658559] [DEBUG] [LOCAL ] Loaded configuration for JKHY: 2 features, 100.0% accuracy [2025-12-31T20:35:18.658638] [DEBUG] [LOCAL ] Loaded configuration for AXON: 2 features, 90.0% accuracy [2025-12-31T20:35:18.658699] [DEBUG] [LOCAL ] Loaded configuration for RDVY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.658757] [DEBUG] [LOCAL ] Loaded configuration for PAYS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.658817] [DEBUG] [LOCAL ] Loaded configuration for RIME: 6 features, 80.0% accuracy [2025-12-31T20:35:18.658892] [DEBUG] [LOCAL ] Loaded configuration for NTRA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.658960] [DEBUG] [LOCAL ] Loaded configuration for OLMA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.659039] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 70.0% accuracy [2025-12-31T20:35:18.659100] [DEBUG] [LOCAL ] Loaded configuration for BUG: 4 features, 60.0% accuracy [2025-12-31T20:35:18.659159] [DEBUG] [LOCAL ] Loaded configuration for UAA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.659221] [DEBUG] [LOCAL ] Loaded configuration for DCO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.659303] [DEBUG] [LOCAL ] Loaded configuration for BGS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.659365] [DEBUG] [LOCAL ] Loaded configuration for SNY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.659422] [DEBUG] [LOCAL ] Loaded configuration for GWRS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.659482] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.659540] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.659628] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.659717] [DEBUG] [LOCAL ] Loaded configuration for BE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.659779] [DEBUG] [LOCAL ] Loaded configuration for ULY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.659838] [DEBUG] [LOCAL ] Loaded configuration for PATH: 0 features, 60.0% accuracy [2025-12-31T20:35:18.659903] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.659965] [DEBUG] [LOCAL ] Loaded configuration for PFM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.660026] [DEBUG] [LOCAL ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy [2025-12-31T20:35:18.660096] [DEBUG] [LOCAL ] Loaded configuration for CTRN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.660164] [DEBUG] [LOCAL ] Loaded configuration for ACWX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.660243] [DEBUG] [LOCAL ] Loaded configuration for VERX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.660326] [DEBUG] [LOCAL ] Loaded configuration for NB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.660403] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.660489] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.660570] [DEBUG] [LOCAL ] Loaded configuration for KN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.660683] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.660768] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.660852] [DEBUG] [LOCAL ] Loaded configuration for ARES: 2 features, 90.0% accuracy [2025-12-31T20:35:18.660949] [DEBUG] [LOCAL ] Loaded configuration for BMY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.661035] [DEBUG] [LOCAL ] Loaded configuration for GGLS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.661118] [DEBUG] [LOCAL ] Loaded configuration for BBD: 1 features, 60.0% accuracy [2025-12-31T20:35:18.661200] [DEBUG] [LOCAL ] Loaded configuration for GLBE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.661282] [DEBUG] [LOCAL ] Loaded configuration for ESTA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.661366] [DEBUG] [LOCAL ] Loaded configuration for TOI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.661459] [DEBUG] [LOCAL ] Loaded configuration for NUVL: 5 features, 90.0% accuracy [2025-12-31T20:35:18.661545] [DEBUG] [LOCAL ] Loaded configuration for JAMF: 2 features, 70.0% accuracy [2025-12-31T20:35:18.661652] [DEBUG] [LOCAL ] Loaded configuration for EDN: 5 features, 80.0% accuracy [2025-12-31T20:35:18.661745] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.661840] [DEBUG] [LOCAL ] Loaded configuration for ATRO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.661921] [DEBUG] [LOCAL ] Loaded configuration for CRON: 1 features, 70.0% accuracy [2025-12-31T20:35:18.662002] [DEBUG] [LOCAL ] Loaded configuration for GLRE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.662083] [DEBUG] [LOCAL ] Loaded configuration for TS: 2 features, 100.0% accuracy [2025-12-31T20:35:18.662164] [DEBUG] [LOCAL ] Loaded configuration for VSTM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.662254] [DEBUG] [LOCAL ] Loaded configuration for KIDS: 0 features, 90.0% accuracy [2025-12-31T20:35:18.662339] [DEBUG] [LOCAL ] Loaded configuration for GTES: 7 features, 90.0% accuracy [2025-12-31T20:35:18.662420] [DEBUG] [LOCAL ] Loaded configuration for GRFS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.662503] [DEBUG] [LOCAL ] Loaded configuration for RELL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.662611] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.662697] [DEBUG] [LOCAL ] Loaded configuration for LILA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.662788] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.662871] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.662951] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.663033] [DEBUG] [LOCAL ] Loaded configuration for APLD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.663115] [DEBUG] [LOCAL ] Loaded configuration for FWRG: 2 features, 50.0% accuracy [2025-12-31T20:35:18.663194] [DEBUG] [LOCAL ] Loaded configuration for UPXI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.663279] [DEBUG] [LOCAL ] Loaded configuration for USXF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.663371] [DEBUG] [LOCAL ] Loaded configuration for ANF: 4 features, 100.0% accuracy [2025-12-31T20:35:18.663448] [DEBUG] [LOCAL ] Loaded configuration for ICE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.663508] [DEBUG] [LOCAL ] Loaded configuration for ESGE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.663601] [DEBUG] [LOCAL ] Loaded configuration for TBIL: 0 features, 90.0% accuracy [2025-12-31T20:35:18.663692] [DEBUG] [LOCAL ] Loaded configuration for FITBO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.663761] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-12-31T20:35:18.663821] [DEBUG] [LOCAL ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.663879] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.663938] [DEBUG] [LOCAL ] Loaded configuration for VPLS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.663996] [DEBUG] [LOCAL ] Loaded configuration for MEDP: 1 features, 80.0% accuracy [2025-12-31T20:35:18.664065] [DEBUG] [LOCAL ] Loaded configuration for BWB: 1 features, 60.0% accuracy [2025-12-31T20:35:18.664141] [DEBUG] [LOCAL ] Loaded configuration for DMAC: 5 features, 70.0% accuracy [2025-12-31T20:35:18.664201] [DEBUG] [LOCAL ] Loaded configuration for PACB: 0 features, 70.0% accuracy [2025-12-31T20:35:18.664262] [DEBUG] [LOCAL ] Loaded configuration for ABG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.664331] [DEBUG] [LOCAL ] Loaded configuration for WASH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.664391] [DEBUG] [LOCAL ] Loaded configuration for NFLX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.664450] [DEBUG] [LOCAL ] Loaded configuration for DRD: 0 features, 60.0% accuracy [2025-12-31T20:35:18.664517] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 5 features, 90.0% accuracy [2025-12-31T20:35:18.664594] [DEBUG] [LOCAL ] Loaded configuration for KPRX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.664687] [DEBUG] [LOCAL ] Loaded configuration for FNB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.664792] [DEBUG] [LOCAL ] Loaded configuration for AMCX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.664896] [DEBUG] [LOCAL ] Loaded configuration for CCD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.664986] [DEBUG] [LOCAL ] Loaded configuration for TVC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.665075] [DEBUG] [LOCAL ] Loaded configuration for SPRC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.665147] [DEBUG] [LOCAL ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy [2025-12-31T20:35:18.665241] [DEBUG] [LOCAL ] Loaded configuration for RPTX: 0 features, 80.0% accuracy [2025-12-31T20:35:18.665315] [DEBUG] [LOCAL ] Loaded configuration for ETG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.665396] [DEBUG] [LOCAL ] Loaded configuration for DSP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.665456] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-12-31T20:35:18.665516] [DEBUG] [LOCAL ] Loaded configuration for SYY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.665593] [DEBUG] [LOCAL ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.665657] [DEBUG] [LOCAL ] Loaded configuration for CGO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.665726] [DEBUG] [LOCAL ] Loaded configuration for FGEN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.665787] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-12-31T20:35:18.665856] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.665942] [DEBUG] [LOCAL ] Loaded configuration for F: 0 features, 70.0% accuracy [2025-12-31T20:35:18.666035] [DEBUG] [LOCAL ] Loaded configuration for FEX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.666100] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 0 features, 70.0% accuracy [2025-12-31T20:35:18.666162] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.666230] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 60.0% accuracy [2025-12-31T20:35:18.666321] [DEBUG] [LOCAL ] Loaded configuration for LCID: 4 features, 70.0% accuracy [2025-12-31T20:35:18.666416] [DEBUG] [LOCAL ] Loaded configuration for ORC: 0 features, 80.0% accuracy [2025-12-31T20:35:18.666496] [DEBUG] [LOCAL ] Loaded configuration for PH: 4 features, 70.0% accuracy [2025-12-31T20:35:18.666589] [DEBUG] [LOCAL ] Loaded configuration for BTI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.666676] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.666745] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.666805] [DEBUG] [LOCAL ] Loaded configuration for DHIL: 5 features, 90.0% accuracy [2025-12-31T20:35:18.666876] [DEBUG] [LOCAL ] Loaded configuration for AFYA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.666942] [DEBUG] [LOCAL ] Loaded configuration for QVAL: 4 features, 90.0% accuracy [2025-12-31T20:35:18.667028] [DEBUG] [LOCAL ] Loaded configuration for SNGX: 1 features, 90.0% accuracy [2025-12-31T20:35:18.667113] [DEBUG] [LOCAL ] Loaded configuration for SMX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.667196] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-12-31T20:35:18.667257] [DEBUG] [LOCAL ] Loaded configuration for WKSP: 1 features, 90.0% accuracy [2025-12-31T20:35:18.667336] [DEBUG] [LOCAL ] Loaded configuration for BCML: 2 features, 70.0% accuracy [2025-12-31T20:35:18.667410] [DEBUG] [LOCAL ] Loaded configuration for FTQI: 0 features, 80.0% accuracy [2025-12-31T20:35:18.667472] [DEBUG] [LOCAL ] Loaded configuration for CBNK: 2 features, 100.0% accuracy [2025-12-31T20:35:18.667530] [DEBUG] [LOCAL ] Loaded configuration for PROK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.667618] [DEBUG] [LOCAL ] Loaded configuration for ABVX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.667726] [DEBUG] [LOCAL ] Loaded configuration for KSPI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.667797] [DEBUG] [LOCAL ] Loaded configuration for FRSX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.667857] [DEBUG] [LOCAL ] Loaded configuration for AEFC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.667937] [DEBUG] [LOCAL ] Loaded configuration for AMDL: 5 features, 70.0% accuracy [2025-12-31T20:35:18.668040] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 0 features, 70.0% accuracy [2025-12-31T20:35:18.668128] [DEBUG] [LOCAL ] Loaded configuration for SEM: 4 features, 100.0% accuracy [2025-12-31T20:35:18.668214] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 3 features, 100.0% accuracy [2025-12-31T20:35:18.668276] [DEBUG] [LOCAL ] Loaded configuration for GBIO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.668335] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 0 features, 60.0% accuracy [2025-12-31T20:35:18.668402] [DEBUG] [LOCAL ] Loaded configuration for SVRA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.668473] [DEBUG] [LOCAL ] Loaded configuration for VSH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.668557] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.668673] [DEBUG] [LOCAL ] Loaded configuration for SURG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.668749] [DEBUG] [LOCAL ] Loaded configuration for GAMB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.668811] [DEBUG] [LOCAL ] Loaded configuration for NVO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.668873] [DEBUG] [LOCAL ] Loaded configuration for AES: 1 features, 90.0% accuracy [2025-12-31T20:35:18.668970] [DEBUG] [LOCAL ] Loaded configuration for SLNO: 0 features, 80.0% accuracy [2025-12-31T20:35:18.669036] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 0 features, 80.0% accuracy [2025-12-31T20:35:18.669096] [DEBUG] [LOCAL ] Loaded configuration for LINC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.669155] [DEBUG] [LOCAL ] Loaded configuration for IAE: 2 features, 50.0% accuracy [2025-12-31T20:35:18.669213] [DEBUG] [LOCAL ] Loaded configuration for NGG: 0 features, 80.0% accuracy [2025-12-31T20:35:18.669296] [DEBUG] [LOCAL ] Loaded configuration for QLYS: 1 features, 100.0% accuracy [2025-12-31T20:35:18.669357] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 60.0% accuracy [2025-12-31T20:35:18.669418] [DEBUG] [LOCAL ] Loaded configuration for TPG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.669475] [DEBUG] [LOCAL ] Loaded configuration for VPG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.669536] [DEBUG] [LOCAL ] Loaded configuration for PHIO: 5 features, 80.0% accuracy [2025-12-31T20:35:18.669626] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.669697] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.669759] [DEBUG] [LOCAL ] Loaded configuration for GPRO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.669819] [DEBUG] [LOCAL ] Loaded configuration for STRA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.669876] [DEBUG] [LOCAL ] Loaded configuration for QS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.669934] [DEBUG] [LOCAL ] Loaded configuration for FOX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.670001] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.670063] [DEBUG] [LOCAL ] Loaded configuration for PAHC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.670122] [DEBUG] [LOCAL ] Loaded configuration for MPC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.670182] [DEBUG] [LOCAL ] Loaded configuration for FINX: 5 features, 80.0% accuracy [2025-12-31T20:35:18.670242] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.670301] [DEBUG] [LOCAL ] Loaded configuration for CHD: 4 features, 70.0% accuracy [2025-12-31T20:35:18.670379] [DEBUG] [LOCAL ] Loaded configuration for GDYN: 4 features, 70.0% accuracy [2025-12-31T20:35:18.670449] [DEBUG] [LOCAL ] Loaded configuration for PVL: 1 features, 100.0% accuracy [2025-12-31T20:35:18.670562] [DEBUG] [LOCAL ] Loaded configuration for TAOP: 1 features, 80.0% accuracy [2025-12-31T20:35:18.670666] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.670729] [DEBUG] [LOCAL ] Loaded configuration for LTRX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.670789] [DEBUG] [LOCAL ] Loaded configuration for ACTG: 0 features, 90.0% accuracy [2025-12-31T20:35:18.670849] [DEBUG] [LOCAL ] Loaded configuration for AURA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.670909] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-12-31T20:35:18.670979] [DEBUG] [LOCAL ] Loaded configuration for DRUG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.671052] [DEBUG] [LOCAL ] Loaded configuration for CSGS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.671121] [DEBUG] [LOCAL ] Loaded configuration for FDS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.671180] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.671239] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.671300] [DEBUG] [LOCAL ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.671358] [DEBUG] [LOCAL ] Loaded configuration for BLMN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.671416] [DEBUG] [LOCAL ] Loaded configuration for CATY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.671488] [DEBUG] [LOCAL ] Loaded configuration for VRSK: 4 features, 80.0% accuracy [2025-12-31T20:35:18.671549] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.671629] [DEBUG] [LOCAL ] Loaded configuration for TAL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.671690] [DEBUG] [LOCAL ] Loaded configuration for TBRG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.671748] [DEBUG] [LOCAL ] Loaded configuration for CDNS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.671808] [DEBUG] [LOCAL ] Loaded configuration for SERA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.671878] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.671938] [DEBUG] [LOCAL ] Loaded configuration for FTXL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.671996] [DEBUG] [LOCAL ] Loaded configuration for AB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.672057] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.672117] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.672176] [DEBUG] [LOCAL ] Loaded configuration for GECC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.672235] [DEBUG] [LOCAL ] Loaded configuration for ABCL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.672293] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.672352] [DEBUG] [LOCAL ] Loaded configuration for CELZ: 5 features, 90.0% accuracy [2025-12-31T20:35:18.672411] [DEBUG] [LOCAL ] Loaded configuration for SHOO: 1 features, 50.0% accuracy [2025-12-31T20:35:18.672470] [DEBUG] [LOCAL ] Loaded configuration for FND: 2 features, 70.0% accuracy [2025-12-31T20:35:18.672529] [DEBUG] [LOCAL ] Loaded configuration for SMTI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.672606] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-12-31T20:35:18.672667] [DEBUG] [LOCAL ] Loaded configuration for TBPH: 5 features, 80.0% accuracy [2025-12-31T20:35:18.672727] [DEBUG] [LOCAL ] Loaded configuration for WCLD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.672786] [DEBUG] [LOCAL ] Loaded configuration for OVID: 1 features, 100.0% accuracy [2025-12-31T20:35:18.672864] [DEBUG] [LOCAL ] Loaded configuration for SOPH: 1 features, 70.0% accuracy [2025-12-31T20:35:18.672923] [DEBUG] [LOCAL ] Loaded configuration for PAX: 2 features, 100.0% accuracy [2025-12-31T20:35:18.672998] [DEBUG] [LOCAL ] Loaded configuration for GRX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.673080] [DEBUG] [LOCAL ] Loaded configuration for ACRS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.673160] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.673242] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.673305] [DEBUG] [LOCAL ] Loaded configuration for ENVB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.673364] [DEBUG] [LOCAL ] Loaded configuration for STSS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.673423] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 1 features, 50.0% accuracy [2025-12-31T20:35:18.673491] [DEBUG] [LOCAL ] Loaded configuration for PLUS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.673560] [DEBUG] [LOCAL ] Loaded configuration for FCBC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.673649] [DEBUG] [LOCAL ] Loaded configuration for TEF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.673712] [DEBUG] [LOCAL ] Loaded configuration for GRAL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.673792] [DEBUG] [LOCAL ] Loaded configuration for CI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.673881] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 1 features, 60.0% accuracy [2025-12-31T20:35:18.673943] [DEBUG] [LOCAL ] Loaded configuration for KIO: 4 features, 60.0% accuracy [2025-12-31T20:35:18.674002] [DEBUG] [LOCAL ] Loaded configuration for TVTX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.674060] [DEBUG] [LOCAL ] Loaded configuration for PNC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.674120] [DEBUG] [LOCAL ] Loaded configuration for AEG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.674178] [DEBUG] [LOCAL ] Loaded configuration for TRNS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.674236] [DEBUG] [LOCAL ] Loaded configuration for ALGN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.674295] [DEBUG] [LOCAL ] Loaded configuration for CAAP: 2 features, 90.0% accuracy [2025-12-31T20:35:18.674355] [DEBUG] [LOCAL ] Loaded configuration for MLCO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.674413] [DEBUG] [LOCAL ] Loaded configuration for JPC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.674493] [DEBUG] [LOCAL ] Loaded configuration for FSS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.674559] [DEBUG] [LOCAL ] Loaded configuration for RGEN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.674646] [DEBUG] [LOCAL ] Loaded configuration for SMBC: 0 features, 50.0% accuracy [2025-12-31T20:35:18.674708] [DEBUG] [LOCAL ] Loaded configuration for CONL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.674768] [DEBUG] [LOCAL ] Loaded configuration for PAL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.674839] [DEBUG] [LOCAL ] Loaded configuration for ELAB: 0 features, 50.0% accuracy [2025-12-31T20:35:18.674900] [DEBUG] [LOCAL ] Loaded configuration for UNCY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.674966] [DEBUG] [LOCAL ] Loaded configuration for SHO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.675048] [DEBUG] [LOCAL ] Loaded configuration for BELFA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.675111] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.675170] [DEBUG] [LOCAL ] Loaded configuration for SRBK: 3 features, 80.0% accuracy [2025-12-31T20:35:18.675247] [DEBUG] [LOCAL ] Loaded configuration for MXF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.675306] [DEBUG] [LOCAL ] Loaded configuration for ADUS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.675389] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.675472] [DEBUG] [LOCAL ] Loaded configuration for QFIN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.675535] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-12-31T20:35:18.675618] [DEBUG] [LOCAL ] Loaded configuration for CDXS: 5 features, 90.0% accuracy [2025-12-31T20:35:18.675679] [DEBUG] [LOCAL ] Loaded configuration for BFH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.675736] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.675804] [DEBUG] [LOCAL ] Loaded configuration for CSTL: 5 features, 90.0% accuracy [2025-12-31T20:35:18.675875] [DEBUG] [LOCAL ] Loaded configuration for ROE: 4 features, 90.0% accuracy [2025-12-31T20:35:18.675960] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 5 features, 90.0% accuracy [2025-12-31T20:35:18.676042] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.676108] [DEBUG] [LOCAL ] Loaded configuration for ARCB: 0 features, 80.0% accuracy [2025-12-31T20:35:18.676194] [DEBUG] [LOCAL ] Loaded configuration for TECH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.676259] [DEBUG] [LOCAL ] Loaded configuration for LYB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.676319] [DEBUG] [LOCAL ] Loaded configuration for AN: 4 features, 100.0% accuracy [2025-12-31T20:35:18.676378] [DEBUG] [LOCAL ] Loaded configuration for TFII: 2 features, 100.0% accuracy [2025-12-31T20:35:18.676435] [DEBUG] [LOCAL ] Loaded configuration for UITB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.676493] [DEBUG] [LOCAL ] Loaded configuration for APM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.676552] [DEBUG] [LOCAL ] Loaded configuration for OFG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.676633] [DEBUG] [LOCAL ] Loaded configuration for DGICA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.676693] [DEBUG] [LOCAL ] Loaded configuration for NNE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.676762] [DEBUG] [LOCAL ] Loaded configuration for NKSH: 4 features, 100.0% accuracy [2025-12-31T20:35:18.676829] [DEBUG] [LOCAL ] Loaded configuration for FMHI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.676888] [DEBUG] [LOCAL ] Loaded configuration for WDFC: 4 features, 80.0% accuracy [2025-12-31T20:35:18.676947] [DEBUG] [LOCAL ] Loaded configuration for QMOM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.677006] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 70.0% accuracy [2025-12-31T20:35:18.677064] [DEBUG] [LOCAL ] Loaded configuration for GGLL: 0 features, 80.0% accuracy [2025-12-31T20:35:18.677122] [DEBUG] [LOCAL ] Loaded configuration for MSEX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.677179] [DEBUG] [LOCAL ] Loaded configuration for ULH: 2 features, 60.0% accuracy [2025-12-31T20:35:18.677237] [DEBUG] [LOCAL ] Loaded configuration for AAP: 2 features, 90.0% accuracy [2025-12-31T20:35:18.677295] [DEBUG] [LOCAL ] Loaded configuration for CRVS: 6 features, 80.0% accuracy [2025-12-31T20:35:18.677353] [DEBUG] [LOCAL ] Loaded configuration for WNC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.677413] [DEBUG] [LOCAL ] Loaded configuration for BSSX: 5 features, 80.0% accuracy [2025-12-31T20:35:18.677473] [DEBUG] [LOCAL ] Loaded configuration for HNI: 1 features, 60.0% accuracy [2025-12-31T20:35:18.677540] [DEBUG] [LOCAL ] Loaded configuration for ENTX: 1 features, 90.0% accuracy [2025-12-31T20:35:18.677634] [DEBUG] [LOCAL ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.677696] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.677755] [DEBUG] [LOCAL ] Loaded configuration for AM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.677813] [DEBUG] [LOCAL ] Loaded configuration for RVMD: 0 features, 80.0% accuracy [2025-12-31T20:35:18.677872] [DEBUG] [LOCAL ] Loaded configuration for BABX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.677939] [DEBUG] [LOCAL ] Loaded configuration for QQQ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.677999] [DEBUG] [LOCAL ] Loaded configuration for STBA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.678056] [DEBUG] [LOCAL ] Loaded configuration for ALTI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.678113] [DEBUG] [LOCAL ] Loaded configuration for PCVX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.678169] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.678228] [DEBUG] [LOCAL ] Loaded configuration for ENS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.678287] [DEBUG] [LOCAL ] Loaded configuration for YALA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.678346] [DEBUG] [LOCAL ] Loaded configuration for BSJS: 1 features, 90.0% accuracy [2025-12-31T20:35:18.678413] [DEBUG] [LOCAL ] Loaded configuration for VFF: 5 features, 80.0% accuracy [2025-12-31T20:35:18.678474] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.678543] [DEBUG] [LOCAL ] Loaded configuration for SRAD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.678621] [DEBUG] [LOCAL ] Loaded configuration for FELE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.678682] [DEBUG] [LOCAL ] Loaded configuration for NOA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.678742] [DEBUG] [LOCAL ] Loaded configuration for CNXC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.678802] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 5 features, 90.0% accuracy [2025-12-31T20:35:18.678861] [DEBUG] [LOCAL ] Loaded configuration for TBLA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.678921] [DEBUG] [LOCAL ] Loaded configuration for COCO: 4 features, 70.0% accuracy [2025-12-31T20:35:18.678992] [DEBUG] [LOCAL ] Loaded configuration for CAAS: 0 features, 60.0% accuracy [2025-12-31T20:35:18.679054] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-12-31T20:35:18.679113] [DEBUG] [LOCAL ] Loaded configuration for SANA: 0 features, 70.0% accuracy [2025-12-31T20:35:18.679173] [DEBUG] [LOCAL ] Loaded configuration for VTIP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.679230] [DEBUG] [LOCAL ] Loaded configuration for ALB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.679625] [DEBUG] [LOCAL ] Loaded configuration for HCSG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.679757] [DEBUG] [LOCAL ] Loaded configuration for REVG: 4 features, 90.0% accuracy [2025-12-31T20:35:18.679824] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.679888] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.679970] [DEBUG] [LOCAL ] Loaded configuration for FTAI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.680033] [DEBUG] [LOCAL ] Loaded configuration for FDBC: 0 features, 70.0% accuracy [2025-12-31T20:35:18.680094] [DEBUG] [LOCAL ] Loaded configuration for WULF: 3 features, 90.0% accuracy [2025-12-31T20:35:18.680155] [DEBUG] [LOCAL ] Loaded configuration for ASG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.680251] [DEBUG] [LOCAL ] Loaded configuration for CLDX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.680313] [DEBUG] [LOCAL ] Loaded configuration for BTF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.680384] [DEBUG] [LOCAL ] Loaded configuration for BIVI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.680448] [DEBUG] [LOCAL ] Loaded configuration for BB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.680509] [DEBUG] [LOCAL ] Loaded configuration for IMPP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.680570] [DEBUG] [LOCAL ] Loaded configuration for IESC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.680653] [DEBUG] [LOCAL ] Loaded configuration for ANGO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.680713] [DEBUG] [LOCAL ] Loaded configuration for RRC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.680795] [DEBUG] [LOCAL ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy [2025-12-31T20:35:18.680857] [DEBUG] [LOCAL ] Loaded configuration for DSX: 5 features, 100.0% accuracy [2025-12-31T20:35:18.680917] [DEBUG] [LOCAL ] Loaded configuration for BCS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.680989] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.681052] [DEBUG] [LOCAL ] Loaded configuration for MTX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.681124] [DEBUG] [LOCAL ] Loaded configuration for DPG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.681194] [DEBUG] [LOCAL ] Loaded configuration for IMNM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.681255] [DEBUG] [LOCAL ] Loaded configuration for BLFY: 3 features, 90.0% accuracy [2025-12-31T20:35:18.681329] [DEBUG] [LOCAL ] Loaded configuration for PLTK: 3 features, 90.0% accuracy [2025-12-31T20:35:18.681390] [DEBUG] [LOCAL ] Loaded configuration for CWK: 4 features, 70.0% accuracy [2025-12-31T20:35:18.681449] [DEBUG] [LOCAL ] Loaded configuration for FSK: 0 features, 70.0% accuracy [2025-12-31T20:35:18.681507] [DEBUG] [LOCAL ] Loaded configuration for AMZN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.681566] [DEBUG] [LOCAL ] Loaded configuration for IUSG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.681646] [DEBUG] [LOCAL ] Loaded configuration for SLVO: 0 features, 80.0% accuracy [2025-12-31T20:35:18.681711] [DEBUG] [LOCAL ] Loaded configuration for OCCI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.681792] [DEBUG] [LOCAL ] Loaded configuration for XOS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.681855] [DEBUG] [LOCAL ] Loaded configuration for GOOD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.681914] [DEBUG] [LOCAL ] Loaded configuration for VKTX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.681974] [DEBUG] [LOCAL ] Loaded configuration for INBK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.682034] [DEBUG] [LOCAL ] Loaded configuration for IRTC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.682093] [DEBUG] [LOCAL ] Loaded configuration for HLAL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.682152] [DEBUG] [LOCAL ] Loaded configuration for LI: 1 features, 60.0% accuracy [2025-12-31T20:35:18.682213] [DEBUG] [LOCAL ] Loaded configuration for PNI: 7 features, 80.0% accuracy [2025-12-31T20:35:18.682273] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.682334] [DEBUG] [LOCAL ] Loaded configuration for CHCI: 5 features, 90.0% accuracy [2025-12-31T20:35:18.682406] [DEBUG] [LOCAL ] Loaded configuration for FBK: 5 features, 80.0% accuracy [2025-12-31T20:35:18.682469] [DEBUG] [LOCAL ] Loaded configuration for EXC: 4 features, 60.0% accuracy [2025-12-31T20:35:18.682530] [DEBUG] [LOCAL ] Loaded configuration for CPZ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.682615] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.682679] [DEBUG] [LOCAL ] Loaded configuration for PRTA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.682751] [DEBUG] [LOCAL ] Loaded configuration for RBA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.682817] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.682876] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.682937] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.682994] [DEBUG] [LOCAL ] Loaded configuration for LMB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.683065] [DEBUG] [LOCAL ] Loaded configuration for AAPL: 4 features, 90.0% accuracy [2025-12-31T20:35:18.683125] [DEBUG] [LOCAL ] Loaded configuration for MCRB: 3 features, 90.0% accuracy [2025-12-31T20:35:18.683183] [DEBUG] [LOCAL ] Loaded configuration for WLK: 5 features, 80.0% accuracy [2025-12-31T20:35:18.683265] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-12-31T20:35:18.683332] [DEBUG] [LOCAL ] Loaded configuration for PBA: 4 features, 70.0% accuracy [2025-12-31T20:35:18.683396] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.683457] [DEBUG] [LOCAL ] Loaded configuration for DDS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.683520] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-12-31T20:35:18.683612] [DEBUG] [LOCAL ] Loaded configuration for RHI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.683678] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 100.0% accuracy [2025-12-31T20:35:18.683751] [DEBUG] [LOCAL ] Loaded configuration for INVE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.683817] [DEBUG] [LOCAL ] Loaded configuration for EWZS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.683882] [DEBUG] [LOCAL ] Loaded configuration for NSSC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.683945] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.684008] [DEBUG] [LOCAL ] Loaded configuration for DCTH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.684081] [DEBUG] [LOCAL ] Loaded configuration for BBSI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.684146] [DEBUG] [LOCAL ] Loaded configuration for CLBK: 2 features, 90.0% accuracy [2025-12-31T20:35:18.684209] [DEBUG] [LOCAL ] Loaded configuration for PFG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.684272] [DEBUG] [LOCAL ] Loaded configuration for TTD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.684351] [DEBUG] [LOCAL ] Loaded configuration for LAD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.684422] [DEBUG] [LOCAL ] Loaded configuration for KMI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.684487] [DEBUG] [LOCAL ] Loaded configuration for PRM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.684549] [DEBUG] [LOCAL ] Loaded configuration for CRGO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.684631] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 1 features, 70.0% accuracy [2025-12-31T20:35:18.684706] [DEBUG] [LOCAL ] Loaded configuration for PLCE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.684769] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.684831] [DEBUG] [LOCAL ] Loaded configuration for LAKE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.684895] [DEBUG] [LOCAL ] Loaded configuration for PSO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.684976] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 3 features, 90.0% accuracy [2025-12-31T20:35:18.685040] [DEBUG] [LOCAL ] Loaded configuration for CDE: 3 features, 90.0% accuracy [2025-12-31T20:35:18.685104] [DEBUG] [LOCAL ] Loaded configuration for TRIN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.685167] [DEBUG] [LOCAL ] Loaded configuration for FUNC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.685230] [DEBUG] [LOCAL ] Loaded configuration for NHTC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.685292] [DEBUG] [LOCAL ] Loaded configuration for MDB: 0 features, 50.0% accuracy [2025-12-31T20:35:18.685356] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.685417] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.685489] [DEBUG] [LOCAL ] Loaded configuration for STLD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.685555] [DEBUG] [LOCAL ] Loaded configuration for CMP: 2 features, 90.0% accuracy [2025-12-31T20:35:18.685643] [DEBUG] [LOCAL ] Loaded configuration for ADBE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.685711] [DEBUG] [LOCAL ] Loaded configuration for HAIN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.685790] [DEBUG] [LOCAL ] Loaded configuration for ONON: 4 features, 80.0% accuracy [2025-12-31T20:35:18.685860] [DEBUG] [LOCAL ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.685922] [DEBUG] [LOCAL ] Loaded configuration for NDSN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.686004] [DEBUG] [LOCAL ] Loaded configuration for RRBI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.686068] [DEBUG] [LOCAL ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.686129] [DEBUG] [LOCAL ] Loaded configuration for SHLS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.686190] [DEBUG] [LOCAL ] Loaded configuration for ALZN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.686249] [DEBUG] [LOCAL ] Loaded configuration for LYTS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.686308] [DEBUG] [LOCAL ] Loaded configuration for GDRX: 2 features, 60.0% accuracy [2025-12-31T20:35:18.686367] [DEBUG] [LOCAL ] Loaded configuration for MDXG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.686426] [DEBUG] [LOCAL ] Loaded configuration for NEA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.686485] [DEBUG] [LOCAL ] Loaded configuration for PNFP: 2 features, 90.0% accuracy [2025-12-31T20:35:18.686545] [DEBUG] [LOCAL ] Loaded configuration for AIPI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.686666] [DEBUG] [LOCAL ] Loaded configuration for SNTI: 5 features, 90.0% accuracy [2025-12-31T20:35:18.686750] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.686827] [DEBUG] [LOCAL ] Loaded configuration for COO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.686890] [DEBUG] [LOCAL ] Loaded configuration for TAC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.686952] [DEBUG] [LOCAL ] Loaded configuration for FBIO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.687013] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-12-31T20:35:18.687077] [DEBUG] [LOCAL ] Loaded configuration for GO: 4 features, 50.0% accuracy [2025-12-31T20:35:18.687149] [DEBUG] [LOCAL ] Loaded configuration for SARK: 3 features, 70.0% accuracy [2025-12-31T20:35:18.687212] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.687273] [DEBUG] [LOCAL ] Loaded configuration for CRVO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.687345] [DEBUG] [LOCAL ] Loaded configuration for AGIO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.687409] [DEBUG] [LOCAL ] Loaded configuration for COLL: 5 features, 90.0% accuracy [2025-12-31T20:35:18.687480] [DEBUG] [LOCAL ] Loaded configuration for EFSC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.687561] [DEBUG] [LOCAL ] Loaded configuration for SLG: 4 features, 80.0% accuracy [2025-12-31T20:35:18.687673] [DEBUG] [LOCAL ] Loaded configuration for ICFI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.687748] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 3 features, 70.0% accuracy [2025-12-31T20:35:18.687811] [DEBUG] [LOCAL ] Loaded configuration for CZNC: 1 features, 60.0% accuracy [2025-12-31T20:35:18.687880] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.687943] [DEBUG] [LOCAL ] Loaded configuration for PCH: 3 features, 50.0% accuracy [2025-12-31T20:35:18.688003] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.688061] [DEBUG] [LOCAL ] Loaded configuration for DAN: 1 features, 40.0% accuracy [2025-12-31T20:35:18.688120] [DEBUG] [LOCAL ] Loaded configuration for INDB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.688180] [DEBUG] [LOCAL ] Loaded configuration for USA: 5 features, 80.0% accuracy [2025-12-31T20:35:18.688241] [DEBUG] [LOCAL ] Loaded configuration for BBLG: 3 features, 100.0% accuracy [2025-12-31T20:35:18.688301] [DEBUG] [LOCAL ] Loaded configuration for PSCH: 4 features, 100.0% accuracy [2025-12-31T20:35:18.688358] [DEBUG] [LOCAL ] Loaded configuration for FMNB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.688426] [DEBUG] [LOCAL ] Loaded configuration for MDAI: 3 features, 60.0% accuracy [2025-12-31T20:35:18.688485] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.688544] [DEBUG] [LOCAL ] Loaded configuration for BFK: 5 features, 100.0% accuracy [2025-12-31T20:35:18.688624] [DEBUG] [LOCAL ] Loaded configuration for GRC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.688685] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.688742] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 80.0% accuracy [2025-12-31T20:35:18.688801] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.688859] [DEBUG] [LOCAL ] Loaded configuration for MDGL: 1 features, 80.0% accuracy [2025-12-31T20:35:18.688916] [DEBUG] [LOCAL ] Loaded configuration for RWAY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.688974] [DEBUG] [LOCAL ] Loaded configuration for TUGN: 4 features, 60.0% accuracy [2025-12-31T20:35:18.689031] [DEBUG] [LOCAL ] Loaded configuration for TSLA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.689089] [DEBUG] [LOCAL ] Loaded configuration for ANIP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.689148] [DEBUG] [LOCAL ] Loaded configuration for AOS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.689206] [DEBUG] [LOCAL ] Loaded configuration for KODK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.689299] [DEBUG] [LOCAL ] Loaded configuration for FTCS: 0 features, 70.0% accuracy [2025-12-31T20:35:18.689359] [DEBUG] [LOCAL ] Loaded configuration for LITE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.689418] [DEBUG] [LOCAL ] Loaded configuration for DAPP: 3 features, 50.0% accuracy [2025-12-31T20:35:18.689476] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.689544] [DEBUG] [LOCAL ] Loaded configuration for BFC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.689623] [DEBUG] [LOCAL ] Loaded configuration for SLQD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.689709] [DEBUG] [LOCAL ] Loaded configuration for IIF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.689782] [DEBUG] [LOCAL ] Loaded configuration for BME: 4 features, 70.0% accuracy [2025-12-31T20:35:18.689847] [DEBUG] [LOCAL ] Loaded configuration for OHI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.689920] [DEBUG] [LOCAL ] Loaded configuration for VXUS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.689983] [DEBUG] [LOCAL ] Loaded configuration for HOTH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.690047] [DEBUG] [LOCAL ] Loaded configuration for BNS: 7 features, 90.0% accuracy [2025-12-31T20:35:18.690110] [DEBUG] [LOCAL ] Loaded configuration for AMPH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.690172] [DEBUG] [LOCAL ] Loaded configuration for CLOA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.690233] [DEBUG] [LOCAL ] Loaded configuration for CDRO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.690293] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 80.0% accuracy [2025-12-31T20:35:18.690354] [DEBUG] [LOCAL ] Loaded configuration for REYN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.690413] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.690474] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.690533] [DEBUG] [LOCAL ] Loaded configuration for OCSL: 5 features, 90.0% accuracy [2025-12-31T20:35:18.690612] [DEBUG] [LOCAL ] Loaded configuration for OXM: 1 features, 90.0% accuracy [2025-12-31T20:35:18.690675] [DEBUG] [LOCAL ] Loaded configuration for LIVN: 6 features, 80.0% accuracy [2025-12-31T20:35:18.690737] [DEBUG] [LOCAL ] Loaded configuration for MBC: 5 features, 90.0% accuracy [2025-12-31T20:35:18.690795] [DEBUG] [LOCAL ] Loaded configuration for MBS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.690873] [DEBUG] [LOCAL ] Loaded configuration for IMMX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.690936] [DEBUG] [LOCAL ] Loaded configuration for BWMN: 4 features, 60.0% accuracy [2025-12-31T20:35:18.690995] [DEBUG] [LOCAL ] Loaded configuration for ARRY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.691052] [DEBUG] [LOCAL ] Loaded configuration for FITB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.691110] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.691179] [DEBUG] [LOCAL ] Loaded configuration for CING: 2 features, 70.0% accuracy [2025-12-31T20:35:18.691248] [DEBUG] [LOCAL ] Loaded configuration for SE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.691317] [DEBUG] [LOCAL ] Loaded configuration for PANL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.691378] [DEBUG] [LOCAL ] Loaded configuration for PD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.691454] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-12-31T20:35:18.691557] [DEBUG] [LOCAL ] Loaded configuration for KRMD: 3 features, 50.0% accuracy [2025-12-31T20:35:18.691645] [DEBUG] [LOCAL ] Loaded configuration for LPG: 1 features, 50.0% accuracy [2025-12-31T20:35:18.691719] [DEBUG] [LOCAL ] Loaded configuration for WBIY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.691781] [DEBUG] [LOCAL ] Loaded configuration for BIIB: 3 features, 50.0% accuracy [2025-12-31T20:35:18.691841] [DEBUG] [LOCAL ] Loaded configuration for PDI: 5 features, 90.0% accuracy [2025-12-31T20:35:18.691901] [DEBUG] [LOCAL ] Loaded configuration for APGE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.691960] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.692018] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.692076] [DEBUG] [LOCAL ] Loaded configuration for CYTK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.692134] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.692194] [DEBUG] [LOCAL ] Loaded configuration for PNQI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.692266] [DEBUG] [LOCAL ] Loaded configuration for COP: 2 features, 90.0% accuracy [2025-12-31T20:35:18.692325] [DEBUG] [LOCAL ] Loaded configuration for COLD: 0 features, 80.0% accuracy [2025-12-31T20:35:18.692382] [DEBUG] [LOCAL ] Loaded configuration for ATXS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.692440] [DEBUG] [LOCAL ] Loaded configuration for BCAL: 1 features, 90.0% accuracy [2025-12-31T20:35:18.692508] [DEBUG] [LOCAL ] Loaded configuration for HTLD: 2 features, 60.0% accuracy [2025-12-31T20:35:18.692598] [DEBUG] [LOCAL ] Loaded configuration for PBYI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.692665] [DEBUG] [LOCAL ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.692736] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.692798] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.692860] [DEBUG] [LOCAL ] Loaded configuration for PAYX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.692931] [DEBUG] [LOCAL ] Loaded configuration for BATRA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.692992] [DEBUG] [LOCAL ] Loaded configuration for LUNG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.693053] [DEBUG] [LOCAL ] Loaded configuration for PAY: 5 features, 70.0% accuracy [2025-12-31T20:35:18.693114] [DEBUG] [LOCAL ] Loaded configuration for VMO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.693176] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.693247] [DEBUG] [LOCAL ] Loaded configuration for BALL: 1 features, 50.0% accuracy [2025-12-31T20:35:18.693310] [DEBUG] [LOCAL ] Loaded configuration for RYTM: 5 features, 80.0% accuracy [2025-12-31T20:35:18.693381] [DEBUG] [LOCAL ] Loaded configuration for TRP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.693460] [DEBUG] [LOCAL ] Loaded configuration for JBND: 2 features, 70.0% accuracy [2025-12-31T20:35:18.693523] [DEBUG] [LOCAL ] Loaded configuration for NCNO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.693602] [DEBUG] [LOCAL ] Loaded configuration for KLXE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.693667] [DEBUG] [LOCAL ] Loaded configuration for SF: 5 features, 90.0% accuracy [2025-12-31T20:35:18.693729] [DEBUG] [LOCAL ] Loaded configuration for GOVI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.693791] [DEBUG] [LOCAL ] Loaded configuration for GPK: 3 features, 70.0% accuracy [2025-12-31T20:35:18.693853] [DEBUG] [LOCAL ] Loaded configuration for CTAS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.693925] [DEBUG] [LOCAL ] Loaded configuration for ATRA: 0 features, 70.0% accuracy [2025-12-31T20:35:18.693989] [DEBUG] [LOCAL ] Loaded configuration for VOTE: 5 features, 80.0% accuracy [2025-12-31T20:35:18.694051] [DEBUG] [LOCAL ] Loaded configuration for RSSS: 2 features, 50.0% accuracy [2025-12-31T20:35:18.694113] [DEBUG] [LOCAL ] Loaded configuration for DGX: 4 features, 50.0% accuracy [2025-12-31T20:35:18.694176] [DEBUG] [LOCAL ] Loaded configuration for PM: 4 features, 60.0% accuracy [2025-12-31T20:35:18.694238] [DEBUG] [LOCAL ] Loaded configuration for MANH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.694319] [DEBUG] [LOCAL ] Loaded configuration for GLPG: 3 features, 90.0% accuracy [2025-12-31T20:35:18.694444] [DEBUG] [LOCAL ] Loaded configuration for ODD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.694512] [DEBUG] [LOCAL ] Loaded configuration for JSM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.694593] [DEBUG] [LOCAL ] Loaded configuration for VGI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.694660] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.694722] [DEBUG] [LOCAL ] Loaded configuration for TBBK: 2 features, 70.0% accuracy [2025-12-31T20:35:18.694783] [DEBUG] [LOCAL ] Loaded configuration for RXRX: 4 features, 70.0% accuracy [2025-12-31T20:35:18.694845] [DEBUG] [LOCAL ] Loaded configuration for CNTA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.694906] [DEBUG] [LOCAL ] Loaded configuration for HNRG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.694968] [DEBUG] [LOCAL ] Loaded configuration for ACB: 2 features, 60.0% accuracy [2025-12-31T20:35:18.695029] [DEBUG] [LOCAL ] Loaded configuration for VMD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.695103] [DEBUG] [LOCAL ] Loaded configuration for GOCO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.695171] [DEBUG] [LOCAL ] Loaded configuration for NRXP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.695250] [DEBUG] [LOCAL ] Loaded configuration for AFCG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.695314] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.695377] [DEBUG] [LOCAL ] Loaded configuration for CPS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.695490] [DEBUG] [LOCAL ] Loaded configuration for CVS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.695561] [DEBUG] [LOCAL ] Loaded configuration for BGC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.695642] [DEBUG] [LOCAL ] Loaded configuration for CROX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.695702] [DEBUG] [LOCAL ] Loaded configuration for HTOO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.695761] [DEBUG] [LOCAL ] Loaded configuration for NEON: 2 features, 80.0% accuracy [2025-12-31T20:35:18.695821] [DEBUG] [LOCAL ] Loaded configuration for JACK: 3 features, 90.0% accuracy [2025-12-31T20:35:18.695879] [DEBUG] [LOCAL ] Loaded configuration for BRAG: 3 features, 60.0% accuracy [2025-12-31T20:35:18.695949] [DEBUG] [LOCAL ] Loaded configuration for CUBI: 2 features, 50.0% accuracy [2025-12-31T20:35:18.696010] [DEBUG] [LOCAL ] Loaded configuration for ASB: 0 features, 70.0% accuracy [2025-12-31T20:35:18.696078] [DEBUG] [LOCAL ] Loaded configuration for BCO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.696148] [DEBUG] [LOCAL ] Loaded configuration for ENTG: 0 features, 70.0% accuracy [2025-12-31T20:35:18.696209] [DEBUG] [LOCAL ] Loaded configuration for SYM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.696268] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.696328] [DEBUG] [LOCAL ] Loaded configuration for CGTX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.696396] [DEBUG] [LOCAL ] Loaded configuration for IQ: 4 features, 80.0% accuracy [2025-12-31T20:35:18.696458] [DEBUG] [LOCAL ] Loaded configuration for UDMY: 0 features, 90.0% accuracy [2025-12-31T20:35:18.696521] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.696624] [DEBUG] [LOCAL ] Loaded configuration for FLUX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.696688] [DEBUG] [LOCAL ] Loaded configuration for IOVA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.696758] [DEBUG] [LOCAL ] Loaded configuration for MCY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.696819] [DEBUG] [LOCAL ] Loaded configuration for JCE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.696879] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.698001] [DEBUG] [LOCAL ] Loaded configuration for BSCY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.698075] [DEBUG] [LOCAL ] Loaded configuration for USIO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.698137] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.698198] [DEBUG] [LOCAL ] Loaded configuration for PFIS: 1 features, 100.0% accuracy [2025-12-31T20:35:18.698259] [DEBUG] [LOCAL ] Loaded configuration for BZUN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.698320] [DEBUG] [LOCAL ] Loaded configuration for META: 2 features, 80.0% accuracy [2025-12-31T20:35:18.698381] [DEBUG] [LOCAL ] Loaded configuration for CRVL: 1 features, 90.0% accuracy [2025-12-31T20:35:18.698442] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.698506] [DEBUG] [LOCAL ] Loaded configuration for KLAC: 1 features, 60.0% accuracy [2025-12-31T20:35:18.698569] [DEBUG] [LOCAL ] Loaded configuration for NBN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.698663] [DEBUG] [LOCAL ] Loaded configuration for SEIC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.698728] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 90.0% accuracy [2025-12-31T20:35:18.698809] [DEBUG] [LOCAL ] Loaded configuration for MTRX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.698884] [DEBUG] [LOCAL ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.698956] [DEBUG] [LOCAL ] Loaded configuration for CBSH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.699030] [DEBUG] [LOCAL ] Loaded configuration for AXP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.699095] [DEBUG] [LOCAL ] Loaded configuration for MIGI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.699158] [DEBUG] [LOCAL ] Loaded configuration for RMI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.699227] [DEBUG] [LOCAL ] Loaded configuration for JBI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.699319] [DEBUG] [LOCAL ] Loaded configuration for NAD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.699381] [DEBUG] [LOCAL ] Loaded configuration for FMB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.699441] [DEBUG] [LOCAL ] Loaded configuration for ULBI: 3 features, 60.0% accuracy [2025-12-31T20:35:18.699515] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.699595] [DEBUG] [LOCAL ] Loaded configuration for BCX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.699660] [DEBUG] [LOCAL ] Loaded configuration for IBTH: 2 features, 60.0% accuracy [2025-12-31T20:35:18.699727] [DEBUG] [LOCAL ] Loaded configuration for PTH: 3 features, 70.0% accuracy [2025-12-31T20:35:18.699788] [DEBUG] [LOCAL ] Loaded configuration for BPRN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.699877] [DEBUG] [LOCAL ] Loaded configuration for XYL: 3 features, 100.0% accuracy [2025-12-31T20:35:18.699948] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.700006] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.700064] [DEBUG] [LOCAL ] Loaded configuration for SSRM: 2 features, 90.0% accuracy [2025-12-31T20:35:18.700123] [DEBUG] [LOCAL ] Loaded configuration for TORO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.700180] [DEBUG] [LOCAL ] Loaded configuration for IBRX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.700237] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-12-31T20:35:18.700316] [DEBUG] [LOCAL ] Loaded configuration for BGSF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.700376] [DEBUG] [LOCAL ] Loaded configuration for TEI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.700435] [DEBUG] [LOCAL ] Loaded configuration for GRVY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.700494] [DEBUG] [LOCAL ] Loaded configuration for VRA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.700554] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.700635] [DEBUG] [LOCAL ] Loaded configuration for FTEK: 0 features, 70.0% accuracy [2025-12-31T20:35:18.700697] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 1 features, 60.0% accuracy [2025-12-31T20:35:18.700759] [DEBUG] [LOCAL ] Loaded configuration for AGI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.700820] [DEBUG] [LOCAL ] Loaded configuration for WEC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.700880] [DEBUG] [LOCAL ] Loaded configuration for PBI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.700940] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-12-31T20:35:18.700998] [DEBUG] [LOCAL ] Loaded configuration for USTB: 0 features, 80.0% accuracy [2025-12-31T20:35:18.701069] [DEBUG] [LOCAL ] Loaded configuration for CIB: 3 features, 90.0% accuracy [2025-12-31T20:35:18.701131] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.701191] [DEBUG] [LOCAL ] Loaded configuration for FBNC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.701251] [DEBUG] [LOCAL ] Loaded configuration for VEON: 2 features, 70.0% accuracy [2025-12-31T20:35:18.701311] [DEBUG] [LOCAL ] Loaded configuration for WDI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.701370] [DEBUG] [LOCAL ] Loaded configuration for AGD: 2 features, 80.0% accuracy [2025-12-31T20:35:18.701428] [DEBUG] [LOCAL ] Loaded configuration for LFVN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.701487] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.701548] [DEBUG] [LOCAL ] Loaded configuration for RLMD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.701628] [DEBUG] [LOCAL ] Loaded configuration for BLDP: 2 features, 60.0% accuracy [2025-12-31T20:35:18.701688] [DEBUG] [LOCAL ] Loaded configuration for CHRD: 1 features, 40.0% accuracy [2025-12-31T20:35:18.701761] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.701829] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.701889] [DEBUG] [LOCAL ] Loaded configuration for VONE: 2 features, 90.0% accuracy [2025-12-31T20:35:18.701949] [DEBUG] [LOCAL ] Loaded configuration for RDY: 4 features, 90.0% accuracy [2025-12-31T20:35:18.702007] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.702074] [DEBUG] [LOCAL ] Loaded configuration for BILL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.702143] [DEBUG] [LOCAL ] Loaded configuration for THC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.702211] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.702273] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.702332] [DEBUG] [LOCAL ] Loaded configuration for HFWA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.702390] [DEBUG] [LOCAL ] Loaded configuration for UHS: 0 features, 70.0% accuracy [2025-12-31T20:35:18.702449] [DEBUG] [LOCAL ] Loaded configuration for DRS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.702508] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.702567] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.702654] [DEBUG] [LOCAL ] Loaded configuration for BHK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.702715] [DEBUG] [LOCAL ] Loaded configuration for AREC: 0 features, 60.0% accuracy [2025-12-31T20:35:18.702774] [DEBUG] [LOCAL ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy [2025-12-31T20:35:18.702833] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 90.0% accuracy [2025-12-31T20:35:18.702893] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.702952] [DEBUG] [LOCAL ] Loaded configuration for PENN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.703010] [DEBUG] [LOCAL ] Loaded configuration for GPI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.703070] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 90.0% accuracy [2025-12-31T20:35:18.703129] [DEBUG] [LOCAL ] Loaded configuration for CFFN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.703186] [DEBUG] [LOCAL ] Loaded configuration for WD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.703245] [DEBUG] [LOCAL ] Loaded configuration for SOXX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.703306] [DEBUG] [LOCAL ] Loaded configuration for PSX: 1 features, 90.0% accuracy [2025-12-31T20:35:18.703364] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 100.0% accuracy [2025-12-31T20:35:18.703422] [DEBUG] [LOCAL ] Loaded configuration for CERS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.703490] [DEBUG] [LOCAL ] Loaded configuration for RAIL: 7 features, 100.0% accuracy [2025-12-31T20:35:18.703552] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.703653] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 5 features, 90.0% accuracy [2025-12-31T20:35:18.703725] [DEBUG] [LOCAL ] Loaded configuration for PNRG: 4 features, 60.0% accuracy [2025-12-31T20:35:18.703795] [DEBUG] [LOCAL ] Loaded configuration for VLO: 4 features, 100.0% accuracy [2025-12-31T20:35:18.703855] [DEBUG] [LOCAL ] Loaded configuration for ALGS: 1 features, 50.0% accuracy [2025-12-31T20:35:18.703914] [DEBUG] [LOCAL ] Loaded configuration for MSA: 4 features, 100.0% accuracy [2025-12-31T20:35:18.703974] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.704032] [DEBUG] [LOCAL ] Loaded configuration for IEF: 3 features, 100.0% accuracy [2025-12-31T20:35:18.704099] [DEBUG] [LOCAL ] Loaded configuration for TXO: 5 features, 80.0% accuracy [2025-12-31T20:35:18.704174] [DEBUG] [LOCAL ] Loaded configuration for KSCP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.704234] [DEBUG] [LOCAL ] Loaded configuration for QQQX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.704292] [DEBUG] [LOCAL ] Loaded configuration for AKBA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.704351] [DEBUG] [LOCAL ] Loaded configuration for HOLX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.704409] [DEBUG] [LOCAL ] Loaded configuration for MUE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.704468] [DEBUG] [LOCAL ] Loaded configuration for PODD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.704548] [DEBUG] [LOCAL ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy [2025-12-31T20:35:18.704628] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.704689] [DEBUG] [LOCAL ] Loaded configuration for SIMO: 5 features, 80.0% accuracy [2025-12-31T20:35:18.704760] [DEBUG] [LOCAL ] Loaded configuration for PDFS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.704850] [DEBUG] [LOCAL ] Loaded configuration for CGBD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.704911] [DEBUG] [LOCAL ] Loaded configuration for TEM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.704970] [DEBUG] [LOCAL ] Loaded configuration for EA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.705028] [DEBUG] [LOCAL ] Loaded configuration for EMD: 5 features, 70.0% accuracy [2025-12-31T20:35:18.705087] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.705152] [DEBUG] [LOCAL ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.705228] [DEBUG] [LOCAL ] Loaded configuration for NTES: 3 features, 80.0% accuracy [2025-12-31T20:35:18.705288] [DEBUG] [LOCAL ] Loaded configuration for CIGI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.705347] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.705405] [DEBUG] [LOCAL ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.705463] [DEBUG] [LOCAL ] Loaded configuration for NMIH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.705521] [DEBUG] [LOCAL ] Loaded configuration for MIND: 6 features, 80.0% accuracy [2025-12-31T20:35:18.705599] [DEBUG] [LOCAL ] Loaded configuration for POWI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.705661] [DEBUG] [LOCAL ] Loaded configuration for EC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.705721] [DEBUG] [LOCAL ] Loaded configuration for ATLC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.705782] [DEBUG] [LOCAL ] Loaded configuration for RING: 4 features, 80.0% accuracy [2025-12-31T20:35:18.705841] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.705900] [DEBUG] [LOCAL ] Loaded configuration for ISRG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.705970] [DEBUG] [LOCAL ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy [2025-12-31T20:35:18.706035] [DEBUG] [LOCAL ] Loaded configuration for TCPC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.706096] [DEBUG] [LOCAL ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy [2025-12-31T20:35:18.706158] [DEBUG] [LOCAL ] Loaded configuration for FOSL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.706220] [DEBUG] [LOCAL ] Loaded configuration for ACVA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.706280] [DEBUG] [LOCAL ] Loaded configuration for GLDD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.706342] [DEBUG] [LOCAL ] Loaded configuration for BWAY: 6 features, 80.0% accuracy [2025-12-31T20:35:18.706404] [DEBUG] [LOCAL ] Loaded configuration for USOY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.706477] [DEBUG] [LOCAL ] Loaded configuration for PTA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.706548] [DEBUG] [LOCAL ] Loaded configuration for SCZ: 0 features, 60.0% accuracy [2025-12-31T20:35:18.706631] [DEBUG] [LOCAL ] Loaded configuration for TCOM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.706694] [DEBUG] [LOCAL ] Loaded configuration for LPSN: 2 features, 100.0% accuracy [2025-12-31T20:35:18.706756] [DEBUG] [LOCAL ] Loaded configuration for FLEX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.706818] [DEBUG] [LOCAL ] Loaded configuration for RPAY: 5 features, 80.0% accuracy [2025-12-31T20:35:18.706887] [DEBUG] [LOCAL ] Loaded configuration for IGF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.706949] [DEBUG] [LOCAL ] Loaded configuration for PSC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.707019] [DEBUG] [LOCAL ] Loaded configuration for SQM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.707082] [DEBUG] [LOCAL ] Loaded configuration for AME: 3 features, 70.0% accuracy [2025-12-31T20:35:18.707144] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 0 features, 70.0% accuracy [2025-12-31T20:35:18.707205] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 5 features, 80.0% accuracy [2025-12-31T20:35:18.707268] [DEBUG] [LOCAL ] Loaded configuration for BTSG: 4 features, 70.0% accuracy [2025-12-31T20:35:18.707330] [DEBUG] [LOCAL ] Loaded configuration for DD: 1 features, 60.0% accuracy [2025-12-31T20:35:18.707392] [DEBUG] [LOCAL ] Loaded configuration for SHFS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.707453] [DEBUG] [LOCAL ] Loaded configuration for VVOS: 4 features, 60.0% accuracy [2025-12-31T20:35:18.707516] [DEBUG] [LOCAL ] Loaded configuration for GNTX: 6 features, 80.0% accuracy [2025-12-31T20:35:18.707601] [DEBUG] [LOCAL ] Loaded configuration for FPXI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.707668] [DEBUG] [LOCAL ] Loaded configuration for FISI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.707731] [DEBUG] [LOCAL ] Loaded configuration for AAL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.707794] [DEBUG] [LOCAL ] Loaded configuration for TTEK: 3 features, 60.0% accuracy [2025-12-31T20:35:18.707856] [DEBUG] [LOCAL ] Loaded configuration for MILN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.707916] [DEBUG] [LOCAL ] Loaded configuration for BANF: 2 features, 70.0% accuracy [2025-12-31T20:35:18.707979] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.708040] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.708101] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.708162] [DEBUG] [LOCAL ] Loaded configuration for LGCL: 1 features, 50.0% accuracy [2025-12-31T20:35:18.708223] [DEBUG] [LOCAL ] Loaded configuration for DDOG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.708286] [DEBUG] [LOCAL ] Loaded configuration for STM: 4 features, 70.0% accuracy [2025-12-31T20:35:18.708347] [DEBUG] [LOCAL ] Loaded configuration for CDL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.708408] [DEBUG] [LOCAL ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy [2025-12-31T20:35:18.708471] [DEBUG] [LOCAL ] Loaded configuration for HASI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.708534] [DEBUG] [LOCAL ] Loaded configuration for ORLY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.708615] [DEBUG] [LOCAL ] Loaded configuration for TERN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.708688] [DEBUG] [LOCAL ] Loaded configuration for ITIC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.708752] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.708814] [DEBUG] [LOCAL ] Loaded configuration for KOD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.708883] [DEBUG] [LOCAL ] Loaded configuration for TLK: 1 features, 60.0% accuracy [2025-12-31T20:35:18.708948] [DEBUG] [LOCAL ] Loaded configuration for KRP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.709009] [DEBUG] [LOCAL ] Loaded configuration for APP: 0 features, 80.0% accuracy [2025-12-31T20:35:18.709079] [DEBUG] [LOCAL ] Loaded configuration for IRWD: 1 features, 60.0% accuracy [2025-12-31T20:35:18.709140] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.709210] [DEBUG] [LOCAL ] Loaded configuration for LOCO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.709314] [DEBUG] [LOCAL ] Loaded configuration for BCTX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.709392] [DEBUG] [LOCAL ] Loaded configuration for FEPI: 3 features, 100.0% accuracy [2025-12-31T20:35:18.709475] [DEBUG] [LOCAL ] Loaded configuration for KRO: 1 features, 50.0% accuracy [2025-12-31T20:35:18.709545] [DEBUG] [LOCAL ] Loaded configuration for FDUS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.709628] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.709698] [DEBUG] [LOCAL ] Loaded configuration for WSBF: 4 features, 70.0% accuracy [2025-12-31T20:35:18.709760] [DEBUG] [LOCAL ] Loaded configuration for SWIM: 3 features, 90.0% accuracy [2025-12-31T20:35:18.709821] [DEBUG] [LOCAL ] Loaded configuration for NTAP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.709880] [DEBUG] [LOCAL ] Loaded configuration for OLLI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.709950] [DEBUG] [LOCAL ] Loaded configuration for AMD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.710013] [DEBUG] [LOCAL ] Loaded configuration for WHG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.710073] [DEBUG] [LOCAL ] Loaded configuration for BOOM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.710131] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-12-31T20:35:18.710190] [DEBUG] [LOCAL ] Loaded configuration for BFAM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.710250] [DEBUG] [LOCAL ] Loaded configuration for CMTL: 0 features, 90.0% accuracy [2025-12-31T20:35:18.710309] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.710366] [DEBUG] [LOCAL ] Loaded configuration for NBBK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.710434] [DEBUG] [LOCAL ] Loaded configuration for ASH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.710498] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.710627] [DEBUG] [LOCAL ] Loaded configuration for NWBI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.710700] [DEBUG] [LOCAL ] Loaded configuration for TARK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.710761] [DEBUG] [LOCAL ] Loaded configuration for OPBK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.710820] [DEBUG] [LOCAL ] Loaded configuration for AUTL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.710879] [DEBUG] [LOCAL ] Loaded configuration for AEI: 1 features, 90.0% accuracy [2025-12-31T20:35:18.710950] [DEBUG] [LOCAL ] Loaded configuration for HQY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.711010] [DEBUG] [LOCAL ] Loaded configuration for EXP: 5 features, 90.0% accuracy [2025-12-31T20:35:18.711069] [DEBUG] [LOCAL ] Loaded configuration for ONL: 1 features, 80.0% accuracy [2025-12-31T20:35:18.711127] [DEBUG] [LOCAL ] Loaded configuration for UFO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.711187] [DEBUG] [LOCAL ] Loaded configuration for MLYS: 1 features, 50.0% accuracy [2025-12-31T20:35:18.711246] [DEBUG] [LOCAL ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.711314] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.711374] [DEBUG] [LOCAL ] Loaded configuration for MGNI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.711432] [DEBUG] [LOCAL ] Loaded configuration for FTSM: 1 features, 90.0% accuracy [2025-12-31T20:35:18.711492] [DEBUG] [LOCAL ] Loaded configuration for TXG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.711560] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.711646] [DEBUG] [LOCAL ] Loaded configuration for CM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.711707] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.711765] [DEBUG] [LOCAL ] Loaded configuration for COKE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.711825] [DEBUG] [LOCAL ] Loaded configuration for HIMX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.711883] [DEBUG] [LOCAL ] Loaded configuration for AVGO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.711943] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.712009] [DEBUG] [LOCAL ] Loaded configuration for EE: 0 features, 70.0% accuracy [2025-12-31T20:35:18.712068] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.712127] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.712187] [DEBUG] [LOCAL ] Loaded configuration for ADSK: 3 features, 80.0% accuracy [2025-12-31T20:35:18.712247] [DEBUG] [LOCAL ] Loaded configuration for FF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.712305] [DEBUG] [LOCAL ] Loaded configuration for FDX: 1 features, 60.0% accuracy [2025-12-31T20:35:18.712363] [DEBUG] [LOCAL ] Loaded configuration for ARKO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.712431] [DEBUG] [LOCAL ] Loaded configuration for SWBI: 3 features, 60.0% accuracy [2025-12-31T20:35:18.712490] [DEBUG] [LOCAL ] Loaded configuration for PERI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.712548] [DEBUG] [LOCAL ] Loaded configuration for WLDS: 0 features, 90.0% accuracy [2025-12-31T20:35:18.712629] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.712701] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 70.0% accuracy [2025-12-31T20:35:18.712768] [DEBUG] [LOCAL ] Loaded configuration for CHY: 5 features, 80.0% accuracy [2025-12-31T20:35:18.712829] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 4 features, 70.0% accuracy [2025-12-31T20:35:18.712888] [DEBUG] [LOCAL ] Loaded configuration for FHN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.712948] [DEBUG] [LOCAL ] Loaded configuration for PAGP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.713008] [DEBUG] [LOCAL ] Loaded configuration for INSG: 3 features, 90.0% accuracy [2025-12-31T20:35:18.713077] [DEBUG] [LOCAL ] Loaded configuration for LH: 3 features, 90.0% accuracy [2025-12-31T20:35:18.713140] [DEBUG] [LOCAL ] Loaded configuration for AIRG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.713200] [DEBUG] [LOCAL ] Loaded configuration for CETX: 0 features, 90.0% accuracy [2025-12-31T20:35:18.713259] [DEBUG] [LOCAL ] Loaded configuration for LITM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.713319] [DEBUG] [LOCAL ] Loaded configuration for API: 3 features, 80.0% accuracy [2025-12-31T20:35:18.713379] [DEBUG] [LOCAL ] Loaded configuration for UEIC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.713437] [DEBUG] [LOCAL ] Loaded configuration for MSFL: 5 features, 70.0% accuracy [2025-12-31T20:35:18.713496] [DEBUG] [LOCAL ] Loaded configuration for BIRD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.713555] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-12-31T20:35:18.713635] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.713703] [DEBUG] [LOCAL ] Loaded configuration for KEP: 2 features, 90.0% accuracy [2025-12-31T20:35:18.713770] [DEBUG] [LOCAL ] Loaded configuration for PCTY: 5 features, 60.0% accuracy [2025-12-31T20:35:18.713829] [DEBUG] [LOCAL ] Loaded configuration for OPXS: 5 features, 80.0% accuracy [2025-12-31T20:35:18.713888] [DEBUG] [LOCAL ] Loaded configuration for NVDA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.713947] [DEBUG] [LOCAL ] Loaded configuration for RAVE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.714036] [DEBUG] [LOCAL ] Loaded configuration for CIF: 1 features, 90.0% accuracy [2025-12-31T20:35:18.714099] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.714157] [DEBUG] [LOCAL ] Loaded configuration for MCHI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.714216] [DEBUG] [LOCAL ] Loaded configuration for VREX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.714275] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 2 features, 70.0% accuracy [2025-12-31T20:35:18.714335] [DEBUG] [LOCAL ] Loaded configuration for VC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.714417] [DEBUG] [LOCAL ] Loaded configuration for H: 1 features, 70.0% accuracy [2025-12-31T20:35:18.714479] [DEBUG] [LOCAL ] Loaded configuration for BLD: 2 features, 50.0% accuracy [2025-12-31T20:35:18.714540] [DEBUG] [LOCAL ] Loaded configuration for TSM: 6 features, 70.0% accuracy [2025-12-31T20:35:18.714619] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.714682] [DEBUG] [LOCAL ] Loaded configuration for TRVG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.714741] [DEBUG] [LOCAL ] Loaded configuration for PLAB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.714802] [DEBUG] [LOCAL ] Loaded configuration for DGII: 2 features, 70.0% accuracy [2025-12-31T20:35:18.714863] [DEBUG] [LOCAL ] Loaded configuration for INCY: 6 features, 80.0% accuracy [2025-12-31T20:35:18.714926] [DEBUG] [LOCAL ] Loaded configuration for CGABL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.714998] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.715061] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-12-31T20:35:18.715124] [DEBUG] [LOCAL ] Loaded configuration for EBON: 2 features, 70.0% accuracy [2025-12-31T20:35:18.715186] [DEBUG] [LOCAL ] Loaded configuration for AWF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.715248] [DEBUG] [LOCAL ] Loaded configuration for M: 3 features, 80.0% accuracy [2025-12-31T20:35:18.715322] [DEBUG] [LOCAL ] Loaded configuration for TREE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.715387] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 5 features, 90.0% accuracy [2025-12-31T20:35:18.715449] [DEBUG] [LOCAL ] Loaded configuration for DSM: 2 features, 60.0% accuracy [2025-12-31T20:35:18.715512] [DEBUG] [LOCAL ] Loaded configuration for FMN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.715591] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 60.0% accuracy [2025-12-31T20:35:18.715656] [DEBUG] [LOCAL ] Loaded configuration for DNP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.715719] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.715781] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-12-31T20:35:18.715852] [DEBUG] [LOCAL ] Loaded configuration for CELC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.715924] [DEBUG] [LOCAL ] Loaded configuration for MFI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.715987] [DEBUG] [LOCAL ] Loaded configuration for INM: 0 features, 70.0% accuracy [2025-12-31T20:35:18.716049] [DEBUG] [LOCAL ] Loaded configuration for BEEM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.716110] [DEBUG] [LOCAL ] Loaded configuration for PLUG: 3 features, 90.0% accuracy [2025-12-31T20:35:18.716172] [DEBUG] [LOCAL ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.716232] [DEBUG] [LOCAL ] Loaded configuration for PGJ: 1 features, 90.0% accuracy [2025-12-31T20:35:18.716293] [DEBUG] [LOCAL ] Loaded configuration for RGS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.716355] [DEBUG] [LOCAL ] Loaded configuration for GDS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.716415] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.716476] [DEBUG] [LOCAL ] Loaded configuration for CHI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.716538] [DEBUG] [LOCAL ] Loaded configuration for BAH: 5 features, 70.0% accuracy [2025-12-31T20:35:18.716625] [DEBUG] [LOCAL ] Loaded configuration for FEIM: 0 features, 50.0% accuracy [2025-12-31T20:35:18.716690] [DEBUG] [LOCAL ] Loaded configuration for OPEN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.716760] [DEBUG] [LOCAL ] Loaded configuration for LYRA: 5 features, 90.0% accuracy [2025-12-31T20:35:18.716841] [DEBUG] [LOCAL ] Loaded configuration for SNCY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.716914] [DEBUG] [LOCAL ] Loaded configuration for ARGX: 4 features, 60.0% accuracy [2025-12-31T20:35:18.716978] [DEBUG] [LOCAL ] Loaded configuration for CDNA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.717039] [DEBUG] [LOCAL ] Loaded configuration for URNJ: 1 features, 70.0% accuracy [2025-12-31T20:35:18.717101] [DEBUG] [LOCAL ] Loaded configuration for MARA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.717163] [DEBUG] [LOCAL ] Loaded configuration for MTD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.717225] [DEBUG] [LOCAL ] Loaded configuration for OBIO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.717287] [DEBUG] [LOCAL ] Loaded configuration for CRDF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.717349] [DEBUG] [LOCAL ] Loaded configuration for WAY: 5 features, 70.0% accuracy [2025-12-31T20:35:18.717410] [DEBUG] [LOCAL ] Loaded configuration for COWG: 4 features, 80.0% accuracy [2025-12-31T20:35:18.717473] [DEBUG] [LOCAL ] Loaded configuration for CRDO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.717535] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.717616] [DEBUG] [LOCAL ] Loaded configuration for AGYS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.717680] [DEBUG] [LOCAL ] Loaded configuration for BMO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.717742] [DEBUG] [LOCAL ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy [2025-12-31T20:35:18.717821] [DEBUG] [LOCAL ] Loaded configuration for BNDX: 6 features, 70.0% accuracy [2025-12-31T20:35:18.717895] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.717958] [DEBUG] [LOCAL ] Loaded configuration for CAC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.718018] [DEBUG] [LOCAL ] Loaded configuration for ABVE: 3 features, 50.0% accuracy [2025-12-31T20:35:18.718078] [DEBUG] [LOCAL ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy [2025-12-31T20:35:18.718136] [DEBUG] [LOCAL ] Loaded configuration for AMTX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.718206] [DEBUG] [LOCAL ] Loaded configuration for CEVA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.718286] [DEBUG] [LOCAL ] Loaded configuration for CPK: 1 features, 90.0% accuracy [2025-12-31T20:35:18.718351] [DEBUG] [LOCAL ] Loaded configuration for IBCP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.718411] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.718472] [DEBUG] [LOCAL ] Loaded configuration for ROCK: 3 features, 60.0% accuracy [2025-12-31T20:35:18.718533] [DEBUG] [LOCAL ] Loaded configuration for IMRX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.718614] [DEBUG] [LOCAL ] Loaded configuration for NRC: 5 features, 90.0% accuracy [2025-12-31T20:35:18.718714] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.718779] [DEBUG] [LOCAL ] Loaded configuration for NIC: 5 features, 100.0% accuracy [2025-12-31T20:35:18.718841] [DEBUG] [LOCAL ] Loaded configuration for WPC: 0 features, 60.0% accuracy [2025-12-31T20:35:18.718902] [DEBUG] [LOCAL ] Loaded configuration for UAL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.718963] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.719022] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.719080] [DEBUG] [LOCAL ] Loaded configuration for INGN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.719138] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.719211] [DEBUG] [LOCAL ] Loaded configuration for PKG: 0 features, 80.0% accuracy [2025-12-31T20:35:18.719300] [DEBUG] [LOCAL ] Loaded configuration for CE: 4 features, 90.0% accuracy [2025-12-31T20:35:18.719363] [DEBUG] [LOCAL ] Loaded configuration for TWFG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.719432] [DEBUG] [LOCAL ] Loaded configuration for MGTX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.719491] [DEBUG] [LOCAL ] Loaded configuration for BBN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.719550] [DEBUG] [LOCAL ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.719633] [DEBUG] [LOCAL ] Loaded configuration for VSDA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.719707] [DEBUG] [LOCAL ] Loaded configuration for DSGN: 5 features, 80.0% accuracy [2025-12-31T20:35:18.719772] [DEBUG] [LOCAL ] Loaded configuration for VONG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.719835] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 80.0% accuracy [2025-12-31T20:35:18.719898] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.719961] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.720025] [DEBUG] [LOCAL ] Loaded configuration for EARN: 3 features, 60.0% accuracy [2025-12-31T20:35:18.720088] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.720151] [DEBUG] [LOCAL ] Loaded configuration for RYN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.720213] [DEBUG] [LOCAL ] Loaded configuration for CRML: 1 features, 70.0% accuracy [2025-12-31T20:35:18.720283] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.720347] [DEBUG] [LOCAL ] Loaded configuration for XEL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.720410] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-12-31T20:35:18.720471] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-12-31T20:35:18.720534] [DEBUG] [LOCAL ] Loaded configuration for RGCO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.720616] [DEBUG] [LOCAL ] Loaded configuration for PTY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.720680] [DEBUG] [LOCAL ] Loaded configuration for ASLE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.720742] [DEBUG] [LOCAL ] Loaded configuration for TECX: 5 features, 80.0% accuracy [2025-12-31T20:35:18.720805] [DEBUG] [LOCAL ] Loaded configuration for ECPG: 1 features, 100.0% accuracy [2025-12-31T20:35:18.720868] [DEBUG] [LOCAL ] Loaded configuration for SONO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.720940] [DEBUG] [LOCAL ] Loaded configuration for SKM: 0 features, 80.0% accuracy [2025-12-31T20:35:18.721004] [DEBUG] [LOCAL ] Loaded configuration for AEO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.721066] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.721129] [DEBUG] [LOCAL ] Loaded configuration for PETS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.721192] [DEBUG] [LOCAL ] Loaded configuration for CVRX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.721255] [DEBUG] [LOCAL ] Loaded configuration for RACE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.721317] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.721380] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.721442] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.721504] [DEBUG] [LOCAL ] Loaded configuration for LVO: 1 features, 50.0% accuracy [2025-12-31T20:35:18.721566] [DEBUG] [LOCAL ] Loaded configuration for FDIF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.721656] [DEBUG] [LOCAL ] Loaded configuration for ODFL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.721781] [DEBUG] [LOCAL ] Loaded configuration for BMBL: 4 features, 60.0% accuracy [2025-12-31T20:35:18.721853] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 4 features, 90.0% accuracy [2025-12-31T20:35:18.721922] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 60.0% accuracy [2025-12-31T20:35:18.722012] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 5 features, 90.0% accuracy [2025-12-31T20:35:18.722077] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.722139] [DEBUG] [LOCAL ] Loaded configuration for PEO: 5 features, 80.0% accuracy [2025-12-31T20:35:18.722211] [DEBUG] [LOCAL ] Loaded configuration for ATRC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.722292] [DEBUG] [LOCAL ] Loaded configuration for WIA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.722393] [DEBUG] [LOCAL ] Loaded configuration for BDTX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.722460] [DEBUG] [LOCAL ] Loaded configuration for BLCN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.722523] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-12-31T20:35:18.722616] [DEBUG] [LOCAL ] Loaded configuration for GASS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.722681] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 1 features, 50.0% accuracy [2025-12-31T20:35:18.722740] [DEBUG] [LOCAL ] Loaded configuration for MSBI: 6 features, 90.0% accuracy [2025-12-31T20:35:18.722819] [DEBUG] [LOCAL ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.722901] [DEBUG] [LOCAL ] Loaded configuration for RNA: 4 features, 50.0% accuracy [2025-12-31T20:35:18.722993] [DEBUG] [LOCAL ] Loaded configuration for PTLO: 5 features, 70.0% accuracy [2025-12-31T20:35:18.723056] [DEBUG] [LOCAL ] Loaded configuration for ALC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.723118] [DEBUG] [LOCAL ] Loaded configuration for TSL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.723187] [DEBUG] [LOCAL ] Loaded configuration for BZH: 1 features, 70.0% accuracy [2025-12-31T20:35:18.723249] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.723309] [DEBUG] [LOCAL ] Loaded configuration for BAM: 5 features, 100.0% accuracy [2025-12-31T20:35:18.723369] [DEBUG] [LOCAL ] Loaded configuration for TMUS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.723461] [DEBUG] [LOCAL ] Loaded configuration for CCI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.723541] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.723657] [DEBUG] [LOCAL ] Loaded configuration for YETI: 0 features, 60.0% accuracy [2025-12-31T20:35:18.723721] [DEBUG] [LOCAL ] Loaded configuration for PHI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.723783] [DEBUG] [LOCAL ] Loaded configuration for UHG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.723856] [DEBUG] [LOCAL ] Loaded configuration for SNA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.723919] [DEBUG] [LOCAL ] Loaded configuration for WWD: 0 features, 70.0% accuracy [2025-12-31T20:35:18.723979] [DEBUG] [LOCAL ] Loaded configuration for GTN: 2 features, 50.0% accuracy [2025-12-31T20:35:18.724039] [DEBUG] [LOCAL ] Loaded configuration for HEI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.724101] [DEBUG] [LOCAL ] Loaded configuration for XTIA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.724163] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 90.0% accuracy [2025-12-31T20:35:18.724225] [DEBUG] [LOCAL ] Loaded configuration for DIOD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.724285] [DEBUG] [LOCAL ] Loaded configuration for WEN: 0 features, 80.0% accuracy [2025-12-31T20:35:18.724349] [DEBUG] [LOCAL ] Loaded configuration for QQQY: 4 features, 70.0% accuracy [2025-12-31T20:35:18.724410] [DEBUG] [LOCAL ] Loaded configuration for DBI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.724469] [DEBUG] [LOCAL ] Loaded configuration for OPK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.724529] [DEBUG] [LOCAL ] Loaded configuration for MCRI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.724610] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.724709] [DEBUG] [LOCAL ] Loaded configuration for FBP: 1 features, 80.0% accuracy [2025-12-31T20:35:18.724775] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.724837] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.724907] [DEBUG] [LOCAL ] Loaded configuration for LUCD: 3 features, 50.0% accuracy [2025-12-31T20:35:18.724971] [DEBUG] [LOCAL ] Loaded configuration for CG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.725034] [DEBUG] [LOCAL ] Loaded configuration for AXGN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.725106] [DEBUG] [LOCAL ] Loaded configuration for DHF: 2 features, 80.0% accuracy [2025-12-31T20:35:18.725182] [DEBUG] [LOCAL ] Loaded configuration for BC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.725244] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.725304] [DEBUG] [LOCAL ] Loaded configuration for IDAI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.725365] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-12-31T20:35:18.725425] [DEBUG] [LOCAL ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy [2025-12-31T20:35:18.725485] [DEBUG] [LOCAL ] Loaded configuration for SVC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.725547] [DEBUG] [LOCAL ] Loaded configuration for OPTX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.725633] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.725698] [DEBUG] [LOCAL ] Loaded configuration for KBWB: 4 features, 100.0% accuracy [2025-12-31T20:35:18.725761] [DEBUG] [LOCAL ] Loaded configuration for CPF: 5 features, 70.0% accuracy [2025-12-31T20:35:18.725824] [DEBUG] [LOCAL ] Loaded configuration for NIE: 1 features, 60.0% accuracy [2025-12-31T20:35:18.725886] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.725957] [DEBUG] [LOCAL ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.726020] [DEBUG] [LOCAL ] Loaded configuration for BLE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.726080] [DEBUG] [LOCAL ] Loaded configuration for MCS: 4 features, 70.0% accuracy [2025-12-31T20:35:18.726140] [DEBUG] [LOCAL ] Loaded configuration for PGNY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.726199] [DEBUG] [LOCAL ] Loaded configuration for TTI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.726260] [DEBUG] [LOCAL ] Loaded configuration for ETHA: 4 features, 70.0% accuracy [2025-12-31T20:35:18.726321] [DEBUG] [LOCAL ] Loaded configuration for MNRO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.726384] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 4 features, 60.0% accuracy [2025-12-31T20:35:18.726446] [DEBUG] [LOCAL ] Loaded configuration for AESI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.726508] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.726570] [DEBUG] [LOCAL ] Loaded configuration for DNLI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.726663] [DEBUG] [LOCAL ] Loaded configuration for SOPA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.726736] [DEBUG] [LOCAL ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.726799] [DEBUG] [LOCAL ] Loaded configuration for SPRY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.726859] [DEBUG] [LOCAL ] Loaded configuration for ADM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.726918] [DEBUG] [LOCAL ] Loaded configuration for TRUP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.726977] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-12-31T20:35:18.727037] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.727097] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 4 features, 70.0% accuracy [2025-12-31T20:35:18.727172] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 2 features, 50.0% accuracy [2025-12-31T20:35:18.727234] [DEBUG] [LOCAL ] Loaded configuration for NC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.727305] [DEBUG] [LOCAL ] Loaded configuration for USOI: 0 features, 60.0% accuracy [2025-12-31T20:35:18.727368] [DEBUG] [LOCAL ] Loaded configuration for ALKS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.727454] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.727516] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.727606] [DEBUG] [LOCAL ] Loaded configuration for AOD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.727673] [DEBUG] [LOCAL ] Loaded configuration for SNES: 3 features, 70.0% accuracy [2025-12-31T20:35:18.727735] [DEBUG] [LOCAL ] Loaded configuration for ALCO: 5 features, 80.0% accuracy [2025-12-31T20:35:18.727796] [DEBUG] [LOCAL ] Loaded configuration for IMOS: 0 features, 70.0% accuracy [2025-12-31T20:35:18.727860] [DEBUG] [LOCAL ] Loaded configuration for CYD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.727922] [DEBUG] [LOCAL ] Loaded configuration for MRK: 2 features, 90.0% accuracy [2025-12-31T20:35:18.727993] [DEBUG] [LOCAL ] Loaded configuration for DGCB: 0 features, 70.0% accuracy [2025-12-31T20:35:18.728056] [DEBUG] [LOCAL ] Loaded configuration for MUA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.728128] [DEBUG] [LOCAL ] Loaded configuration for GNL: 0 features, 70.0% accuracy [2025-12-31T20:35:18.728200] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.728264] [DEBUG] [LOCAL ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy [2025-12-31T20:35:18.728353] [DEBUG] [LOCAL ] Loaded configuration for BFIN: 5 features, 100.0% accuracy [2025-12-31T20:35:18.728415] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.728477] [DEBUG] [LOCAL ] Loaded configuration for TME: 3 features, 80.0% accuracy [2025-12-31T20:35:18.728536] [DEBUG] [LOCAL ] Loaded configuration for BVS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.728616] [DEBUG] [LOCAL ] Loaded configuration for MAMA: 4 features, 70.0% accuracy [2025-12-31T20:35:18.728688] [DEBUG] [LOCAL ] Loaded configuration for FCCO: 4 features, 70.0% accuracy [2025-12-31T20:35:18.728750] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.728858] [DEBUG] [LOCAL ] Loaded configuration for ESCA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.728951] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.729015] [DEBUG] [LOCAL ] Loaded configuration for WFC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.729075] [DEBUG] [LOCAL ] Loaded configuration for MTH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.729135] [DEBUG] [LOCAL ] Loaded configuration for SWK: 0 features, 70.0% accuracy [2025-12-31T20:35:18.729195] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-12-31T20:35:18.729275] [DEBUG] [LOCAL ] Loaded configuration for IRON: 3 features, 70.0% accuracy [2025-12-31T20:35:18.729337] [DEBUG] [LOCAL ] Loaded configuration for BL: 3 features, 50.0% accuracy [2025-12-31T20:35:18.729396] [DEBUG] [LOCAL ] Loaded configuration for INO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.729456] [DEBUG] [LOCAL ] Loaded configuration for INDP: 0 features, 70.0% accuracy [2025-12-31T20:35:18.729547] [DEBUG] [LOCAL ] Loaded configuration for PDM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.729631] [DEBUG] [LOCAL ] Loaded configuration for STEP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.729693] [DEBUG] [LOCAL ] Loaded configuration for PLD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.729753] [DEBUG] [LOCAL ] Loaded configuration for EPD: 4 features, 100.0% accuracy [2025-12-31T20:35:18.729833] [DEBUG] [LOCAL ] Loaded configuration for URBN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.729893] [DEBUG] [LOCAL ] Loaded configuration for AEVA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.729952] [DEBUG] [LOCAL ] Loaded configuration for DQ: 1 features, 70.0% accuracy [2025-12-31T20:35:18.730022] [DEBUG] [LOCAL ] Loaded configuration for ERNA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.730093] [DEBUG] [LOCAL ] Loaded configuration for COPP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.730154] [DEBUG] [LOCAL ] Loaded configuration for OFLX: 4 features, 70.0% accuracy [2025-12-31T20:35:18.730213] [DEBUG] [LOCAL ] Loaded configuration for AUPH: 5 features, 70.0% accuracy [2025-12-31T20:35:18.730271] [DEBUG] [LOCAL ] Loaded configuration for VTYX: 0 features, 90.0% accuracy [2025-12-31T20:35:18.730332] [DEBUG] [LOCAL ] Loaded configuration for GREE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.730393] [DEBUG] [LOCAL ] Loaded configuration for RSI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.730454] [DEBUG] [LOCAL ] Loaded configuration for HBM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.730516] [DEBUG] [LOCAL ] Loaded configuration for SREA: 5 features, 90.0% accuracy [2025-12-31T20:35:18.730610] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.730676] [DEBUG] [LOCAL ] Loaded configuration for NHI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.730739] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.730801] [DEBUG] [LOCAL ] Loaded configuration for BPOP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.730863] [DEBUG] [LOCAL ] Loaded configuration for EBC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.730926] [DEBUG] [LOCAL ] Loaded configuration for BNED: 3 features, 70.0% accuracy [2025-12-31T20:35:18.730989] [DEBUG] [LOCAL ] Loaded configuration for BSM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.731052] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 1 features, 60.0% accuracy [2025-12-31T20:35:18.731113] [DEBUG] [LOCAL ] Loaded configuration for PMTS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.731174] [DEBUG] [LOCAL ] Loaded configuration for STC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.731235] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.731296] [DEBUG] [LOCAL ] Loaded configuration for UPS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.731355] [DEBUG] [LOCAL ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy [2025-12-31T20:35:18.731416] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.731475] [DEBUG] [LOCAL ] Loaded configuration for HBAN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.731536] [DEBUG] [LOCAL ] Loaded configuration for WKEY: 0 features, 80.0% accuracy [2025-12-31T20:35:18.731619] [DEBUG] [LOCAL ] Loaded configuration for TYGO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.731683] [DEBUG] [LOCAL ] Loaded configuration for BSMS: 3 features, 100.0% accuracy [2025-12-31T20:35:18.731743] [DEBUG] [LOCAL ] Loaded configuration for CNX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.731812] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 80.0% accuracy [2025-12-31T20:35:18.731875] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.731936] [DEBUG] [LOCAL ] Loaded configuration for RILYN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.731997] [DEBUG] [LOCAL ] Loaded configuration for MVO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.732059] [DEBUG] [LOCAL ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.732122] [DEBUG] [LOCAL ] Loaded configuration for WAB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.732184] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 60.0% accuracy [2025-12-31T20:35:18.732255] [DEBUG] [LOCAL ] Loaded configuration for PHG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.732337] [DEBUG] [LOCAL ] Loaded configuration for OPAL: 4 features, 90.0% accuracy [2025-12-31T20:35:18.732400] [DEBUG] [LOCAL ] Loaded configuration for AVTX: 0 features, 50.0% accuracy [2025-12-31T20:35:18.732463] [DEBUG] [LOCAL ] Loaded configuration for FTRI: 1 features, 60.0% accuracy [2025-12-31T20:35:18.732525] [DEBUG] [LOCAL ] Loaded configuration for AZ: 3 features, 70.0% accuracy [2025-12-31T20:35:18.732607] [DEBUG] [LOCAL ] Loaded configuration for DXC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.732674] [DEBUG] [LOCAL ] Loaded configuration for CSQ: 4 features, 90.0% accuracy [2025-12-31T20:35:18.732737] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.732800] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.732862] [DEBUG] [LOCAL ] Loaded configuration for EQIX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.732925] [DEBUG] [LOCAL ] Loaded configuration for HYMC: 5 features, 90.0% accuracy [2025-12-31T20:35:18.732987] [DEBUG] [LOCAL ] Loaded configuration for URGN: 3 features, 60.0% accuracy [2025-12-31T20:35:18.733074] [DEBUG] [LOCAL ] Loaded configuration for DAIO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.733136] [DEBUG] [LOCAL ] Loaded configuration for TALK: 4 features, 70.0% accuracy [2025-12-31T20:35:18.733198] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-12-31T20:35:18.733260] [DEBUG] [LOCAL ] Loaded configuration for FWRD: 2 features, 100.0% accuracy [2025-12-31T20:35:18.733321] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.733381] [DEBUG] [LOCAL ] Loaded configuration for EGBN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.733454] [DEBUG] [LOCAL ] Loaded configuration for PEN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.733517] [DEBUG] [LOCAL ] Loaded configuration for BFS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.733596] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.733660] [DEBUG] [LOCAL ] Loaded configuration for ARCC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.733730] [DEBUG] [LOCAL ] Loaded configuration for LICN: 4 features, 70.0% accuracy [2025-12-31T20:35:18.733791] [DEBUG] [LOCAL ] Loaded configuration for BEP: 0 features, 90.0% accuracy [2025-12-31T20:35:18.733852] [DEBUG] [LOCAL ] Loaded configuration for PTGX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.733912] [DEBUG] [LOCAL ] Loaded configuration for EMXC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.733971] [DEBUG] [LOCAL ] Loaded configuration for HAS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.734031] [DEBUG] [LOCAL ] Loaded configuration for NEM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.734092] [DEBUG] [LOCAL ] Loaded configuration for JBSS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.734152] [DEBUG] [LOCAL ] Loaded configuration for SYNA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.734211] [DEBUG] [LOCAL ] Loaded configuration for TAP: 1 features, 90.0% accuracy [2025-12-31T20:35:18.734270] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.734330] [DEBUG] [LOCAL ] Loaded configuration for PKE: 2 features, 60.0% accuracy [2025-12-31T20:35:18.734394] [DEBUG] [LOCAL ] Loaded configuration for MYRG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.734456] [DEBUG] [LOCAL ] Loaded configuration for PHM: 2 features, 60.0% accuracy [2025-12-31T20:35:18.734518] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.734598] [DEBUG] [LOCAL ] Loaded configuration for PEB: 3 features, 90.0% accuracy [2025-12-31T20:35:18.734665] [DEBUG] [LOCAL ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.734728] [DEBUG] [LOCAL ] Loaded configuration for IGIB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.734799] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 1 features, 60.0% accuracy [2025-12-31T20:35:18.734862] [DEBUG] [LOCAL ] Loaded configuration for VRTX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.734940] [DEBUG] [LOCAL ] Loaded configuration for FMS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.735211] [DEBUG] [LOCAL ] Loaded configuration for AOSL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.735281] [DEBUG] [LOCAL ] Loaded configuration for AMSF: 0 features, 80.0% accuracy [2025-12-31T20:35:18.735357] [DEBUG] [LOCAL ] Loaded configuration for AEHL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.735422] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-12-31T20:35:18.735485] [DEBUG] [LOCAL ] Loaded configuration for IPI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.735547] [DEBUG] [LOCAL ] Loaded configuration for RKLB: 0 features, 60.0% accuracy [2025-12-31T20:35:18.735635] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.735698] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.735763] [DEBUG] [LOCAL ] Loaded configuration for ALX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.735826] [DEBUG] [LOCAL ] Loaded configuration for ASC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.735886] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.736131] [DEBUG] [LOCAL ] Loaded configuration for QQQI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.736190] [DEBUG] [LOCAL ] Loaded configuration for BP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.736250] [DEBUG] [LOCAL ] Loaded configuration for RL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.736311] [DEBUG] [LOCAL ] Loaded configuration for BLK: 3 features, 90.0% accuracy [2025-12-31T20:35:18.736372] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.736442] [DEBUG] [LOCAL ] Loaded configuration for SG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.736513] [DEBUG] [LOCAL ] Loaded configuration for COYA: 0 features, 90.0% accuracy [2025-12-31T20:35:18.736591] [DEBUG] [LOCAL ] Loaded configuration for ACIC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.736658] [DEBUG] [LOCAL ] Loaded configuration for WALD: 2 features, 80.0% accuracy [2025-12-31T20:35:18.736721] [DEBUG] [LOCAL ] Loaded configuration for FTXO: 4 features, 60.0% accuracy [2025-12-31T20:35:18.736784] [DEBUG] [LOCAL ] Loaded configuration for CRMD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.736847] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-12-31T20:35:18.736922] [DEBUG] [LOCAL ] Loaded configuration for GNSS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.736987] [DEBUG] [LOCAL ] Loaded configuration for CBRL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.737047] [DEBUG] [LOCAL ] Loaded configuration for QQMG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.737106] [DEBUG] [LOCAL ] Loaded configuration for DHC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.737166] [DEBUG] [LOCAL ] Loaded configuration for BLTE: 0 features, 90.0% accuracy [2025-12-31T20:35:18.737226] [DEBUG] [LOCAL ] Loaded configuration for NNN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.737285] [DEBUG] [LOCAL ] Loaded configuration for WTBA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.737344] [DEBUG] [LOCAL ] Loaded configuration for CTSH: 2 features, 60.0% accuracy [2025-12-31T20:35:18.737403] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 2 features, 60.0% accuracy [2025-12-31T20:35:18.737463] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.737522] [DEBUG] [LOCAL ] Loaded configuration for CCCC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.737601] [DEBUG] [LOCAL ] Loaded configuration for IVAL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.737673] [DEBUG] [LOCAL ] Loaded configuration for WINA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.737733] [DEBUG] [LOCAL ] Loaded configuration for PTON: 2 features, 100.0% accuracy [2025-12-31T20:35:18.737792] [DEBUG] [LOCAL ] Loaded configuration for MBIN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.737852] [DEBUG] [LOCAL ] Loaded configuration for SSTI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.737912] [DEBUG] [LOCAL ] Loaded configuration for LPRO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.737971] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.738063] [DEBUG] [LOCAL ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.738129] [DEBUG] [LOCAL ] Loaded configuration for NXGL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.738191] [DEBUG] [LOCAL ] Loaded configuration for BDC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.738265] [DEBUG] [LOCAL ] Loaded configuration for IUSB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.738330] [DEBUG] [LOCAL ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.738394] [DEBUG] [LOCAL ] Loaded configuration for PTF: 4 features, 90.0% accuracy [2025-12-31T20:35:18.738457] [DEBUG] [LOCAL ] Loaded configuration for DPRO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.738519] [DEBUG] [LOCAL ] Loaded configuration for PCRX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.738608] [DEBUG] [LOCAL ] Loaded configuration for MIRA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.738676] [DEBUG] [LOCAL ] Loaded configuration for AZN: 3 features, 100.0% accuracy [2025-12-31T20:35:18.738742] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 70.0% accuracy [2025-12-31T20:35:18.738807] [DEBUG] [LOCAL ] Loaded configuration for ORA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.738868] [DEBUG] [LOCAL ] Loaded configuration for CLRO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.738930] [DEBUG] [LOCAL ] Loaded configuration for CVE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.738992] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.739054] [DEBUG] [LOCAL ] Loaded configuration for CAH: 2 features, 100.0% accuracy [2025-12-31T20:35:18.739116] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.739181] [DEBUG] [LOCAL ] Loaded configuration for FCTE: 4 features, 100.0% accuracy [2025-12-31T20:35:18.739271] [DEBUG] [LOCAL ] Loaded configuration for EGY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.739337] [DEBUG] [LOCAL ] Loaded configuration for EBAY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.739399] [DEBUG] [LOCAL ] Loaded configuration for SITM: 1 features, 90.0% accuracy [2025-12-31T20:35:18.739458] [DEBUG] [LOCAL ] Loaded configuration for INTA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.739520] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.739607] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.739672] [DEBUG] [LOCAL ] Loaded configuration for TCBK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.739732] [DEBUG] [LOCAL ] Loaded configuration for DVA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.739792] [DEBUG] [LOCAL ] Loaded configuration for ONDS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.739851] [DEBUG] [LOCAL ] Loaded configuration for PSEC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.739910] [DEBUG] [LOCAL ] Loaded configuration for CPA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.739971] [DEBUG] [LOCAL ] Loaded configuration for AMPG: 5 features, 90.0% accuracy [2025-12-31T20:35:18.740030] [DEBUG] [LOCAL ] Loaded configuration for ESQ: 0 features, 60.0% accuracy [2025-12-31T20:35:18.740090] [DEBUG] [LOCAL ] Loaded configuration for DXPE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.740173] [DEBUG] [LOCAL ] Loaded configuration for DMXF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.740236] [DEBUG] [LOCAL ] Loaded configuration for HSTM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.740298] [DEBUG] [LOCAL ] Loaded configuration for FLGC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.740369] [DEBUG] [LOCAL ] Loaded configuration for IGSB: 3 features, 90.0% accuracy [2025-12-31T20:35:18.740432] [DEBUG] [LOCAL ] Loaded configuration for ABOS: 0 features, 90.0% accuracy [2025-12-31T20:35:18.740494] [DEBUG] [LOCAL ] Loaded configuration for LNTH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.740557] [DEBUG] [LOCAL ] Loaded configuration for MCBS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.740654] [DEBUG] [LOCAL ] Loaded configuration for BVN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.740720] [DEBUG] [LOCAL ] Loaded configuration for BBIO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.740782] [DEBUG] [LOCAL ] Loaded configuration for THS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.740844] [DEBUG] [LOCAL ] Loaded configuration for BGB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.740905] [DEBUG] [LOCAL ] Loaded configuration for WRAP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.740966] [DEBUG] [LOCAL ] Loaded configuration for HYZD: 4 features, 70.0% accuracy [2025-12-31T20:35:18.741035] [DEBUG] [LOCAL ] Loaded configuration for FNY: 4 features, 80.0% accuracy [2025-12-31T20:35:18.741097] [DEBUG] [LOCAL ] Loaded configuration for ALRM: 5 features, 70.0% accuracy [2025-12-31T20:35:18.741158] [DEBUG] [LOCAL ] Loaded configuration for NFTY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.741217] [DEBUG] [LOCAL ] Loaded configuration for AGO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.741277] [DEBUG] [LOCAL ] Loaded configuration for OGE: 5 features, 70.0% accuracy [2025-12-31T20:35:18.741346] [DEBUG] [LOCAL ] Loaded configuration for ASTE: 1 features, 50.0% accuracy [2025-12-31T20:35:18.741407] [DEBUG] [LOCAL ] Loaded configuration for NRDS: 5 features, 100.0% accuracy [2025-12-31T20:35:18.741467] [DEBUG] [LOCAL ] Loaded configuration for FSBC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.741539] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 60.0% accuracy [2025-12-31T20:35:18.741620] [DEBUG] [LOCAL ] Loaded configuration for LGND: 1 features, 60.0% accuracy [2025-12-31T20:35:18.741691] [DEBUG] [LOCAL ] Loaded configuration for COTY: 4 features, 90.0% accuracy [2025-12-31T20:35:18.741779] [DEBUG] [LOCAL ] Loaded configuration for CZFS: 4 features, 70.0% accuracy [2025-12-31T20:35:18.741867] [DEBUG] [LOCAL ] Loaded configuration for CF: 4 features, 90.0% accuracy [2025-12-31T20:35:18.741955] [DEBUG] [LOCAL ] Loaded configuration for QTTB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.742019] [DEBUG] [LOCAL ] Loaded configuration for FVCB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.742081] [DEBUG] [LOCAL ] Loaded configuration for UTL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.742142] [DEBUG] [LOCAL ] Loaded configuration for PID: 2 features, 80.0% accuracy [2025-12-31T20:35:18.742202] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-12-31T20:35:18.742261] [DEBUG] [LOCAL ] Loaded configuration for PKBK: 1 features, 60.0% accuracy [2025-12-31T20:35:18.742332] [DEBUG] [LOCAL ] Loaded configuration for GERN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.742394] [DEBUG] [LOCAL ] Loaded configuration for PRTH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.742451] [DEBUG] [LOCAL ] Loaded configuration for LKFN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.742510] [DEBUG] [LOCAL ] Loaded configuration for CME: 1 features, 70.0% accuracy [2025-12-31T20:35:18.742596] [DEBUG] [LOCAL ] Loaded configuration for HTD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.742660] [DEBUG] [LOCAL ] Loaded configuration for BMRC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.742740] [DEBUG] [LOCAL ] Loaded configuration for BZ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.742822] [DEBUG] [LOCAL ] Loaded configuration for IONS: 4 features, 100.0% accuracy [2025-12-31T20:35:18.742886] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-12-31T20:35:18.742948] [DEBUG] [LOCAL ] Loaded configuration for GLPI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.743010] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.743071] [DEBUG] [LOCAL ] Loaded configuration for OZK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.743133] [DEBUG] [LOCAL ] Loaded configuration for KE: 4 features, 70.0% accuracy [2025-12-31T20:35:18.743196] [DEBUG] [LOCAL ] Loaded configuration for CGEN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.743258] [DEBUG] [LOCAL ] Loaded configuration for MGEE: 5 features, 70.0% accuracy [2025-12-31T20:35:18.743320] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.743381] [DEBUG] [LOCAL ] Loaded configuration for INDY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.743443] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.743504] [DEBUG] [LOCAL ] Loaded configuration for CII: 3 features, 70.0% accuracy [2025-12-31T20:35:18.743600] [DEBUG] [LOCAL ] Loaded configuration for APYX: 2 features, 50.0% accuracy [2025-12-31T20:35:18.743668] [DEBUG] [LOCAL ] Loaded configuration for ESOA: 0 features, 60.0% accuracy [2025-12-31T20:35:18.743730] [DEBUG] [LOCAL ] Loaded configuration for ICLN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.743804] [DEBUG] [LOCAL ] Loaded configuration for SEVN: 4 features, 60.0% accuracy [2025-12-31T20:35:18.743876] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.743955] [DEBUG] [LOCAL ] Loaded configuration for CNP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.744019] [DEBUG] [LOCAL ] Loaded configuration for DKS: 1 features, 90.0% accuracy [2025-12-31T20:35:18.744082] [DEBUG] [LOCAL ] Loaded configuration for RIO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.744143] [DEBUG] [LOCAL ] Loaded configuration for DIS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.744206] [DEBUG] [LOCAL ] Loaded configuration for PLXS: 4 features, 60.0% accuracy [2025-12-31T20:35:18.744267] [DEBUG] [LOCAL ] Loaded configuration for BLRX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.744329] [DEBUG] [LOCAL ] Loaded configuration for GS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.744391] [DEBUG] [LOCAL ] Loaded configuration for NRIX: 1 features, 50.0% accuracy [2025-12-31T20:35:18.744451] [DEBUG] [LOCAL ] Loaded configuration for KEN: 0 features, 70.0% accuracy [2025-12-31T20:35:18.744513] [DEBUG] [LOCAL ] Loaded configuration for TSEM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.744592] [DEBUG] [LOCAL ] Loaded configuration for APPS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.744659] [DEBUG] [LOCAL ] Loaded configuration for KC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.744721] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-12-31T20:35:18.744781] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.744841] [DEBUG] [LOCAL ] Loaded configuration for AGEN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.744900] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.744958] [DEBUG] [LOCAL ] Loaded configuration for QURE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.745030] [DEBUG] [LOCAL ] Loaded configuration for AP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.745091] [DEBUG] [LOCAL ] Loaded configuration for KRYS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.745151] [DEBUG] [LOCAL ] Loaded configuration for RILY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.745219] [DEBUG] [LOCAL ] Loaded configuration for CHE: 2 features, 60.0% accuracy [2025-12-31T20:35:18.745279] [DEBUG] [LOCAL ] Loaded configuration for KSS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.745338] [DEBUG] [LOCAL ] Loaded configuration for DAVE: 2 features, 60.0% accuracy [2025-12-31T20:35:18.745397] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 100.0% accuracy [2025-12-31T20:35:18.745455] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.745513] [DEBUG] [LOCAL ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy [2025-12-31T20:35:18.745596] [DEBUG] [LOCAL ] Loaded configuration for CNO: 5 features, 90.0% accuracy [2025-12-31T20:35:18.745661] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 2 features, 100.0% accuracy [2025-12-31T20:35:18.745719] [DEBUG] [LOCAL ] Loaded configuration for BNH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.745780] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.745840] [DEBUG] [LOCAL ] Loaded configuration for CGNX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.745898] [DEBUG] [LOCAL ] Loaded configuration for VTWG: 4 features, 70.0% accuracy [2025-12-31T20:35:18.745967] [DEBUG] [LOCAL ] Loaded configuration for DFGX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.746029] [DEBUG] [LOCAL ] Loaded configuration for OPCH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.746088] [DEBUG] [LOCAL ] Loaded configuration for HTH: 5 features, 80.0% accuracy [2025-12-31T20:35:18.746147] [DEBUG] [LOCAL ] Loaded configuration for REZI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.746206] [DEBUG] [LOCAL ] Loaded configuration for NEOG: 1 features, 90.0% accuracy [2025-12-31T20:35:18.746267] [DEBUG] [LOCAL ] Loaded configuration for ALDX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.746336] [DEBUG] [LOCAL ] Loaded configuration for NVDS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.746400] [DEBUG] [LOCAL ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.746462] [DEBUG] [LOCAL ] Loaded configuration for GYRE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.746524] [DEBUG] [LOCAL ] Loaded configuration for JANX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.746615] [DEBUG] [LOCAL ] Loaded configuration for HWC: 5 features, 80.0% accuracy [2025-12-31T20:35:18.746680] [DEBUG] [LOCAL ] Loaded configuration for AUDC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.746743] [DEBUG] [LOCAL ] Loaded configuration for WEA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.746805] [DEBUG] [LOCAL ] Loaded configuration for MLGO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.746866] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.746929] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.746991] [DEBUG] [LOCAL ] Loaded configuration for KPTI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.747052] [DEBUG] [LOCAL ] Loaded configuration for CEG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.747114] [DEBUG] [LOCAL ] Loaded configuration for RUM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.747174] [DEBUG] [LOCAL ] Loaded configuration for BHE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.747235] [DEBUG] [LOCAL ] Loaded configuration for NUKK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.747297] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 90.0% accuracy [2025-12-31T20:35:18.747389] [DEBUG] [LOCAL ] Loaded configuration for INVA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.747461] [DEBUG] [LOCAL ] Loaded configuration for DLB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.747524] [DEBUG] [LOCAL ] Loaded configuration for QQQE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.747603] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.747676] [DEBUG] [LOCAL ] Loaded configuration for MRVL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.747738] [DEBUG] [LOCAL ] Loaded configuration for VIRC: 7 features, 100.0% accuracy [2025-12-31T20:35:18.747799] [DEBUG] [LOCAL ] Loaded configuration for SSD: 0 features, 70.0% accuracy [2025-12-31T20:35:18.747860] [DEBUG] [LOCAL ] Loaded configuration for SID: 5 features, 70.0% accuracy [2025-12-31T20:35:18.747920] [DEBUG] [LOCAL ] Loaded configuration for MIDD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.747980] [DEBUG] [LOCAL ] Loaded configuration for TDY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.748040] [DEBUG] [LOCAL ] Loaded configuration for RCKY: 3 features, 90.0% accuracy [2025-12-31T20:35:18.748101] [DEBUG] [LOCAL ] Loaded configuration for NAC: 4 features, 100.0% accuracy [2025-12-31T20:35:18.748162] [DEBUG] [LOCAL ] Loaded configuration for MOGO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.748225] [DEBUG] [LOCAL ] Loaded configuration for DARE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.748287] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.748350] [DEBUG] [LOCAL ] Loaded configuration for WSBC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.748412] [DEBUG] [LOCAL ] Loaded configuration for SBCF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.748474] [DEBUG] [LOCAL ] Loaded configuration for GANX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.748534] [DEBUG] [LOCAL ] Loaded configuration for HMY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.748625] [DEBUG] [LOCAL ] Loaded configuration for PDEX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.748691] [DEBUG] [LOCAL ] Loaded configuration for EOD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.748764] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.748836] [DEBUG] [LOCAL ] Loaded configuration for AFB: 0 features, 60.0% accuracy [2025-12-31T20:35:18.748900] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.748961] [DEBUG] [LOCAL ] Loaded configuration for CLB: 0 features, 80.0% accuracy [2025-12-31T20:35:18.749023] [DEBUG] [LOCAL ] Loaded configuration for JSML: 2 features, 70.0% accuracy [2025-12-31T20:35:18.749085] [DEBUG] [LOCAL ] Loaded configuration for AXSM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.749146] [DEBUG] [LOCAL ] Loaded configuration for LXEO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.749212] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.749352] [DEBUG] [LOCAL ] Loaded configuration for PNTG: 4 features, 80.0% accuracy [2025-12-31T20:35:18.749420] [DEBUG] [LOCAL ] Loaded configuration for IBTL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.749483] [DEBUG] [LOCAL ] Loaded configuration for RRX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.749545] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 0 features, 60.0% accuracy [2025-12-31T20:35:18.749647] [DEBUG] [LOCAL ] Loaded configuration for NXP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.749712] [DEBUG] [LOCAL ] Loaded configuration for GVA: 5 features, 70.0% accuracy [2025-12-31T20:35:18.749773] [DEBUG] [LOCAL ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.749831] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.749890] [DEBUG] [LOCAL ] Loaded configuration for QBTS: 4 features, 100.0% accuracy [2025-12-31T20:35:18.749948] [DEBUG] [LOCAL ] Loaded configuration for AGMH: 0 features, 80.0% accuracy [2025-12-31T20:35:18.750007] [DEBUG] [LOCAL ] Loaded configuration for MEOH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.750065] [DEBUG] [LOCAL ] Loaded configuration for TMC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.750124] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.750191] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 0 features, 70.0% accuracy [2025-12-31T20:35:18.750251] [DEBUG] [LOCAL ] Loaded configuration for VIGI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.750308] [DEBUG] [LOCAL ] Loaded configuration for DERM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.750366] [DEBUG] [LOCAL ] Loaded configuration for VWOB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.750424] [DEBUG] [LOCAL ] Loaded configuration for CCS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.750482] [DEBUG] [LOCAL ] Loaded configuration for PROF: 3 features, 60.0% accuracy [2025-12-31T20:35:18.750541] [DEBUG] [LOCAL ] Loaded configuration for SMTC: 6 features, 90.0% accuracy [2025-12-31T20:35:18.750624] [DEBUG] [LOCAL ] Loaded configuration for EVSD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.750684] [DEBUG] [LOCAL ] Loaded configuration for THRY: 0 features, 70.0% accuracy [2025-12-31T20:35:18.750754] [DEBUG] [LOCAL ] Loaded configuration for MRCY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.750823] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.750885] [DEBUG] [LOCAL ] Loaded configuration for FFA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.750945] [DEBUG] [LOCAL ] Loaded configuration for MOMO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.751005] [DEBUG] [LOCAL ] Loaded configuration for QRVO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.751066] [DEBUG] [LOCAL ] Loaded configuration for STE: 3 features, 90.0% accuracy [2025-12-31T20:35:18.751126] [DEBUG] [LOCAL ] Loaded configuration for TH: 1 features, 70.0% accuracy [2025-12-31T20:35:18.751196] [DEBUG] [LOCAL ] Loaded configuration for FANG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.751259] [DEBUG] [LOCAL ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy [2025-12-31T20:35:18.751351] [DEBUG] [LOCAL ] Loaded configuration for ALG: 4 features, 90.0% accuracy [2025-12-31T20:35:18.751415] [DEBUG] [LOCAL ] Loaded configuration for ULTA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.751487] [DEBUG] [LOCAL ] Loaded configuration for HTZ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.751551] [DEBUG] [LOCAL ] Loaded configuration for ETON: 4 features, 70.0% accuracy [2025-12-31T20:35:18.751657] [DEBUG] [LOCAL ] Loaded configuration for ANAB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.751741] [DEBUG] [LOCAL ] Loaded configuration for BCAX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.751801] [DEBUG] [LOCAL ] Loaded configuration for PKX: 1 features, 90.0% accuracy [2025-12-31T20:35:18.751859] [DEBUG] [LOCAL ] Loaded configuration for ADI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.751918] [DEBUG] [LOCAL ] Loaded configuration for TWG: 4 features, 90.0% accuracy [2025-12-31T20:35:18.751977] [DEBUG] [LOCAL ] Loaded configuration for AMGN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.752037] [DEBUG] [LOCAL ] Loaded configuration for CIG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.752130] [DEBUG] [LOCAL ] Loaded configuration for DRIO: 4 features, 90.0% accuracy [2025-12-31T20:35:18.752196] [DEBUG] [LOCAL ] Loaded configuration for UZE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.752276] [DEBUG] [LOCAL ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy [2025-12-31T20:35:18.752338] [DEBUG] [LOCAL ] Loaded configuration for SBI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.752401] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.752462] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.752523] [DEBUG] [LOCAL ] Loaded configuration for VANI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.752610] [DEBUG] [LOCAL ] Loaded configuration for TPC: 5 features, 60.0% accuracy [2025-12-31T20:35:18.752677] [DEBUG] [LOCAL ] Loaded configuration for HALO: 1 features, 90.0% accuracy [2025-12-31T20:35:18.752748] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.752808] [DEBUG] [LOCAL ] Loaded configuration for TYG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.752867] [DEBUG] [LOCAL ] Loaded configuration for NNOX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.752927] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.752986] [DEBUG] [LOCAL ] Loaded configuration for PZZA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.753056] [DEBUG] [LOCAL ] Loaded configuration for BIOX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.753119] [DEBUG] [LOCAL ] Loaded configuration for ESEA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.753178] [DEBUG] [LOCAL ] Loaded configuration for CPSH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.753237] [DEBUG] [LOCAL ] Loaded configuration for MGX: 0 features, 60.0% accuracy [2025-12-31T20:35:18.753296] [DEBUG] [LOCAL ] Loaded configuration for FEMB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.753355] [DEBUG] [LOCAL ] Loaded configuration for UTF: 4 features, 80.0% accuracy [2025-12-31T20:35:18.753418] [DEBUG] [LOCAL ] Loaded configuration for NCTY: 7 features, 80.0% accuracy [2025-12-31T20:35:18.753489] [DEBUG] [LOCAL ] Loaded configuration for WBS: 4 features, 70.0% accuracy [2025-12-31T20:35:18.753554] [DEBUG] [LOCAL ] Loaded configuration for CPRX: 0 features, 60.0% accuracy [2025-12-31T20:35:18.753648] [DEBUG] [LOCAL ] Loaded configuration for PLAY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.753712] [DEBUG] [LOCAL ] Loaded configuration for VTRS: 0 features, 80.0% accuracy [2025-12-31T20:35:18.753791] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.753865] [DEBUG] [LOCAL ] Loaded configuration for CSB: 3 features, 60.0% accuracy [2025-12-31T20:35:18.753930] [DEBUG] [LOCAL ] Loaded configuration for PKOH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.753990] [DEBUG] [LOCAL ] Loaded configuration for AHH: 3 features, 70.0% accuracy [2025-12-31T20:35:18.754049] [DEBUG] [LOCAL ] Loaded configuration for CRWD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.754108] [DEBUG] [LOCAL ] Loaded configuration for WAFD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.754177] [DEBUG] [LOCAL ] Loaded configuration for MAXI: 1 features, 90.0% accuracy [2025-12-31T20:35:18.754239] [DEBUG] [LOCAL ] Loaded configuration for TDG: 0 features, 80.0% accuracy [2025-12-31T20:35:18.754297] [DEBUG] [LOCAL ] Loaded configuration for PDO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.754356] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.754433] [DEBUG] [LOCAL ] Loaded configuration for ZM: 2 features, 100.0% accuracy [2025-12-31T20:35:18.754504] [DEBUG] [LOCAL ] Loaded configuration for MSFD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.754566] [DEBUG] [LOCAL ] Loaded configuration for PRAX: 0 features, 70.0% accuracy [2025-12-31T20:35:18.754655] [DEBUG] [LOCAL ] Loaded configuration for TOWN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.754717] [DEBUG] [LOCAL ] Loaded configuration for AVAH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.754778] [DEBUG] [LOCAL ] Loaded configuration for VMBS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.754839] [DEBUG] [LOCAL ] Loaded configuration for APLS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.754902] [DEBUG] [LOCAL ] Loaded configuration for OVLY: 4 features, 100.0% accuracy [2025-12-31T20:35:18.754963] [DEBUG] [LOCAL ] Loaded configuration for JIVE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.755048] [DEBUG] [LOCAL ] Loaded configuration for SUSL: 4 features, 70.0% accuracy [2025-12-31T20:35:18.755113] [DEBUG] [LOCAL ] Loaded configuration for TRI: 1 features, 90.0% accuracy [2025-12-31T20:35:18.755183] [DEBUG] [LOCAL ] Loaded configuration for ANGL: 0 features, 70.0% accuracy [2025-12-31T20:35:18.755257] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.755319] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 60.0% accuracy [2025-12-31T20:35:18.755392] [DEBUG] [LOCAL ] Loaded configuration for EWTX: 3 features, 100.0% accuracy [2025-12-31T20:35:18.755456] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 0 features, 70.0% accuracy [2025-12-31T20:35:18.755528] [DEBUG] [LOCAL ] Loaded configuration for PRAA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.755608] [DEBUG] [LOCAL ] Loaded configuration for HBNC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.755672] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.755736] [DEBUG] [LOCAL ] Loaded configuration for CAE: 5 features, 80.0% accuracy [2025-12-31T20:35:18.755799] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.755861] [DEBUG] [LOCAL ] Loaded configuration for TKO: 6 features, 100.0% accuracy [2025-12-31T20:35:18.755924] [DEBUG] [LOCAL ] Loaded configuration for LKQ: 4 features, 90.0% accuracy [2025-12-31T20:35:18.756165] [DEBUG] [LOCAL ] Loaded configuration for SATL: 1 features, 60.0% accuracy [2025-12-31T20:35:18.756229] [DEBUG] [LOCAL ] Loaded configuration for STX: 5 features, 80.0% accuracy [2025-12-31T20:35:18.756292] [DEBUG] [LOCAL ] Loaded configuration for GTY: 1 features, 90.0% accuracy [2025-12-31T20:35:18.756355] [DEBUG] [LOCAL ] Loaded configuration for WEX: 1 features, 100.0% accuracy [2025-12-31T20:35:18.756416] [DEBUG] [LOCAL ] Loaded configuration for SCI: 0 features, 60.0% accuracy [2025-12-31T20:35:18.756478] [DEBUG] [LOCAL ] Loaded configuration for PEG: 4 features, 90.0% accuracy [2025-12-31T20:35:18.756540] [DEBUG] [LOCAL ] Loaded configuration for ABSI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.756620] [DEBUG] [LOCAL ] Loaded configuration for BCH: 2 features, 50.0% accuracy [2025-12-31T20:35:18.756693] [DEBUG] [LOCAL ] Loaded configuration for LOAN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.756769] [DEBUG] [LOCAL ] Loaded configuration for BSCX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.756830] [DEBUG] [LOCAL ] Loaded configuration for PPTA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.756898] [DEBUG] [LOCAL ] Loaded configuration for CDZI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.756960] [DEBUG] [LOCAL ] Loaded configuration for SPCB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.757230] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.757291] [DEBUG] [LOCAL ] Loaded configuration for TENB: 0 features, 60.0% accuracy [2025-12-31T20:35:18.757351] [DEBUG] [LOCAL ] Loaded configuration for LOPE: 5 features, 80.0% accuracy [2025-12-31T20:35:18.757412] [DEBUG] [LOCAL ] Loaded configuration for ATNI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.757473] [DEBUG] [LOCAL ] Loaded configuration for OMEX: 6 features, 90.0% accuracy [2025-12-31T20:35:18.757534] [DEBUG] [LOCAL ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy [2025-12-31T20:35:18.757614] [DEBUG] [LOCAL ] Loaded configuration for VNQI: 1 features, 100.0% accuracy [2025-12-31T20:35:18.757676] [DEBUG] [LOCAL ] Loaded configuration for VCSH: 3 features, 90.0% accuracy [2025-12-31T20:35:18.757746] [DEBUG] [LOCAL ] Loaded configuration for FNKO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.757808] [DEBUG] [LOCAL ] Loaded configuration for AEYE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.757884] [DEBUG] [LOCAL ] Loaded configuration for SPRX: 2 features, 100.0% accuracy [2025-12-31T20:35:18.757948] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.758205] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.758265] [DEBUG] [LOCAL ] Loaded configuration for RGTI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.758334] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 90.0% accuracy [2025-12-31T20:35:18.758405] [DEBUG] [LOCAL ] Loaded configuration for SEZL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.758473] [DEBUG] [LOCAL ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.758534] [DEBUG] [LOCAL ] Loaded configuration for KTCC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.758614] [DEBUG] [LOCAL ] Loaded configuration for HRZN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.758676] [DEBUG] [LOCAL ] Loaded configuration for XP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.758736] [DEBUG] [LOCAL ] Loaded configuration for UXIN: 0 features, 90.0% accuracy [2025-12-31T20:35:18.758796] [DEBUG] [LOCAL ] Loaded configuration for DCI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.758866] [DEBUG] [LOCAL ] Loaded configuration for GMAB: 4 features, 100.0% accuracy [2025-12-31T20:35:18.758927] [DEBUG] [LOCAL ] Loaded configuration for SAIC: 5 features, 70.0% accuracy [2025-12-31T20:35:18.758986] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.759045] [DEBUG] [LOCAL ] Loaded configuration for BOLD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.759106] [DEBUG] [LOCAL ] Loaded configuration for NBIX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.759176] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.759238] [DEBUG] [LOCAL ] Loaded configuration for UBRL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.759333] [DEBUG] [LOCAL ] Loaded configuration for QDEL: 1 features, 100.0% accuracy [2025-12-31T20:35:18.759394] [DEBUG] [LOCAL ] Loaded configuration for MHD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.759453] [DEBUG] [LOCAL ] Loaded configuration for PUBM: 1 features, 90.0% accuracy [2025-12-31T20:35:18.759514] [DEBUG] [LOCAL ] Loaded configuration for AFRI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.759595] [DEBUG] [LOCAL ] Loaded configuration for EHC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.759660] [DEBUG] [LOCAL ] Loaded configuration for IEP: 1 features, 100.0% accuracy [2025-12-31T20:35:18.759729] [DEBUG] [LOCAL ] Loaded configuration for VTC: 0 features, 70.0% accuracy [2025-12-31T20:35:18.759791] [DEBUG] [LOCAL ] Loaded configuration for NFBK: 4 features, 90.0% accuracy [2025-12-31T20:35:18.759850] [DEBUG] [LOCAL ] Loaded configuration for KOSS: 5 features, 80.0% accuracy [2025-12-31T20:35:18.759910] [DEBUG] [LOCAL ] Loaded configuration for LTH: 4 features, 70.0% accuracy [2025-12-31T20:35:18.759968] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.760029] [DEBUG] [LOCAL ] Loaded configuration for MRAM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.760090] [DEBUG] [LOCAL ] Loaded configuration for PDD: 2 features, 80.0% accuracy [2025-12-31T20:35:18.760162] [DEBUG] [LOCAL ] Loaded configuration for HWM: 4 features, 80.0% accuracy [2025-12-31T20:35:18.760222] [DEBUG] [LOCAL ] Loaded configuration for NXC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.760282] [DEBUG] [LOCAL ] Loaded configuration for VVX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.760349] [DEBUG] [LOCAL ] Loaded configuration for CLS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.760420] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-12-31T20:35:18.760484] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 90.0% accuracy [2025-12-31T20:35:18.760547] [DEBUG] [LOCAL ] Loaded configuration for BDX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.760631] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.760697] [DEBUG] [LOCAL ] Loaded configuration for NAAS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.760761] [DEBUG] [LOCAL ] Loaded configuration for TSBK: 2 features, 60.0% accuracy [2025-12-31T20:35:18.760846] [DEBUG] [LOCAL ] Loaded configuration for SKIN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.760917] [DEBUG] [LOCAL ] Loaded configuration for KRNY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.761164] [DEBUG] [LOCAL ] Loaded configuration for TFSL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.761279] [DEBUG] [LOCAL ] Loaded configuration for KINS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.761374] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-12-31T20:35:18.761466] [DEBUG] [LOCAL ] Loaded configuration for ANIX: 1 features, 60.0% accuracy [2025-12-31T20:35:18.761559] [DEBUG] [LOCAL ] Loaded configuration for CFO: 5 features, 90.0% accuracy [2025-12-31T20:35:18.761676] [DEBUG] [LOCAL ] Loaded configuration for BCC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.761747] [DEBUG] [LOCAL ] Loaded configuration for LCNB: 4 features, 90.0% accuracy [2025-12-31T20:35:18.761824] [DEBUG] [LOCAL ] Loaded configuration for EL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.761903] [DEBUG] [LOCAL ] Loaded configuration for FFIC: 4 features, 60.0% accuracy [2025-12-31T20:35:18.761966] [DEBUG] [LOCAL ] Loaded configuration for ATOM: 6 features, 90.0% accuracy [2025-12-31T20:35:18.762028] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.762086] [DEBUG] [LOCAL ] Loaded configuration for MFM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.762159] [DEBUG] [LOCAL ] Loaded configuration for GRID: 2 features, 60.0% accuracy [2025-12-31T20:35:18.762233] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-12-31T20:35:18.762313] [DEBUG] [LOCAL ] Loaded configuration for SUNS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.762403] [DEBUG] [LOCAL ] Loaded configuration for SND: 2 features, 70.0% accuracy [2025-12-31T20:35:18.762505] [DEBUG] [LOCAL ] Loaded configuration for GTX: 0 features, 90.0% accuracy [2025-12-31T20:35:18.762646] [DEBUG] [LOCAL ] Loaded configuration for SENS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.762713] [DEBUG] [LOCAL ] Loaded configuration for WBX: 0 features, 90.0% accuracy [2025-12-31T20:35:18.762829] [DEBUG] [LOCAL ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy [2025-12-31T20:35:18.762907] [DEBUG] [LOCAL ] Loaded configuration for QYLG: 5 features, 90.0% accuracy [2025-12-31T20:35:18.762970] [DEBUG] [LOCAL ] Loaded configuration for YRD: 0 features, 70.0% accuracy [2025-12-31T20:35:18.763032] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.763096] [DEBUG] [LOCAL ] Loaded configuration for MQY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.763157] [DEBUG] [LOCAL ] Loaded configuration for GPC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.763218] [DEBUG] [LOCAL ] Loaded configuration for WFRD: 1 features, 80.0% accuracy [2025-12-31T20:35:18.763278] [DEBUG] [LOCAL ] Loaded configuration for NABL: 0 features, 90.0% accuracy [2025-12-31T20:35:18.763349] [DEBUG] [LOCAL ] Loaded configuration for AWI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.763412] [DEBUG] [LOCAL ] Loaded configuration for GNE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.763473] [DEBUG] [LOCAL ] Loaded configuration for HQI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.763535] [DEBUG] [LOCAL ] Loaded configuration for WDC: 5 features, 80.0% accuracy [2025-12-31T20:35:18.763619] [DEBUG] [LOCAL ] Loaded configuration for MWA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.763683] [DEBUG] [LOCAL ] Loaded configuration for CPB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.763743] [DEBUG] [LOCAL ] Loaded configuration for LAB: 2 features, 60.0% accuracy [2025-12-31T20:35:18.763803] [DEBUG] [LOCAL ] Loaded configuration for CNSP: 3 features, 90.0% accuracy [2025-12-31T20:35:18.763863] [DEBUG] [LOCAL ] Loaded configuration for ILMN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.763958] [DEBUG] [LOCAL ] Loaded configuration for DKL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.764020] [DEBUG] [LOCAL ] Loaded configuration for RPID: 4 features, 70.0% accuracy [2025-12-31T20:35:18.764081] [DEBUG] [LOCAL ] Loaded configuration for TSDD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.764153] [DEBUG] [LOCAL ] Loaded configuration for GPN: 3 features, 50.0% accuracy [2025-12-31T20:35:18.764213] [DEBUG] [LOCAL ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy [2025-12-31T20:35:18.764274] [DEBUG] [LOCAL ] Loaded configuration for ARBB: 2 features, 90.0% accuracy [2025-12-31T20:35:18.764334] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 4 features, 90.0% accuracy [2025-12-31T20:35:18.764394] [DEBUG] [LOCAL ] Loaded configuration for QCLN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.764453] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.764512] [DEBUG] [LOCAL ] Loaded configuration for SHY: 1 features, 90.0% accuracy [2025-12-31T20:35:18.764586] [DEBUG] [LOCAL ] Loaded configuration for BND: 0 features, 50.0% accuracy [2025-12-31T20:35:18.764652] [DEBUG] [LOCAL ] Loaded configuration for WBTN: 6 features, 90.0% accuracy [2025-12-31T20:35:18.764713] [DEBUG] [LOCAL ] Loaded configuration for DMLP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.764778] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.764837] [DEBUG] [LOCAL ] Loaded configuration for GAIA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.764898] [DEBUG] [LOCAL ] Loaded configuration for FTSL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.764959] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.765021] [DEBUG] [LOCAL ] Loaded configuration for PTC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.765082] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.765146] [DEBUG] [LOCAL ] Loaded configuration for TM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.765207] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.765268] [DEBUG] [LOCAL ] Loaded configuration for BWEN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.765329] [DEBUG] [LOCAL ] Loaded configuration for SIEB: 6 features, 90.0% accuracy [2025-12-31T20:35:18.765390] [DEBUG] [LOCAL ] Loaded configuration for INMD: 4 features, 100.0% accuracy [2025-12-31T20:35:18.765470] [DEBUG] [LOCAL ] Loaded configuration for AROC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.765536] [DEBUG] [LOCAL ] Loaded configuration for MTN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.765632] [DEBUG] [LOCAL ] Loaded configuration for MRM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.765739] [DEBUG] [LOCAL ] Loaded configuration for ABEO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.765810] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 7 features, 90.0% accuracy [2025-12-31T20:35:18.765870] [DEBUG] [LOCAL ] Loaded configuration for CGEM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.766099] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.766158] [DEBUG] [LOCAL ] Loaded configuration for ARBE: 5 features, 70.0% accuracy [2025-12-31T20:35:18.766228] [DEBUG] [LOCAL ] Loaded configuration for PDLB: 2 features, 60.0% accuracy [2025-12-31T20:35:18.766294] [DEBUG] [LOCAL ] Loaded configuration for SIFY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.766365] [DEBUG] [LOCAL ] Loaded configuration for FA: 0 features, 50.0% accuracy [2025-12-31T20:35:18.766429] [DEBUG] [LOCAL ] Loaded configuration for STI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.766497] [DEBUG] [LOCAL ] Loaded configuration for STKS: 6 features, 80.0% accuracy [2025-12-31T20:35:18.766556] [DEBUG] [LOCAL ] Loaded configuration for DRH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.766644] [DEBUG] [LOCAL ] Loaded configuration for SFB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.766705] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-12-31T20:35:18.766768] [DEBUG] [LOCAL ] Loaded configuration for ONB: 4 features, 100.0% accuracy [2025-12-31T20:35:18.766828] [DEBUG] [LOCAL ] Loaded configuration for TFC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.766890] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.767138] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 6 features, 80.0% accuracy [2025-12-31T20:35:18.767199] [DEBUG] [LOCAL ] Loaded configuration for BOH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.767261] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.767322] [DEBUG] [LOCAL ] Loaded configuration for VEEE: 3 features, 90.0% accuracy [2025-12-31T20:35:18.767383] [DEBUG] [LOCAL ] Loaded configuration for STK: 3 features, 90.0% accuracy [2025-12-31T20:35:18.767445] [DEBUG] [LOCAL ] Loaded configuration for DEO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.767508] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.767586] [DEBUG] [LOCAL ] Loaded configuration for JILL: 3 features, 60.0% accuracy [2025-12-31T20:35:18.767652] [DEBUG] [LOCAL ] Loaded configuration for GNPX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.767736] [DEBUG] [LOCAL ] Loaded configuration for INTC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.767796] [DEBUG] [LOCAL ] Loaded configuration for PPIH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.767855] [DEBUG] [LOCAL ] Loaded configuration for UBSI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.767924] [DEBUG] [LOCAL ] Loaded configuration for OCGN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.767998] [DEBUG] [LOCAL ] Loaded configuration for CIA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.768061] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.768122] [DEBUG] [LOCAL ] Loaded configuration for VTWO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.768184] [DEBUG] [LOCAL ] Loaded configuration for DSGX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.768246] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 100.0% accuracy [2025-12-31T20:35:18.768307] [DEBUG] [LOCAL ] Loaded configuration for UMC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.768366] [DEBUG] [LOCAL ] Loaded configuration for HOLO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.768425] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.768484] [DEBUG] [LOCAL ] Loaded configuration for LEGN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.768543] [DEBUG] [LOCAL ] Loaded configuration for MLM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.768624] [DEBUG] [LOCAL ] Loaded configuration for MASS: 5 features, 70.0% accuracy [2025-12-31T20:35:18.768695] [DEBUG] [LOCAL ] Loaded configuration for GCBC: 4 features, 80.0% accuracy [2025-12-31T20:35:18.768756] [DEBUG] [LOCAL ] Loaded configuration for ACM: 0 features, 90.0% accuracy [2025-12-31T20:35:18.768815] [DEBUG] [LOCAL ] Loaded configuration for TXRH: 3 features, 90.0% accuracy [2025-12-31T20:35:18.768876] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 60.0% accuracy [2025-12-31T20:35:18.768937] [DEBUG] [LOCAL ] Loaded configuration for AIRS: 5 features, 80.0% accuracy [2025-12-31T20:35:18.768998] [DEBUG] [LOCAL ] Loaded configuration for TDUP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.769067] [DEBUG] [LOCAL ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy [2025-12-31T20:35:18.769131] [DEBUG] [LOCAL ] Loaded configuration for ICOP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.769193] [DEBUG] [LOCAL ] Loaded configuration for HNDL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.769316] [DEBUG] [LOCAL ] Loaded configuration for CLLS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.769389] [DEBUG] [LOCAL ] Loaded configuration for AAON: 1 features, 80.0% accuracy [2025-12-31T20:35:18.769452] [DEBUG] [LOCAL ] Loaded configuration for BGLC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.769521] [DEBUG] [LOCAL ] Loaded configuration for HBANL: 1 features, 60.0% accuracy [2025-12-31T20:35:18.769603] [DEBUG] [LOCAL ] Loaded configuration for EYE: 2 features, 90.0% accuracy [2025-12-31T20:35:18.769669] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.769735] [DEBUG] [LOCAL ] Loaded configuration for PPH: 3 features, 90.0% accuracy [2025-12-31T20:35:18.769810] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.769884] [DEBUG] [LOCAL ] Loaded configuration for GDEN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.769945] [DEBUG] [LOCAL ] Loaded configuration for ATLO: 2 features, 100.0% accuracy [2025-12-31T20:35:18.770005] [DEBUG] [LOCAL ] Loaded configuration for NCNA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.770064] [DEBUG] [LOCAL ] Loaded configuration for MKSI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.770123] [DEBUG] [LOCAL ] Loaded configuration for SLM: 3 features, 70.0% accuracy [2025-12-31T20:35:18.770182] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.770260] [DEBUG] [LOCAL ] Loaded configuration for FICS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.770323] [DEBUG] [LOCAL ] Loaded configuration for JVA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.770382] [DEBUG] [LOCAL ] Loaded configuration for REFI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.770441] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.770500] [DEBUG] [LOCAL ] Loaded configuration for TWO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.770560] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 60.0% accuracy [2025-12-31T20:35:18.770660] [DEBUG] [LOCAL ] Loaded configuration for ATEN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.770727] [DEBUG] [LOCAL ] Loaded configuration for CNOB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.770801] [DEBUG] [LOCAL ] Loaded configuration for OTEX: 5 features, 70.0% accuracy [2025-12-31T20:35:18.770875] [DEBUG] [LOCAL ] Loaded configuration for ICUI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.770938] [DEBUG] [LOCAL ] Loaded configuration for FLYE: 5 features, 90.0% accuracy [2025-12-31T20:35:18.770996] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.771056] [DEBUG] [LOCAL ] Loaded configuration for JD: 4 features, 50.0% accuracy [2025-12-31T20:35:18.771115] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.771175] [DEBUG] [LOCAL ] Loaded configuration for C: 0 features, 80.0% accuracy [2025-12-31T20:35:18.771234] [DEBUG] [LOCAL ] Loaded configuration for VNOM: 2 features, 60.0% accuracy [2025-12-31T20:35:18.771296] [DEBUG] [LOCAL ] Loaded configuration for NISN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.771356] [DEBUG] [LOCAL ] Loaded configuration for AVXL: 1 features, 50.0% accuracy [2025-12-31T20:35:18.771415] [DEBUG] [LOCAL ] Loaded configuration for TRMB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.771474] [DEBUG] [LOCAL ] Loaded configuration for GOGO: 2 features, 50.0% accuracy [2025-12-31T20:35:18.771533] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 90.0% accuracy [2025-12-31T20:35:18.771612] [DEBUG] [LOCAL ] Loaded configuration for LCFY: 5 features, 90.0% accuracy [2025-12-31T20:35:18.771675] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.771735] [DEBUG] [LOCAL ] Loaded configuration for QNCX: 1 features, 50.0% accuracy [2025-12-31T20:35:18.771813] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.771884] [DEBUG] [LOCAL ] Loaded configuration for SCVL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.771947] [DEBUG] [LOCAL ] Loaded configuration for BOE: 1 features, 60.0% accuracy [2025-12-31T20:35:18.772007] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-12-31T20:35:18.772066] [DEBUG] [LOCAL ] Loaded configuration for SB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.772125] [DEBUG] [LOCAL ] Loaded configuration for VAC: 6 features, 90.0% accuracy [2025-12-31T20:35:18.772195] [DEBUG] [LOCAL ] Loaded configuration for CIVB: 4 features, 100.0% accuracy [2025-12-31T20:35:18.772266] [DEBUG] [LOCAL ] Loaded configuration for HYFM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.772328] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 70.0% accuracy [2025-12-31T20:35:18.772431] [DEBUG] [LOCAL ] Loaded configuration for DDI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.772494] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-12-31T20:35:18.772555] [DEBUG] [LOCAL ] Loaded configuration for STHO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.772637] [DEBUG] [LOCAL ] Loaded configuration for BANX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.772707] [DEBUG] [LOCAL ] Loaded configuration for SBUX: 0 features, 70.0% accuracy [2025-12-31T20:35:18.772780] [DEBUG] [LOCAL ] Loaded configuration for PHVS: 4 features, 60.0% accuracy [2025-12-31T20:35:18.772841] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.772901] [DEBUG] [LOCAL ] Loaded configuration for RDHL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.772971] [DEBUG] [LOCAL ] Loaded configuration for MASI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.773032] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 0 features, 70.0% accuracy [2025-12-31T20:35:18.773092] [DEBUG] [LOCAL ] Loaded configuration for NVTS: 6 features, 90.0% accuracy [2025-12-31T20:35:18.773151] [DEBUG] [LOCAL ] Loaded configuration for IBTO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.773211] [DEBUG] [LOCAL ] Loaded configuration for BOKF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.773271] [DEBUG] [LOCAL ] Loaded configuration for LVS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.773330] [DEBUG] [LOCAL ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy [2025-12-31T20:35:18.773389] [DEBUG] [LOCAL ] Loaded configuration for BHF: 4 features, 80.0% accuracy [2025-12-31T20:35:18.773451] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.773511] [DEBUG] [LOCAL ] Loaded configuration for ATHA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.773588] [DEBUG] [LOCAL ] Loaded configuration for THQ: 5 features, 90.0% accuracy [2025-12-31T20:35:18.773654] [DEBUG] [LOCAL ] Loaded configuration for TRMD: 4 features, 90.0% accuracy [2025-12-31T20:35:18.773713] [DEBUG] [LOCAL ] Loaded configuration for SJM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.773790] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.773852] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-12-31T20:35:18.773912] [DEBUG] [LOCAL ] Loaded configuration for ZURA: 0 features, 60.0% accuracy [2025-12-31T20:35:18.773971] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.774028] [DEBUG] [LOCAL ] Loaded configuration for ACLS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.774086] [DEBUG] [LOCAL ] Loaded configuration for LNZA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.774145] [DEBUG] [LOCAL ] Loaded configuration for IDA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.774210] [DEBUG] [LOCAL ] Loaded configuration for HIVE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.774304] [DEBUG] [LOCAL ] Loaded configuration for BKH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.774367] [DEBUG] [LOCAL ] Loaded configuration for CLNN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.774425] [DEBUG] [LOCAL ] Loaded configuration for BGH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.774485] [DEBUG] [LOCAL ] Loaded configuration for ALHC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.774543] [DEBUG] [LOCAL ] Loaded configuration for LOGI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.774638] [DEBUG] [LOCAL ] Loaded configuration for DYN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.774701] [DEBUG] [LOCAL ] Loaded configuration for TRMK: 3 features, 90.0% accuracy [2025-12-31T20:35:18.774759] [DEBUG] [LOCAL ] Loaded configuration for LIND: 0 features, 70.0% accuracy [2025-12-31T20:35:18.774818] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.774878] [DEBUG] [LOCAL ] Loaded configuration for OMC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.774938] [DEBUG] [LOCAL ] Loaded configuration for WERN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.775008] [DEBUG] [LOCAL ] Loaded configuration for BXSL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.775260] [DEBUG] [LOCAL ] Loaded configuration for FN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.775328] [DEBUG] [LOCAL ] Loaded configuration for MGPI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.775390] [DEBUG] [LOCAL ] Loaded configuration for SON: 0 features, 60.0% accuracy [2025-12-31T20:35:18.775493] [DEBUG] [LOCAL ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy [2025-12-31T20:35:18.775613] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.775692] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.775765] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-12-31T20:35:18.775827] [DEBUG] [LOCAL ] Loaded configuration for VCRB: 2 features, 90.0% accuracy [2025-12-31T20:35:18.775886] [DEBUG] [LOCAL ] Loaded configuration for DH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.776145] [DEBUG] [LOCAL ] Loaded configuration for RVTY: 2 features, 60.0% accuracy [2025-12-31T20:35:18.776205] [DEBUG] [LOCAL ] Loaded configuration for MDXH: 1 features, 70.0% accuracy [2025-12-31T20:35:18.776263] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.776320] [DEBUG] [LOCAL ] Loaded configuration for LE: 1 features, 60.0% accuracy [2025-12-31T20:35:18.776390] [DEBUG] [LOCAL ] Loaded configuration for MODG: 3 features, 90.0% accuracy [2025-12-31T20:35:18.776459] [DEBUG] [LOCAL ] Loaded configuration for DB: 4 features, 70.0% accuracy [2025-12-31T20:35:18.776518] [DEBUG] [LOCAL ] Loaded configuration for SPSC: 1 features, 60.0% accuracy [2025-12-31T20:35:18.776601] [DEBUG] [LOCAL ] Loaded configuration for METCB: 2 features, 90.0% accuracy [2025-12-31T20:35:18.776677] [DEBUG] [LOCAL ] Loaded configuration for INDI: 1 features, 90.0% accuracy [2025-12-31T20:35:18.776737] [DEBUG] [LOCAL ] Loaded configuration for RHP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.776799] [DEBUG] [LOCAL ] Loaded configuration for BNTC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.776857] [DEBUG] [LOCAL ] Loaded configuration for CLF: 2 features, 60.0% accuracy [2025-12-31T20:35:18.776914] [DEBUG] [LOCAL ] Loaded configuration for MTLS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.776972] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.777033] [DEBUG] [LOCAL ] Loaded configuration for USEA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.777096] [DEBUG] [LOCAL ] Loaded configuration for LX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.777154] [DEBUG] [LOCAL ] Loaded configuration for BCE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.777212] [DEBUG] [LOCAL ] Loaded configuration for CSWC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.777277] [DEBUG] [LOCAL ] Loaded configuration for DXCM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.777337] [DEBUG] [LOCAL ] Loaded configuration for TNC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.777397] [DEBUG] [LOCAL ] Loaded configuration for CDC: 6 features, 90.0% accuracy [2025-12-31T20:35:18.777486] [DEBUG] [LOCAL ] Loaded configuration for DGRS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.777547] [DEBUG] [LOCAL ] Loaded configuration for FRHC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.777629] [DEBUG] [LOCAL ] Loaded configuration for SUSB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.777690] [DEBUG] [LOCAL ] Loaded configuration for DLTH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.777768] [DEBUG] [LOCAL ] Loaded configuration for BKE: 5 features, 80.0% accuracy [2025-12-31T20:35:18.777831] [DEBUG] [LOCAL ] Loaded configuration for BAX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.777904] [DEBUG] [LOCAL ] Loaded configuration for LND: 0 features, 80.0% accuracy [2025-12-31T20:35:18.777964] [DEBUG] [LOCAL ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy [2025-12-31T20:35:18.778034] [DEBUG] [LOCAL ] Loaded configuration for WOOD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.778095] [DEBUG] [LOCAL ] Loaded configuration for CVGI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.778156] [DEBUG] [LOCAL ] Loaded configuration for PDBC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.778243] [DEBUG] [LOCAL ] Loaded configuration for ITRI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.778323] [DEBUG] [LOCAL ] Loaded configuration for CELH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.778384] [DEBUG] [LOCAL ] Loaded configuration for PK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.778445] [DEBUG] [LOCAL ] Loaded configuration for BRO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.778507] [DEBUG] [LOCAL ] Loaded configuration for SEE: 0 features, 80.0% accuracy [2025-12-31T20:35:18.778568] [DEBUG] [LOCAL ] Loaded configuration for REAL: 4 features, 60.0% accuracy [2025-12-31T20:35:18.778661] [DEBUG] [LOCAL ] Loaded configuration for OGN: 0 features, 70.0% accuracy [2025-12-31T20:35:18.778725] [DEBUG] [LOCAL ] Loaded configuration for SGC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.778785] [DEBUG] [LOCAL ] Loaded configuration for LGI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.778859] [DEBUG] [LOCAL ] Loaded configuration for GFI: 6 features, 90.0% accuracy [2025-12-31T20:35:18.778961] [DEBUG] [LOCAL ] Loaded configuration for ALLO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.779038] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-12-31T20:35:18.779101] [DEBUG] [LOCAL ] Loaded configuration for VRNS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.779162] [DEBUG] [LOCAL ] Loaded configuration for NBB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.779224] [DEBUG] [LOCAL ] Loaded configuration for QQQM: 5 features, 70.0% accuracy [2025-12-31T20:35:18.779316] [DEBUG] [LOCAL ] Loaded configuration for POOL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.779389] [DEBUG] [LOCAL ] Loaded configuration for TTWO: 0 features, 80.0% accuracy [2025-12-31T20:35:18.779450] [DEBUG] [LOCAL ] Loaded configuration for DMB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.779528] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 70.0% accuracy [2025-12-31T20:35:18.779614] [DEBUG] [LOCAL ] Loaded configuration for DVN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.779675] [DEBUG] [LOCAL ] Loaded configuration for MNKD: 0 features, 80.0% accuracy [2025-12-31T20:35:18.779735] [DEBUG] [LOCAL ] Loaded configuration for ETB: 5 features, 80.0% accuracy [2025-12-31T20:35:18.779795] [DEBUG] [LOCAL ] Loaded configuration for BEAM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.779852] [DEBUG] [LOCAL ] Loaded configuration for ORIC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.779921] [DEBUG] [LOCAL ] Loaded configuration for POWL: 0 features, 70.0% accuracy [2025-12-31T20:35:18.779981] [DEBUG] [LOCAL ] Loaded configuration for FPI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.780040] [DEBUG] [LOCAL ] Loaded configuration for PMO: 0 features, 60.0% accuracy [2025-12-31T20:35:18.780101] [DEBUG] [LOCAL ] Loaded configuration for PAYO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.780162] [DEBUG] [LOCAL ] Loaded configuration for KYTX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.780224] [DEBUG] [LOCAL ] Loaded configuration for EGP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.780285] [DEBUG] [LOCAL ] Loaded configuration for SBAC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.780345] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 0 features, 80.0% accuracy [2025-12-31T20:35:18.780406] [DEBUG] [LOCAL ] Loaded configuration for EXPI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.780467] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.780528] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.780607] [DEBUG] [LOCAL ] Loaded configuration for LDSF: 3 features, 60.0% accuracy [2025-12-31T20:35:18.780683] [DEBUG] [LOCAL ] Loaded configuration for FDP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.780753] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.780814] [DEBUG] [LOCAL ] Loaded configuration for MNY: 1 features, 90.0% accuracy [2025-12-31T20:35:18.780875] [DEBUG] [LOCAL ] Loaded configuration for FITBI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.780936] [DEBUG] [LOCAL ] Loaded configuration for ANTX: 2 features, 50.0% accuracy [2025-12-31T20:35:18.780996] [DEBUG] [LOCAL ] Loaded configuration for NCA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.781055] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.781116] [DEBUG] [LOCAL ] Loaded configuration for PTIX: 2 features, 60.0% accuracy [2025-12-31T20:35:18.781188] [DEBUG] [LOCAL ] Loaded configuration for RFI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.781250] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-12-31T20:35:18.781311] [DEBUG] [LOCAL ] Loaded configuration for OPRX: 5 features, 100.0% accuracy [2025-12-31T20:35:18.781380] [DEBUG] [LOCAL ] Loaded configuration for FIVE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.781442] [DEBUG] [LOCAL ] Loaded configuration for SDVY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.781502] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.781561] [DEBUG] [LOCAL ] Loaded configuration for PCG: 2 features, 60.0% accuracy [2025-12-31T20:35:18.781641] [DEBUG] [LOCAL ] Loaded configuration for SFM: 2 features, 60.0% accuracy [2025-12-31T20:35:18.781706] [DEBUG] [LOCAL ] Loaded configuration for PASG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.781781] [DEBUG] [LOCAL ] Loaded configuration for XENE: 6 features, 90.0% accuracy [2025-12-31T20:35:18.781853] [DEBUG] [LOCAL ] Loaded configuration for NRG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.781917] [DEBUG] [LOCAL ] Loaded configuration for INSM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.781978] [DEBUG] [LOCAL ] Loaded configuration for UPLD: 3 features, 100.0% accuracy [2025-12-31T20:35:18.782039] [DEBUG] [LOCAL ] Loaded configuration for WAL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.782099] [DEBUG] [LOCAL ] Loaded configuration for THO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.782159] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.782241] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.782310] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.782381] [DEBUG] [LOCAL ] Loaded configuration for AEM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.782442] [DEBUG] [LOCAL ] Loaded configuration for FMC: 4 features, 80.0% accuracy [2025-12-31T20:35:18.782503] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.782563] [DEBUG] [LOCAL ] Loaded configuration for GIS: 5 features, 90.0% accuracy [2025-12-31T20:35:18.782657] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.782720] [DEBUG] [LOCAL ] Loaded configuration for FHB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.782785] [DEBUG] [LOCAL ] Loaded configuration for USGO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.782847] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 1 features, 90.0% accuracy [2025-12-31T20:35:18.782907] [DEBUG] [LOCAL ] Loaded configuration for FRBA: 4 features, 100.0% accuracy [2025-12-31T20:35:18.782967] [DEBUG] [LOCAL ] Loaded configuration for LENZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.783217] [DEBUG] [LOCAL ] Loaded configuration for EBF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.783276] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.783336] [DEBUG] [LOCAL ] Loaded configuration for OMCL: 4 features, 70.0% accuracy [2025-12-31T20:35:18.783396] [DEBUG] [LOCAL ] Loaded configuration for DAO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.783467] [DEBUG] [LOCAL ] Loaded configuration for FTCI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.783530] [DEBUG] [LOCAL ] Loaded configuration for VTS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.783618] [DEBUG] [LOCAL ] Loaded configuration for OLPX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.783683] [DEBUG] [LOCAL ] Loaded configuration for AIO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.783744] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.783805] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy [2025-12-31T20:35:18.783866] [DEBUG] [LOCAL ] Loaded configuration for BNGO: 3 features, 60.0% accuracy [2025-12-31T20:35:18.783927] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.783985] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.784043] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.784103] [DEBUG] [LOCAL ] Loaded configuration for SPWH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.784162] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-12-31T20:35:18.784223] [DEBUG] [LOCAL ] Loaded configuration for KBWP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.784282] [DEBUG] [LOCAL ] Loaded configuration for TNXP: 3 features, 60.0% accuracy [2025-12-31T20:35:18.784342] [DEBUG] [LOCAL ] Loaded configuration for QYLD: 4 features, 60.0% accuracy [2025-12-31T20:35:18.784401] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 1 features, 80.0% accuracy [2025-12-31T20:35:18.784461] [DEBUG] [LOCAL ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.784520] [DEBUG] [LOCAL ] Loaded configuration for ARM: 3 features, 90.0% accuracy [2025-12-31T20:35:18.784598] [DEBUG] [LOCAL ] Loaded configuration for VS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.784673] [DEBUG] [LOCAL ] Loaded configuration for NE: 0 features, 60.0% accuracy [2025-12-31T20:35:18.784735] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-12-31T20:35:18.784796] [DEBUG] [LOCAL ] Loaded configuration for IBB: 4 features, 90.0% accuracy [2025-12-31T20:35:18.784856] [DEBUG] [LOCAL ] Loaded configuration for CCO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.784915] [DEBUG] [LOCAL ] Loaded configuration for SSYS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.784982] [DEBUG] [LOCAL ] Loaded configuration for VRIG: 0 features, 80.0% accuracy [2025-12-31T20:35:18.785041] [DEBUG] [LOCAL ] Loaded configuration for VOD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.785111] [DEBUG] [LOCAL ] Loaded configuration for RELX: 0 features, 60.0% accuracy [2025-12-31T20:35:18.785179] [DEBUG] [LOCAL ] Loaded configuration for HSCS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.785240] [DEBUG] [LOCAL ] Loaded configuration for HITI: 0 features, 80.0% accuracy [2025-12-31T20:35:18.785298] [DEBUG] [LOCAL ] Loaded configuration for FDIG: 0 features, 70.0% accuracy [2025-12-31T20:35:18.785360] [DEBUG] [LOCAL ] Loaded configuration for HAFC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.785420] [DEBUG] [LOCAL ] Loaded configuration for AMP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.785479] [DEBUG] [LOCAL ] Loaded configuration for BCPC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.785537] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.785620] [DEBUG] [LOCAL ] Loaded configuration for FRSH: 4 features, 70.0% accuracy [2025-12-31T20:35:18.785681] [DEBUG] [LOCAL ] Loaded configuration for WPP: 0 features, 60.0% accuracy [2025-12-31T20:35:18.785756] [DEBUG] [LOCAL ] Loaded configuration for QTUM: 3 features, 70.0% accuracy [2025-12-31T20:35:18.785819] [DEBUG] [LOCAL ] Loaded configuration for PECO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.785879] [DEBUG] [LOCAL ] Loaded configuration for CVX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.785938] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-12-31T20:35:18.785997] [DEBUG] [LOCAL ] Loaded configuration for ADEA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.786056] [DEBUG] [LOCAL ] Loaded configuration for NEGG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.786115] [DEBUG] [LOCAL ] Loaded configuration for ICL: 0 features, 70.0% accuracy [2025-12-31T20:35:18.786173] [DEBUG] [LOCAL ] Loaded configuration for CRM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.786271] [DEBUG] [LOCAL ] Loaded configuration for CNM: 2 features, 60.0% accuracy [2025-12-31T20:35:18.786344] [DEBUG] [LOCAL ] Loaded configuration for TEAM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.786406] [DEBUG] [LOCAL ] Loaded configuration for TCX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.786467] [DEBUG] [LOCAL ] Loaded configuration for DTG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.786529] [DEBUG] [LOCAL ] Loaded configuration for STNE: 6 features, 80.0% accuracy [2025-12-31T20:35:18.786611] [DEBUG] [LOCAL ] Loaded configuration for DEI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.786691] [DEBUG] [LOCAL ] Loaded configuration for ARLP: 4 features, 100.0% accuracy [2025-12-31T20:35:18.786761] [DEBUG] [LOCAL ] Loaded configuration for DTB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.786823] [DEBUG] [LOCAL ] Loaded configuration for MSM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.786882] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.787126] [DEBUG] [LOCAL ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.787207] [DEBUG] [LOCAL ] Loaded configuration for COF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.787307] [DEBUG] [LOCAL ] Loaded configuration for UNTY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.787370] [DEBUG] [LOCAL ] Loaded configuration for NPCE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.787428] [DEBUG] [LOCAL ] Loaded configuration for WSFS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.787487] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.787547] [DEBUG] [LOCAL ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy [2025-12-31T20:35:18.787640] [DEBUG] [LOCAL ] Loaded configuration for SLAB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.787756] [DEBUG] [LOCAL ] Loaded configuration for BMRA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.787822] [DEBUG] [LOCAL ] Loaded configuration for AISP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.787881] [DEBUG] [LOCAL ] Loaded configuration for TSI: 0 features, 70.0% accuracy [2025-12-31T20:35:18.787942] [DEBUG] [LOCAL ] Loaded configuration for MOFG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.788186] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.788248] [DEBUG] [LOCAL ] Loaded configuration for EMN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.788309] [DEBUG] [LOCAL ] Loaded configuration for RDCM: 4 features, 70.0% accuracy [2025-12-31T20:35:18.788370] [DEBUG] [LOCAL ] Loaded configuration for NXPI: 6 features, 70.0% accuracy [2025-12-31T20:35:18.788430] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-12-31T20:35:18.788490] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.788550] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 4 features, 90.0% accuracy [2025-12-31T20:35:18.788629] [DEBUG] [LOCAL ] Loaded configuration for INOD: 2 features, 60.0% accuracy [2025-12-31T20:35:18.788689] [DEBUG] [LOCAL ] Loaded configuration for EMO: 5 features, 70.0% accuracy [2025-12-31T20:35:18.788750] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.788811] [DEBUG] [LOCAL ] Loaded configuration for ULCC: 3 features, 100.0% accuracy [2025-12-31T20:35:18.788869] [DEBUG] [LOCAL ] Loaded configuration for FHTX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.788929] [DEBUG] [LOCAL ] Loaded configuration for KVHI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.788987] [DEBUG] [LOCAL ] Loaded configuration for CBUS: 5 features, 90.0% accuracy [2025-12-31T20:35:18.789200] [DEBUG] [LOCAL ] Loaded configuration for DNTH: 4 features, 90.0% accuracy [2025-12-31T20:35:18.789281] [DEBUG] [LOCAL ] Loaded configuration for QCRH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.789343] [DEBUG] [LOCAL ] Loaded configuration for BLFS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.789403] [DEBUG] [LOCAL ] Loaded configuration for CALM: 3 features, 60.0% accuracy [2025-12-31T20:35:18.789462] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.789520] [DEBUG] [LOCAL ] Loaded configuration for ERIC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.789610] [DEBUG] [LOCAL ] Loaded configuration for EZGO: 1 features, 90.0% accuracy [2025-12-31T20:35:18.789673] [DEBUG] [LOCAL ] Loaded configuration for KNSA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.789746] [DEBUG] [LOCAL ] Loaded configuration for MPAA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.789817] [DEBUG] [LOCAL ] Loaded configuration for UBFO: 4 features, 60.0% accuracy [2025-12-31T20:35:18.789875] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.790099] [DEBUG] [LOCAL ] Loaded configuration for XGN: 3 features, 60.0% accuracy [2025-12-31T20:35:18.790160] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.790228] [DEBUG] [LOCAL ] Loaded configuration for VYX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.790289] [DEBUG] [LOCAL ] Loaded configuration for EIX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.790348] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.790408] [DEBUG] [LOCAL ] Loaded configuration for ARDX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.790468] [DEBUG] [LOCAL ] Loaded configuration for NITO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.790537] [DEBUG] [LOCAL ] Loaded configuration for NAMS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.790624] [DEBUG] [LOCAL ] Loaded configuration for ETY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.790695] [DEBUG] [LOCAL ] Loaded configuration for A: 2 features, 80.0% accuracy [2025-12-31T20:35:18.790757] [DEBUG] [LOCAL ] Loaded configuration for LOB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.790815] [DEBUG] [LOCAL ] Loaded configuration for KOPN: 1 features, 50.0% accuracy [2025-12-31T20:35:18.790874] [DEBUG] [LOCAL ] Loaded configuration for NPK: 4 features, 70.0% accuracy [2025-12-31T20:35:18.791121] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.791179] [DEBUG] [LOCAL ] Loaded configuration for TSLS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.791237] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 0 features, 70.0% accuracy [2025-12-31T20:35:18.791296] [DEBUG] [LOCAL ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy [2025-12-31T20:35:18.791355] [DEBUG] [LOCAL ] Loaded configuration for WAVE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.791416] [DEBUG] [LOCAL ] Loaded configuration for HURC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.791475] [DEBUG] [LOCAL ] Loaded configuration for CWD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.791535] [DEBUG] [LOCAL ] Loaded configuration for BRC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.791614] [DEBUG] [LOCAL ] Loaded configuration for BA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.791676] [DEBUG] [LOCAL ] Loaded configuration for MSTX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.791734] [DEBUG] [LOCAL ] Loaded configuration for PFN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.791793] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.791851] [DEBUG] [LOCAL ] Loaded configuration for KOF: 3 features, 60.0% accuracy [2025-12-31T20:35:18.791908] [DEBUG] [LOCAL ] Loaded configuration for EQH: 3 features, 70.0% accuracy [2025-12-31T20:35:18.791977] [DEBUG] [LOCAL ] Loaded configuration for BSL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.792038] [DEBUG] [LOCAL ] Loaded configuration for KELYA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.792096] [DEBUG] [LOCAL ] Loaded configuration for RITM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.792153] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.792212] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.792272] [DEBUG] [LOCAL ] Loaded configuration for HPK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.792331] [DEBUG] [LOCAL ] Loaded configuration for OM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.792390] [DEBUG] [LOCAL ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.792481] [DEBUG] [LOCAL ] Loaded configuration for RCI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.792542] [DEBUG] [LOCAL ] Loaded configuration for RGP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.792623] [DEBUG] [LOCAL ] Loaded configuration for NYXH: 0 features, 60.0% accuracy [2025-12-31T20:35:18.792686] [DEBUG] [LOCAL ] Loaded configuration for MCN: 4 features, 70.0% accuracy [2025-12-31T20:35:18.792746] [DEBUG] [LOCAL ] Loaded configuration for SWKS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.792805] [DEBUG] [LOCAL ] Loaded configuration for CSGP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.792866] [DEBUG] [LOCAL ] Loaded configuration for NBTB: 6 features, 70.0% accuracy [2025-12-31T20:35:18.792925] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-12-31T20:35:18.792985] [DEBUG] [LOCAL ] Loaded configuration for TRDA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.793044] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.793104] [DEBUG] [LOCAL ] Loaded configuration for MAC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.793164] [DEBUG] [LOCAL ] Loaded configuration for OKE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.793232] [DEBUG] [LOCAL ] Loaded configuration for ZS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.793293] [DEBUG] [LOCAL ] Loaded configuration for XPEL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.793352] [DEBUG] [LOCAL ] Loaded configuration for BIB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.793422] [DEBUG] [LOCAL ] Loaded configuration for SPG: 0 features, 70.0% accuracy [2025-12-31T20:35:18.793484] [DEBUG] [LOCAL ] Loaded configuration for JFIN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.793552] [DEBUG] [LOCAL ] Loaded configuration for BLKB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.793643] [DEBUG] [LOCAL ] Loaded configuration for ROAD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.793704] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.793765] [DEBUG] [LOCAL ] Loaded configuration for SHIP: 3 features, 90.0% accuracy [2025-12-31T20:35:18.793824] [DEBUG] [LOCAL ] Loaded configuration for IMXI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.793883] [DEBUG] [LOCAL ] Loaded configuration for SBS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.793943] [DEBUG] [LOCAL ] Loaded configuration for PFH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.794004] [DEBUG] [LOCAL ] Loaded configuration for PBFS: 3 features, 60.0% accuracy [2025-12-31T20:35:18.794064] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.794124] [DEBUG] [LOCAL ] Loaded configuration for SOGP: 0 features, 80.0% accuracy [2025-12-31T20:35:18.794183] [DEBUG] [LOCAL ] Loaded configuration for PEBO: 0 features, 70.0% accuracy [2025-12-31T20:35:18.794245] [DEBUG] [LOCAL ] Loaded configuration for RTO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.794307] [DEBUG] [LOCAL ] Loaded configuration for PSF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.794387] [DEBUG] [LOCAL ] Loaded configuration for ALNY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.794450] [DEBUG] [LOCAL ] Loaded configuration for PSN: 0 features, 90.0% accuracy [2025-12-31T20:35:18.794512] [DEBUG] [LOCAL ] Loaded configuration for GEOS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.794595] [DEBUG] [LOCAL ] Loaded configuration for COLB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.794670] [DEBUG] [LOCAL ] Loaded configuration for SNN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.794732] [DEBUG] [LOCAL ] Loaded configuration for DIBS: 0 features, 80.0% accuracy [2025-12-31T20:35:18.794791] [DEBUG] [LOCAL ] Loaded configuration for ACWI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.794862] [DEBUG] [LOCAL ] Loaded configuration for PDS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.794926] [DEBUG] [LOCAL ] Loaded configuration for STRL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.794988] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.795048] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.795107] [DEBUG] [LOCAL ] Loaded configuration for CHEF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.795166] [DEBUG] [LOCAL ] Loaded configuration for LNG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.795225] [DEBUG] [LOCAL ] Loaded configuration for ANNX: 2 features, 60.0% accuracy [2025-12-31T20:35:18.795283] [DEBUG] [LOCAL ] Loaded configuration for WSO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.795342] [DEBUG] [LOCAL ] Loaded configuration for CNS: 4 features, 100.0% accuracy [2025-12-31T20:35:18.795402] [DEBUG] [LOCAL ] Loaded configuration for BWG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.795461] [DEBUG] [LOCAL ] Loaded configuration for FNX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.795533] [DEBUG] [LOCAL ] Loaded configuration for NEXN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.795624] [DEBUG] [LOCAL ] Loaded configuration for LXP: 1 features, 80.0% accuracy [2025-12-31T20:35:18.795699] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.795761] [DEBUG] [LOCAL ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy [2025-12-31T20:35:18.795852] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.795933] [DEBUG] [LOCAL ] Loaded configuration for LESL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.795996] [DEBUG] [LOCAL ] Loaded configuration for ABM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.796067] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 1 features, 80.0% accuracy [2025-12-31T20:35:18.796130] [DEBUG] [LOCAL ] Loaded configuration for PRDO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.796192] [DEBUG] [LOCAL ] Loaded configuration for AIG: 3 features, 90.0% accuracy [2025-12-31T20:35:18.796254] [DEBUG] [LOCAL ] Loaded configuration for SIRI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.796312] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-12-31T20:35:18.796371] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.796429] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.796488] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.796547] [DEBUG] [LOCAL ] Loaded configuration for OC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.796629] [DEBUG] [LOCAL ] Loaded configuration for NNDM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.796690] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.796763] [DEBUG] [LOCAL ] Loaded configuration for GABC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.796825] [DEBUG] [LOCAL ] Loaded configuration for RMNI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.796894] [DEBUG] [LOCAL ] Loaded configuration for HWKN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.797106] [DEBUG] [LOCAL ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy [2025-12-31T20:35:18.797178] [DEBUG] [LOCAL ] Loaded configuration for GNOM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.797271] [DEBUG] [LOCAL ] Loaded configuration for MSI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.797332] [DEBUG] [LOCAL ] Loaded configuration for CACI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.797391] [DEBUG] [LOCAL ] Loaded configuration for LVHD: 4 features, 70.0% accuracy [2025-12-31T20:35:18.797451] [DEBUG] [LOCAL ] Loaded configuration for EGAN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.797510] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.797570] [DEBUG] [LOCAL ] Loaded configuration for HRTX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.797655] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy [2025-12-31T20:35:18.797714] [DEBUG] [LOCAL ] Loaded configuration for FTXN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.797774] [DEBUG] [LOCAL ] Loaded configuration for DCBO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.797832] [DEBUG] [LOCAL ] Loaded configuration for SFNC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.797891] [DEBUG] [LOCAL ] Loaded configuration for CRNX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.797950] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.798010] [DEBUG] [LOCAL ] Loaded configuration for NIKL: 0 features, 60.0% accuracy [2025-12-31T20:35:18.798070] [DEBUG] [LOCAL ] Loaded configuration for SPFI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.798129] [DEBUG] [LOCAL ] Loaded configuration for FMBH: 2 features, 60.0% accuracy [2025-12-31T20:35:18.798212] [DEBUG] [LOCAL ] Loaded configuration for IHD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.798274] [DEBUG] [LOCAL ] Loaded configuration for RVSB: 1 features, 50.0% accuracy [2025-12-31T20:35:18.798344] [DEBUG] [LOCAL ] Loaded configuration for PSCE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.798416] [DEBUG] [LOCAL ] Loaded configuration for IBTG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.798478] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.798536] [DEBUG] [LOCAL ] Loaded configuration for EOLS: 1 features, 50.0% accuracy [2025-12-31T20:35:18.798630] [DEBUG] [LOCAL ] Loaded configuration for BSVO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.798698] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.798760] [DEBUG] [LOCAL ] Loaded configuration for URI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.798821] [DEBUG] [LOCAL ] Loaded configuration for CWBC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.798880] [DEBUG] [LOCAL ] Loaded configuration for IOSP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.798940] [DEBUG] [LOCAL ] Loaded configuration for NMRA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.799177] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.799281] [DEBUG] [LOCAL ] Loaded configuration for SBRA: 6 features, 90.0% accuracy [2025-12-31T20:35:18.799352] [DEBUG] [LOCAL ] Loaded configuration for SBH: 3 features, 70.0% accuracy [2025-12-31T20:35:18.799412] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-12-31T20:35:18.799474] [DEBUG] [LOCAL ] Loaded configuration for NVDL: 6 features, 90.0% accuracy [2025-12-31T20:35:18.799534] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 0 features, 90.0% accuracy [2025-12-31T20:35:18.799618] [DEBUG] [LOCAL ] Loaded configuration for QMCO: 4 features, 90.0% accuracy [2025-12-31T20:35:18.799697] [DEBUG] [LOCAL ] Loaded configuration for AGNC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.799782] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 60.0% accuracy [2025-12-31T20:35:18.799845] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.799905] [DEBUG] [LOCAL ] Loaded configuration for AMC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.800000] [DEBUG] [LOCAL ] Loaded configuration for TDF: 6 features, 90.0% accuracy [2025-12-31T20:35:18.800100] [DEBUG] [LOCAL ] Loaded configuration for XERS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.800186] [DEBUG] [LOCAL ] Loaded configuration for ALK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.800273] [DEBUG] [LOCAL ] Loaded configuration for BNTX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.800356] [DEBUG] [LOCAL ] Loaded configuration for CATH: 4 features, 60.0% accuracy [2025-12-31T20:35:18.800431] [DEBUG] [LOCAL ] Loaded configuration for WY: 0 features, 90.0% accuracy [2025-12-31T20:35:18.800505] [DEBUG] [LOCAL ] Loaded configuration for PPL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.800603] [DEBUG] [LOCAL ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.800681] [DEBUG] [LOCAL ] Loaded configuration for MCHP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.800753] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 5 features, 90.0% accuracy [2025-12-31T20:35:18.800825] [DEBUG] [LOCAL ] Loaded configuration for JRS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.800897] [DEBUG] [LOCAL ] Loaded configuration for AMG: 2 features, 100.0% accuracy [2025-12-31T20:35:18.801173] [DEBUG] [LOCAL ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy [2025-12-31T20:35:18.801249] [DEBUG] [LOCAL ] Loaded configuration for KMDA: 6 features, 100.0% accuracy [2025-12-31T20:35:18.801332] [DEBUG] [LOCAL ] Loaded configuration for BWFG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.801406] [DEBUG] [LOCAL ] Loaded configuration for PFBC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.801480] [DEBUG] [LOCAL ] Loaded configuration for ADTN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.801568] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.801663] [DEBUG] [LOCAL ] Loaded configuration for WDAY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.801739] [DEBUG] [LOCAL ] Loaded configuration for CASY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.801816] [DEBUG] [LOCAL ] Loaded configuration for CENTA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.801897] [DEBUG] [LOCAL ] Loaded configuration for APPF: 2 features, 50.0% accuracy [2025-12-31T20:35:18.802181] [DEBUG] [LOCAL ] Loaded configuration for ASTH: 4 features, 100.0% accuracy [2025-12-31T20:35:18.802266] [DEBUG] [LOCAL ] Loaded configuration for SMCI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.802352] [DEBUG] [LOCAL ] Loaded configuration for FRO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.802432] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.802520] [DEBUG] [LOCAL ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy [2025-12-31T20:35:18.802642] [DEBUG] [LOCAL ] Loaded configuration for COLM: 0 features, 90.0% accuracy [2025-12-31T20:35:18.802726] [DEBUG] [LOCAL ] Loaded configuration for IRM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.802802] [DEBUG] [LOCAL ] Loaded configuration for CHDN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.802891] [DEBUG] [LOCAL ] Loaded configuration for EXLS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.803162] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.803241] [DEBUG] [LOCAL ] Loaded configuration for CRAI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.803368] [DEBUG] [LOCAL ] Loaded configuration for SELF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.803454] [DEBUG] [LOCAL ] Loaded configuration for MMSI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.803528] [DEBUG] [LOCAL ] Loaded configuration for KARO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.803629] [DEBUG] [LOCAL ] Loaded configuration for DLO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.803715] [DEBUG] [LOCAL ] Loaded configuration for GENI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.803806] [DEBUG] [LOCAL ] Loaded configuration for WKC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.803880] [DEBUG] [LOCAL ] Loaded configuration for NEE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.803963] [DEBUG] [LOCAL ] Loaded configuration for BEEP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.804046] [DEBUG] [LOCAL ] Loaded configuration for ARQ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.804117] [DEBUG] [LOCAL ] Loaded configuration for MITK: 4 features, 70.0% accuracy [2025-12-31T20:35:18.804180] [DEBUG] [LOCAL ] Loaded configuration for VRSN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.804239] [DEBUG] [LOCAL ] Loaded configuration for PGEN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.804298] [DEBUG] [LOCAL ] Loaded configuration for HGBL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.804360] [DEBUG] [LOCAL ] Loaded configuration for DDD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.804433] [DEBUG] [LOCAL ] Loaded configuration for JCI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.804510] [DEBUG] [LOCAL ] Loaded configuration for GNLX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.804614] [DEBUG] [LOCAL ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.804681] [DEBUG] [LOCAL ] Loaded configuration for TZOO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.804741] [DEBUG] [LOCAL ] Loaded configuration for ASMB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.804799] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.804862] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.804935] [DEBUG] [LOCAL ] Loaded configuration for TWIN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.805017] [DEBUG] [LOCAL ] Loaded configuration for FDTX: 1 features, 50.0% accuracy [2025-12-31T20:35:18.805079] [DEBUG] [LOCAL ] Loaded configuration for AAPB: 4 features, 70.0% accuracy [2025-12-31T20:35:18.805138] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.805196] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.805257] [DEBUG] [LOCAL ] Loaded configuration for JPEF: 1 features, 90.0% accuracy [2025-12-31T20:35:18.805324] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-12-31T20:35:18.805386] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.805445] [DEBUG] [LOCAL ] Loaded configuration for ACA: 2 features, 60.0% accuracy [2025-12-31T20:35:18.805515] [DEBUG] [LOCAL ] Loaded configuration for NWS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.805604] [DEBUG] [LOCAL ] Loaded configuration for CAL: 0 features, 70.0% accuracy [2025-12-31T20:35:18.805673] [DEBUG] [LOCAL ] Loaded configuration for DELL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.805739] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.805823] [DEBUG] [LOCAL ] Loaded configuration for CDTX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.805888] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-12-31T20:35:18.805948] [DEBUG] [LOCAL ] Loaded configuration for IREN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.806214] [DEBUG] [LOCAL ] Loaded configuration for ISTB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.806280] [DEBUG] [LOCAL ] Loaded configuration for KFS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.806354] [DEBUG] [LOCAL ] Loaded configuration for RIG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.806423] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.806485] [DEBUG] [LOCAL ] Loaded configuration for FIVN: 5 features, 90.0% accuracy [2025-12-31T20:35:18.806544] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-12-31T20:35:18.806639] [DEBUG] [LOCAL ] Loaded configuration for VALN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.806710] [DEBUG] [LOCAL ] Loaded configuration for BUI: 4 features, 50.0% accuracy [2025-12-31T20:35:18.806771] [DEBUG] [LOCAL ] Loaded configuration for SWX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.806842] [DEBUG] [LOCAL ] Loaded configuration for FCAL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.806920] [DEBUG] [LOCAL ] Loaded configuration for JAKK: 5 features, 80.0% accuracy [2025-12-31T20:35:18.806996] [DEBUG] [LOCAL ] Loaded configuration for BXP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.807071] [DEBUG] [LOCAL ] Loaded configuration for IEI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.807147] [DEBUG] [LOCAL ] Loaded configuration for MMLP: 2 features, 90.0% accuracy [2025-12-31T20:35:18.807209] [DEBUG] [LOCAL ] Loaded configuration for APLE: 4 features, 90.0% accuracy [2025-12-31T20:35:18.807279] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.807343] [DEBUG] [LOCAL ] Loaded configuration for PXS: 4 features, 70.0% accuracy [2025-12-31T20:35:18.807406] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.807468] [DEBUG] [LOCAL ] Loaded configuration for MUX: 5 features, 70.0% accuracy [2025-12-31T20:35:18.807527] [DEBUG] [LOCAL ] Loaded configuration for GIL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.807605] [DEBUG] [LOCAL ] Loaded configuration for COMP: 6 features, 70.0% accuracy [2025-12-31T20:35:18.807668] [DEBUG] [LOCAL ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.807729] [DEBUG] [LOCAL ] Loaded configuration for SIXG: 4 features, 70.0% accuracy [2025-12-31T20:35:18.807813] [DEBUG] [LOCAL ] Loaded configuration for ADC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.807875] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-12-31T20:35:18.807936] [DEBUG] [LOCAL ] Loaded configuration for PLPC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.807998] [DEBUG] [LOCAL ] Loaded configuration for ALMS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.808060] [DEBUG] [LOCAL ] Loaded configuration for KRRO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.808120] [DEBUG] [LOCAL ] Loaded configuration for AI: 3 features, 100.0% accuracy [2025-12-31T20:35:18.808179] [DEBUG] [LOCAL ] Loaded configuration for GH: 3 features, 80.0% accuracy [2025-12-31T20:35:18.808237] [DEBUG] [LOCAL ] Loaded configuration for AVO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.808295] [DEBUG] [LOCAL ] Loaded configuration for PLBC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.808353] [DEBUG] [LOCAL ] Loaded configuration for ORRF: 3 features, 60.0% accuracy [2025-12-31T20:35:18.808414] [DEBUG] [LOCAL ] Loaded configuration for CRBP: 0 features, 70.0% accuracy [2025-12-31T20:35:18.808502] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 4 features, 70.0% accuracy [2025-12-31T20:35:18.808564] [DEBUG] [LOCAL ] Loaded configuration for SFIX: 2 features, 60.0% accuracy [2025-12-31T20:35:18.808644] [DEBUG] [LOCAL ] Loaded configuration for BHP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.808716] [DEBUG] [LOCAL ] Loaded configuration for FIXD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.808792] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.808851] [DEBUG] [LOCAL ] Loaded configuration for ENPH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.808910] [DEBUG] [LOCAL ] Loaded configuration for BTE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.808972] [DEBUG] [LOCAL ] Loaded configuration for SRTS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.809033] [DEBUG] [LOCAL ] Loaded configuration for VRCA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.809094] [DEBUG] [LOCAL ] Loaded configuration for PRME: 2 features, 90.0% accuracy [2025-12-31T20:35:18.809155] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 70.0% accuracy [2025-12-31T20:35:18.809216] [DEBUG] [LOCAL ] Loaded configuration for FOF: 0 features, 90.0% accuracy [2025-12-31T20:35:18.809303] [DEBUG] [LOCAL ] Loaded configuration for DCOM: 0 features, 90.0% accuracy [2025-12-31T20:35:18.809365] [DEBUG] [LOCAL ] Loaded configuration for RLI: 0 features, 90.0% accuracy [2025-12-31T20:35:18.809426] [DEBUG] [LOCAL ] Loaded configuration for MQ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.809486] [DEBUG] [LOCAL ] Loaded configuration for TENX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.809546] [DEBUG] [LOCAL ] Loaded configuration for QTRX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.809627] [DEBUG] [LOCAL ] Loaded configuration for HSIC: 2 features, 100.0% accuracy [2025-12-31T20:35:18.809691] [DEBUG] [LOCAL ] Loaded configuration for UNP: 4 features, 90.0% accuracy [2025-12-31T20:35:18.809760] [DEBUG] [LOCAL ] Loaded configuration for VBNK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.809832] [DEBUG] [LOCAL ] Loaded configuration for TRC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.809902] [DEBUG] [LOCAL ] Loaded configuration for BIAF: 2 features, 90.0% accuracy [2025-12-31T20:35:18.809964] [DEBUG] [LOCAL ] Loaded configuration for AMRN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.810026] [DEBUG] [LOCAL ] Loaded configuration for HZO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.810103] [DEBUG] [LOCAL ] Loaded configuration for ENSG: 4 features, 70.0% accuracy [2025-12-31T20:35:18.810170] [DEBUG] [LOCAL ] Loaded configuration for GLSI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.810230] [DEBUG] [LOCAL ] Loaded configuration for RMBI: 4 features, 100.0% accuracy [2025-12-31T20:35:18.810301] [DEBUG] [LOCAL ] Loaded configuration for BOF: 2 features, 80.0% accuracy [2025-12-31T20:35:18.810360] [DEBUG] [LOCAL ] Loaded configuration for FROG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.810418] [DEBUG] [LOCAL ] Loaded configuration for DSL: 0 features, 60.0% accuracy [2025-12-31T20:35:18.810477] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 90.0% accuracy [2025-12-31T20:35:18.810537] [DEBUG] [LOCAL ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.810622] [DEBUG] [LOCAL ] Loaded configuration for NIM: 0 features, 70.0% accuracy [2025-12-31T20:35:18.810685] [DEBUG] [LOCAL ] Loaded configuration for XRAY: 4 features, 70.0% accuracy [2025-12-31T20:35:18.810743] [DEBUG] [LOCAL ] Loaded configuration for AMWD: 0 features, 70.0% accuracy [2025-12-31T20:35:18.810802] [DEBUG] [LOCAL ] Loaded configuration for VICI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.810860] [DEBUG] [LOCAL ] Loaded configuration for DK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.810930] [DEBUG] [LOCAL ] Loaded configuration for DDL: 1 features, 80.0% accuracy [2025-12-31T20:35:18.810992] [DEBUG] [LOCAL ] Loaded configuration for HFFG: 0 features, 60.0% accuracy [2025-12-31T20:35:18.811052] [DEBUG] [LOCAL ] Loaded configuration for TIL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.811112] [DEBUG] [LOCAL ] Loaded configuration for GHRS: 7 features, 90.0% accuracy [2025-12-31T20:35:18.811171] [DEBUG] [LOCAL ] Loaded configuration for LWLG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.811232] [DEBUG] [LOCAL ] Loaded configuration for SAIA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.811294] [DEBUG] [LOCAL ] Loaded configuration for PBH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.811355] [DEBUG] [LOCAL ] Loaded configuration for PRI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.811417] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 2 features, 50.0% accuracy [2025-12-31T20:35:18.811489] [DEBUG] [LOCAL ] Loaded configuration for AWP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.811554] [DEBUG] [LOCAL ] Loaded configuration for AHCO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.811635] [DEBUG] [LOCAL ] Loaded configuration for ESE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.811697] [DEBUG] [LOCAL ] Loaded configuration for STOK: 2 features, 70.0% accuracy [2025-12-31T20:35:18.811757] [DEBUG] [LOCAL ] Loaded configuration for HOOD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.811815] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.811873] [DEBUG] [LOCAL ] Loaded configuration for WGMI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.812100] [DEBUG] [LOCAL ] Loaded configuration for FCN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.812161] [DEBUG] [LOCAL ] Loaded configuration for GTLB: 1 features, 60.0% accuracy [2025-12-31T20:35:18.812221] [DEBUG] [LOCAL ] Loaded configuration for WNEB: 2 features, 90.0% accuracy [2025-12-31T20:35:18.812280] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.812339] [DEBUG] [LOCAL ] Loaded configuration for LILAK: 1 features, 60.0% accuracy [2025-12-31T20:35:18.812399] [DEBUG] [LOCAL ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.812457] [DEBUG] [LOCAL ] Loaded configuration for SSNC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.812528] [DEBUG] [LOCAL ] Loaded configuration for RUN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.812608] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-12-31T20:35:18.812672] [DEBUG] [LOCAL ] Loaded configuration for YTRA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.812733] [DEBUG] [LOCAL ] Loaded configuration for RSG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.812796] [DEBUG] [LOCAL ] Loaded configuration for NVMI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.812868] [DEBUG] [LOCAL ] Loaded configuration for SKRE: 3 features, 90.0% accuracy [2025-12-31T20:35:18.812928] [DEBUG] [LOCAL ] Loaded configuration for MVBF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.813000] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 1 features, 60.0% accuracy [2025-12-31T20:35:18.813064] [DEBUG] [LOCAL ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy [2025-12-31T20:35:18.813127] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.813189] [DEBUG] [LOCAL ] Loaded configuration for SFLO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.813282] [DEBUG] [LOCAL ] Loaded configuration for MYN: 1 features, 100.0% accuracy [2025-12-31T20:35:18.813356] [DEBUG] [LOCAL ] Loaded configuration for HELE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.813419] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.813482] [DEBUG] [LOCAL ] Loaded configuration for DECK: 4 features, 80.0% accuracy [2025-12-31T20:35:18.813545] [DEBUG] [LOCAL ] Loaded configuration for HRMY: 4 features, 90.0% accuracy [2025-12-31T20:35:18.813629] [DEBUG] [LOCAL ] Loaded configuration for EMBC: 3 features, 100.0% accuracy [2025-12-31T20:35:18.813692] [DEBUG] [LOCAL ] Loaded configuration for WB: 1 features, 90.0% accuracy [2025-12-31T20:35:18.813756] [DEBUG] [LOCAL ] Loaded configuration for GNK: 2 features, 50.0% accuracy [2025-12-31T20:35:18.813817] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 1 features, 90.0% accuracy [2025-12-31T20:35:18.813879] [DEBUG] [LOCAL ] Loaded configuration for VBF: 4 features, 90.0% accuracy [2025-12-31T20:35:18.813940] [DEBUG] [LOCAL ] Loaded configuration for BGX: 5 features, 90.0% accuracy [2025-12-31T20:35:18.813998] [DEBUG] [LOCAL ] Loaded configuration for ASML: 2 features, 90.0% accuracy [2025-12-31T20:35:18.814063] [DEBUG] [LOCAL ] Loaded configuration for APPN: 5 features, 70.0% accuracy [2025-12-31T20:35:18.814142] [DEBUG] [LOCAL ] Loaded configuration for USIG: 4 features, 80.0% accuracy [2025-12-31T20:35:18.814207] [DEBUG] [LOCAL ] Loaded configuration for NRIM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.814279] [DEBUG] [LOCAL ] Loaded configuration for MGRC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.814342] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.814404] [DEBUG] [LOCAL ] Loaded configuration for MODL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.814465] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-12-31T20:35:18.814527] [DEBUG] [LOCAL ] Loaded configuration for TNDM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.814609] [DEBUG] [LOCAL ] Loaded configuration for FTGS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.814688] [DEBUG] [LOCAL ] Loaded configuration for BLZE: 3 features, 90.0% accuracy [2025-12-31T20:35:18.814751] [DEBUG] [LOCAL ] Loaded configuration for GCMG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.814813] [DEBUG] [LOCAL ] Loaded configuration for SMH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.814874] [DEBUG] [LOCAL ] Loaded configuration for OEC: 0 features, 80.0% accuracy [2025-12-31T20:35:18.814937] [DEBUG] [LOCAL ] Loaded configuration for FALN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.814999] [DEBUG] [LOCAL ] Loaded configuration for HLMN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.815239] [DEBUG] [LOCAL ] Loaded configuration for REPL: 0 features, 70.0% accuracy [2025-12-31T20:35:18.815300] [DEBUG] [LOCAL ] Loaded configuration for NFE: 0 features, 80.0% accuracy [2025-12-31T20:35:18.815362] [DEBUG] [LOCAL ] Loaded configuration for TCMD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.815422] [DEBUG] [LOCAL ] Loaded configuration for CCB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.815482] [DEBUG] [LOCAL ] Loaded configuration for MSGM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.815563] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.815659] [DEBUG] [LOCAL ] Loaded configuration for NTRB: 1 features, 100.0% accuracy [2025-12-31T20:35:18.815720] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 90.0% accuracy [2025-12-31T20:35:18.815778] [DEBUG] [LOCAL ] Loaded configuration for STKL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.815837] [DEBUG] [LOCAL ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.815894] [DEBUG] [LOCAL ] Loaded configuration for EVRG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.815965] [DEBUG] [LOCAL ] Loaded configuration for UTEN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.816028] [DEBUG] [LOCAL ] Loaded configuration for EXAS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.816088] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.816153] [DEBUG] [LOCAL ] Loaded configuration for PI: 3 features, 50.0% accuracy [2025-12-31T20:35:18.816215] [DEBUG] [LOCAL ] Loaded configuration for OSBC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.816276] [DEBUG] [LOCAL ] Loaded configuration for SCD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.816338] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-12-31T20:35:18.816413] [DEBUG] [LOCAL ] Loaded configuration for MELI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.816498] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.816601] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.816673] [DEBUG] [LOCAL ] Loaded configuration for LNN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.816735] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.816796] [DEBUG] [LOCAL ] Loaded configuration for TBI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.816863] [DEBUG] [LOCAL ] Loaded configuration for JLL: 5 features, 90.0% accuracy [2025-12-31T20:35:18.816949] [DEBUG] [LOCAL ] Loaded configuration for NICE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.817016] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-12-31T20:35:18.817080] [DEBUG] [LOCAL ] Loaded configuration for CHCO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.817142] [DEBUG] [LOCAL ] Loaded configuration for AON: 1 features, 70.0% accuracy [2025-12-31T20:35:18.817205] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 5 features, 90.0% accuracy [2025-12-31T20:35:18.817267] [DEBUG] [LOCAL ] Loaded configuration for UL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.817329] [DEBUG] [LOCAL ] Loaded configuration for FEP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.817391] [DEBUG] [LOCAL ] Loaded configuration for CHKP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.817453] [DEBUG] [LOCAL ] Loaded configuration for PSNL: 4 features, 90.0% accuracy [2025-12-31T20:35:18.817528] [DEBUG] [LOCAL ] Loaded configuration for CRNC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.817614] [DEBUG] [LOCAL ] Loaded configuration for FCF: 3 features, 90.0% accuracy [2025-12-31T20:35:18.817677] [DEBUG] [LOCAL ] Loaded configuration for CQP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.817751] [DEBUG] [LOCAL ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.817816] [DEBUG] [LOCAL ] Loaded configuration for VFS: 3 features, 60.0% accuracy [2025-12-31T20:35:18.817879] [DEBUG] [LOCAL ] Loaded configuration for APEI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.817941] [DEBUG] [LOCAL ] Loaded configuration for MRVI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.818004] [DEBUG] [LOCAL ] Loaded configuration for BEKE: 6 features, 80.0% accuracy [2025-12-31T20:35:18.818075] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.818152] [DEBUG] [LOCAL ] Loaded configuration for WIX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.818236] [DEBUG] [LOCAL ] Loaded configuration for CVI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.818298] [DEBUG] [LOCAL ] Loaded configuration for DMRC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.818358] [DEBUG] [LOCAL ] Loaded configuration for IZEA: 1 features, 100.0% accuracy [2025-12-31T20:35:18.818429] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 4 features, 60.0% accuracy [2025-12-31T20:35:18.818502] [DEBUG] [LOCAL ] Loaded configuration for ZYME: 2 features, 60.0% accuracy [2025-12-31T20:35:18.818566] [DEBUG] [LOCAL ] Loaded configuration for QCOM: 2 features, 90.0% accuracy [2025-12-31T20:35:18.818650] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.818712] [DEBUG] [LOCAL ] Loaded configuration for VZ: 3 features, 60.0% accuracy [2025-12-31T20:35:18.818791] [DEBUG] [LOCAL ] Loaded configuration for AMH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.818853] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.818914] [DEBUG] [LOCAL ] Loaded configuration for DTE: 0 features, 70.0% accuracy [2025-12-31T20:35:18.818986] [DEBUG] [LOCAL ] Loaded configuration for ERIE: 2 features, 90.0% accuracy [2025-12-31T20:35:18.819051] [DEBUG] [LOCAL ] Loaded configuration for SNPS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.819133] [DEBUG] [LOCAL ] Loaded configuration for NGS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.819204] [DEBUG] [LOCAL ] Loaded configuration for BAC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.819287] [DEBUG] [LOCAL ] Loaded configuration for TPH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.819349] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-12-31T20:35:18.819408] [DEBUG] [LOCAL ] Loaded configuration for MORN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.819467] [DEBUG] [LOCAL ] Loaded configuration for MBWM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.819527] [DEBUG] [LOCAL ] Loaded configuration for HBANP: 2 features, 60.0% accuracy [2025-12-31T20:35:18.819607] [DEBUG] [LOCAL ] Loaded configuration for SSB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.819669] [DEBUG] [LOCAL ] Loaded configuration for TK: 3 features, 70.0% accuracy [2025-12-31T20:35:18.819728] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.819788] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.819847] [DEBUG] [LOCAL ] Loaded configuration for FLXS: 3 features, 60.0% accuracy [2025-12-31T20:35:18.819918] [DEBUG] [LOCAL ] Loaded configuration for SLP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.819980] [DEBUG] [LOCAL ] Loaded configuration for III: 1 features, 70.0% accuracy [2025-12-31T20:35:18.820041] [DEBUG] [LOCAL ] Loaded configuration for PMM: 4 features, 70.0% accuracy [2025-12-31T20:35:18.820102] [DEBUG] [LOCAL ] Loaded configuration for WFG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.820164] [DEBUG] [LOCAL ] Loaded configuration for AVY: 1 features, 40.0% accuracy [2025-12-31T20:35:18.820226] [DEBUG] [LOCAL ] Loaded configuration for HG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.820288] [DEBUG] [LOCAL ] Loaded configuration for MNTK: 3 features, 70.0% accuracy [2025-12-31T20:35:18.820351] [DEBUG] [LOCAL ] Loaded configuration for SENEA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.820412] [DEBUG] [LOCAL ] Loaded configuration for CRTO: 1 features, 100.0% accuracy [2025-12-31T20:35:18.820474] [DEBUG] [LOCAL ] Loaded configuration for CALC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.820536] [DEBUG] [LOCAL ] Loaded configuration for SPOK: 4 features, 90.0% accuracy [2025-12-31T20:35:18.820622] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.820686] [DEBUG] [LOCAL ] Loaded configuration for NMFC: 0 features, 70.0% accuracy [2025-12-31T20:35:18.820758] [DEBUG] [LOCAL ] Loaded configuration for MYI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.820820] [DEBUG] [LOCAL ] Loaded configuration for LDP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.820881] [DEBUG] [LOCAL ] Loaded configuration for CXE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.820942] [DEBUG] [LOCAL ] Loaded configuration for DY: 4 features, 70.0% accuracy [2025-12-31T20:35:18.821005] [DEBUG] [LOCAL ] Loaded configuration for FORM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.821076] [DEBUG] [LOCAL ] Loaded configuration for CENX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.821141] [DEBUG] [LOCAL ] Loaded configuration for WLDN: 1 features, 50.0% accuracy [2025-12-31T20:35:18.821202] [DEBUG] [LOCAL ] Loaded configuration for DBL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.821264] [DEBUG] [LOCAL ] Loaded configuration for CASH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.821344] [DEBUG] [LOCAL ] Loaded configuration for CRUS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.821426] [DEBUG] [LOCAL ] Loaded configuration for ADSE: 0 features, 80.0% accuracy [2025-12-31T20:35:18.821508] [DEBUG] [LOCAL ] Loaded configuration for LECO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.821607] [DEBUG] [LOCAL ] Loaded configuration for STAG: 0 features, 60.0% accuracy [2025-12-31T20:35:18.821687] [DEBUG] [LOCAL ] Loaded configuration for BTCS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.821762] [DEBUG] [LOCAL ] Loaded configuration for BLX: 5 features, 100.0% accuracy [2025-12-31T20:35:18.821841] [DEBUG] [LOCAL ] Loaded configuration for LIF: 4 features, 60.0% accuracy [2025-12-31T20:35:18.822110] [DEBUG] [LOCAL ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.822193] [DEBUG] [LOCAL ] Loaded configuration for TAYD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.822270] [DEBUG] [LOCAL ] Loaded configuration for IMTX: 0 features, 70.0% accuracy [2025-12-31T20:35:18.822348] [DEBUG] [LOCAL ] Loaded configuration for EVCM: 5 features, 70.0% accuracy [2025-12-31T20:35:18.822427] [DEBUG] [LOCAL ] Loaded configuration for EMB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.822536] [DEBUG] [LOCAL ] Loaded configuration for BYM: 3 features, 60.0% accuracy [2025-12-31T20:35:18.822654] [DEBUG] [LOCAL ] Loaded configuration for PHO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.822725] [DEBUG] [LOCAL ] Loaded configuration for DAL: 0 features, 60.0% accuracy [2025-12-31T20:35:18.822808] [DEBUG] [LOCAL ] Loaded configuration for AMBA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.822894] [DEBUG] [LOCAL ] Loaded configuration for SAH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.822999] [DEBUG] [LOCAL ] Loaded configuration for CPIX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.823085] [DEBUG] [LOCAL ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy [2025-12-31T20:35:18.823167] [DEBUG] [LOCAL ] Loaded configuration for BROS: 5 features, 90.0% accuracy [2025-12-31T20:35:18.823244] [DEBUG] [LOCAL ] Loaded configuration for CRESY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.823331] [DEBUG] [LOCAL ] Loaded configuration for CC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.823425] [DEBUG] [LOCAL ] Loaded configuration for DEA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.823528] [DEBUG] [LOCAL ] Loaded configuration for EXFY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.823684] [DEBUG] [LOCAL ] Loaded configuration for PCM: 3 features, 80.0% accuracy [2025-12-31T20:35:18.823767] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.823846] [DEBUG] [LOCAL ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.824117] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 0 features, 70.0% accuracy [2025-12-31T20:35:18.824195] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.824311] [DEBUG] [LOCAL ] Loaded configuration for SLB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.824390] [DEBUG] [LOCAL ] Loaded configuration for DPZ: 2 features, 80.0% accuracy [2025-12-31T20:35:18.824467] [DEBUG] [LOCAL ] Loaded configuration for VGM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.824551] [DEBUG] [LOCAL ] Loaded configuration for MRCC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.824657] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.824740] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.824830] [DEBUG] [LOCAL ] Loaded configuration for GLUE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.824931] [DEBUG] [LOCAL ] Loaded configuration for NOG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.825025] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.825116] [DEBUG] [LOCAL ] Loaded configuration for GGAL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.825203] [DEBUG] [LOCAL ] Loaded configuration for PESI: 0 features, 80.0% accuracy [2025-12-31T20:35:18.825292] [DEBUG] [LOCAL ] Loaded configuration for SHG: 4 features, 80.0% accuracy [2025-12-31T20:35:18.825374] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.825456] [DEBUG] [LOCAL ] Loaded configuration for KRC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.825539] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.825664] [DEBUG] [LOCAL ] Loaded configuration for GMM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.825758] [DEBUG] [LOCAL ] Loaded configuration for NATH: 4 features, 90.0% accuracy [2025-12-31T20:35:18.825847] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.825936] [DEBUG] [LOCAL ] Loaded configuration for TLS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.826022] [DEBUG] [LOCAL ] Loaded configuration for MTSI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.826109] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-12-31T20:35:18.826212] [DEBUG] [LOCAL ] Loaded configuration for SITC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.826299] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.826384] [DEBUG] [LOCAL ] Loaded configuration for SGRY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.826468] [DEBUG] [LOCAL ] Loaded configuration for GEVO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.826558] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 0 features, 80.0% accuracy [2025-12-31T20:35:18.826672] [DEBUG] [LOCAL ] Loaded configuration for PERF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.826766] [DEBUG] [LOCAL ] Loaded configuration for SSL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.826872] [DEBUG] [LOCAL ] Loaded configuration for RAY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.826964] [DEBUG] [LOCAL ] Loaded configuration for VERA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.827053] [DEBUG] [LOCAL ] Loaded configuration for CORZ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.827142] [DEBUG] [LOCAL ] Loaded configuration for CCNE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.827246] [DEBUG] [LOCAL ] Loaded configuration for PYXS: 5 features, 80.0% accuracy [2025-12-31T20:35:18.827327] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.827409] [DEBUG] [LOCAL ] Loaded configuration for EHTH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.827484] [DEBUG] [LOCAL ] Loaded configuration for UGP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.827601] [DEBUG] [LOCAL ] Loaded configuration for FUL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.827686] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 90.0% accuracy [2025-12-31T20:35:18.827793] [DEBUG] [LOCAL ] Loaded configuration for FNLC: 0 features, 80.0% accuracy [2025-12-31T20:35:18.827886] [DEBUG] [LOCAL ] Loaded configuration for DLY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.827976] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.828069] [DEBUG] [LOCAL ] Loaded configuration for BCYC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.828175] [DEBUG] [LOCAL ] Loaded configuration for METD: 4 features, 80.0% accuracy [2025-12-31T20:35:18.828285] [DEBUG] [LOCAL ] Loaded configuration for BUSE: 2 features, 90.0% accuracy [2025-12-31T20:35:18.828381] [DEBUG] [LOCAL ] Loaded configuration for KHC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.828470] [DEBUG] [LOCAL ] Loaded configuration for PEGA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.828559] [DEBUG] [LOCAL ] Loaded configuration for PMVP: 0 features, 90.0% accuracy [2025-12-31T20:35:18.828674] [DEBUG] [LOCAL ] Loaded configuration for GLNG: 5 features, 80.0% accuracy [2025-12-31T20:35:18.828782] [DEBUG] [LOCAL ] Loaded configuration for VFC: 4 features, 90.0% accuracy [2025-12-31T20:35:18.828876] [DEBUG] [LOCAL ] Loaded configuration for ABVC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.828980] [DEBUG] [LOCAL ] Loaded configuration for CDP: 2 features, 80.0% accuracy [2025-12-31T20:35:18.829073] [DEBUG] [LOCAL ] Loaded configuration for MRX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.829163] [DEBUG] [LOCAL ] Loaded configuration for SAMG: 0 features, 50.0% accuracy [2025-12-31T20:35:18.829279] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.829376] [DEBUG] [LOCAL ] Loaded configuration for USMC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.829469] [DEBUG] [LOCAL ] Loaded configuration for EVGO: 1 features, 100.0% accuracy [2025-12-31T20:35:18.829564] [DEBUG] [LOCAL ] Loaded configuration for TKC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.829684] [DEBUG] [LOCAL ] Loaded configuration for BMA: 2 features, 50.0% accuracy [2025-12-31T20:35:18.829773] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 5 features, 80.0% accuracy [2025-12-31T20:35:18.829868] [DEBUG] [LOCAL ] Loaded configuration for BKD: 4 features, 100.0% accuracy [2025-12-31T20:35:18.830150] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.830243] [DEBUG] [LOCAL ] Loaded configuration for SRG: 0 features, 80.0% accuracy [2025-12-31T20:35:18.830332] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.830420] [DEBUG] [LOCAL ] Loaded configuration for ENTA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.830516] [DEBUG] [LOCAL ] Loaded configuration for VITL: 5 features, 80.0% accuracy [2025-12-31T20:35:18.830631] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.830769] [DEBUG] [LOCAL ] Loaded configuration for ONCO: 4 features, 60.0% accuracy [2025-12-31T20:35:18.830864] [DEBUG] [LOCAL ] Loaded configuration for NI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.830957] [DEBUG] [LOCAL ] Loaded configuration for CMPS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.831239] [DEBUG] [LOCAL ] Loaded configuration for VUZI: 3 features, 90.0% accuracy [2025-12-31T20:35:18.831329] [DEBUG] [LOCAL ] Loaded configuration for BYSI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.831415] [DEBUG] [LOCAL ] Loaded configuration for SNDX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.831502] [DEBUG] [LOCAL ] Loaded configuration for CNA: 1 features, 20.0% accuracy [2025-12-31T20:35:18.831737] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.831860] [DEBUG] [LOCAL ] Loaded configuration for IBTM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.831952] [DEBUG] [LOCAL ] Loaded configuration for ZION: 2 features, 70.0% accuracy [2025-12-31T20:35:18.832079] [DEBUG] [LOCAL ] Loaded configuration for MRTN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.832164] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.832267] [DEBUG] [LOCAL ] Loaded configuration for PDX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.832358] [DEBUG] [LOCAL ] Loaded configuration for BSVN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.832447] [DEBUG] [LOCAL ] Loaded configuration for OKYO: 0 features, 80.0% accuracy [2025-12-31T20:35:18.832536] [DEBUG] [LOCAL ] Loaded configuration for AIQ: 6 features, 80.0% accuracy [2025-12-31T20:35:18.832660] [DEBUG] [LOCAL ] Loaded configuration for RFM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.832748] [DEBUG] [LOCAL ] Loaded configuration for GSM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.832834] [DEBUG] [LOCAL ] Loaded configuration for DLPN: 4 features, 70.0% accuracy [2025-12-31T20:35:18.832921] [DEBUG] [LOCAL ] Loaded configuration for WABC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.833022] [DEBUG] [LOCAL ] Loaded configuration for EEMA: 2 features, 40.0% accuracy [2025-12-31T20:35:18.833113] [DEBUG] [LOCAL ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy [2025-12-31T20:35:18.833217] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.833318] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 4 features, 90.0% accuracy [2025-12-31T20:35:18.833408] [DEBUG] [LOCAL ] Loaded configuration for WINN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.833499] [DEBUG] [LOCAL ] Loaded configuration for CMG: 6 features, 80.0% accuracy [2025-12-31T20:35:18.833630] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.833731] [DEBUG] [LOCAL ] Loaded configuration for ALRS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.833824] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.833931] [DEBUG] [LOCAL ] Loaded configuration for LPTH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.834235] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.834331] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.834425] [DEBUG] [LOCAL ] Loaded configuration for UFCS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.834515] [DEBUG] [LOCAL ] Loaded configuration for EWBC: 1 features, 60.0% accuracy [2025-12-31T20:35:18.834632] [DEBUG] [LOCAL ] Loaded configuration for BTAI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.834727] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.834821] [DEBUG] [LOCAL ] Loaded configuration for KOP: 0 features, 90.0% accuracy [2025-12-31T20:35:18.835107] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.835203] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.835296] [DEBUG] [LOCAL ] Loaded configuration for DE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.835386] [DEBUG] [LOCAL ] Loaded configuration for USVM: 1 features, 90.0% accuracy [2025-12-31T20:35:18.835476] [DEBUG] [LOCAL ] Loaded configuration for ECX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.835567] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 90.0% accuracy [2025-12-31T20:35:18.835686] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.835776] [DEBUG] [LOCAL ] Loaded configuration for SBGI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.835864] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.835961] [DEBUG] [LOCAL ] Loaded configuration for SSSS: 4 features, 80.0% accuracy [2025-12-31T20:35:18.836053] [DEBUG] [LOCAL ] Loaded configuration for FYC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.836164] [DEBUG] [LOCAL ] Loaded configuration for EB: 1 features, 90.0% accuracy [2025-12-31T20:35:18.836277] [DEBUG] [LOCAL ] Loaded configuration for VYMI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.836363] [DEBUG] [LOCAL ] Loaded configuration for FSM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.836456] [DEBUG] [LOCAL ] Loaded configuration for SIGA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.836546] [DEBUG] [LOCAL ] Loaded configuration for GLBS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.836652] [DEBUG] [LOCAL ] Loaded configuration for METC: 4 features, 80.0% accuracy [2025-12-31T20:35:18.836735] [DEBUG] [LOCAL ] Loaded configuration for LRGE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.836831] [DEBUG] [LOCAL ] Loaded configuration for EM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.836923] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-12-31T20:35:18.837012] [DEBUG] [LOCAL ] Loaded configuration for UNM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.837102] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.837207] [DEBUG] [LOCAL ] Loaded configuration for TSCO: 2 features, 100.0% accuracy [2025-12-31T20:35:18.837303] [DEBUG] [LOCAL ] Loaded configuration for PL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.837610] [DEBUG] [LOCAL ] Loaded configuration for Z: 3 features, 80.0% accuracy [2025-12-31T20:35:18.837705] [DEBUG] [LOCAL ] Loaded configuration for CMMB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.837800] [DEBUG] [LOCAL ] Loaded configuration for AMAL: 4 features, 90.0% accuracy [2025-12-31T20:35:18.837887] [DEBUG] [LOCAL ] Loaded configuration for BK: 0 features, 80.0% accuracy [2025-12-31T20:35:18.837960] [DEBUG] [LOCAL ] Loaded configuration for TUSK: 1 features, 70.0% accuracy [2025-12-31T20:35:18.838022] [DEBUG] [LOCAL ] Loaded configuration for STRS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.838096] [DEBUG] [LOCAL ] Loaded configuration for CARE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.838167] [DEBUG] [LOCAL ] Loaded configuration for UMBF: 2 features, 50.0% accuracy [2025-12-31T20:35:18.838248] [DEBUG] [LOCAL ] Loaded configuration for NDRA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.838339] [DEBUG] [LOCAL ] Loaded configuration for TARS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.838467] [DEBUG] [LOCAL ] Loaded configuration for LTC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.838559] [DEBUG] [LOCAL ] Loaded configuration for USLM: 0 features, 70.0% accuracy [2025-12-31T20:35:18.838678] [DEBUG] [LOCAL ] Loaded configuration for LWAY: 4 features, 90.0% accuracy [2025-12-31T20:35:18.838770] [DEBUG] [LOCAL ] Loaded configuration for DORM: 4 features, 90.0% accuracy [2025-12-31T20:35:18.838861] [DEBUG] [LOCAL ] Loaded configuration for TJX: 2 features, 60.0% accuracy [2025-12-31T20:35:18.838968] [DEBUG] [LOCAL ] Loaded configuration for ASPI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.839273] [DEBUG] [LOCAL ] Loaded configuration for FLWS: 1 features, 90.0% accuracy [2025-12-31T20:35:18.839381] [DEBUG] [LOCAL ] Loaded configuration for WYNN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.839479] [DEBUG] [LOCAL ] Loaded configuration for FMAO: 5 features, 80.0% accuracy [2025-12-31T20:35:18.839592] [DEBUG] [LOCAL ] Loaded configuration for ASTS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.839696] [DEBUG] [LOCAL ] Loaded configuration for USCB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.839796] [DEBUG] [LOCAL ] Loaded configuration for GIFI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.839893] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.840169] [DEBUG] [LOCAL ] Loaded configuration for RC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.840265] [DEBUG] [LOCAL ] Loaded configuration for JGLO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.840376] [DEBUG] [LOCAL ] Loaded configuration for FWONK: 3 features, 80.0% accuracy [2025-12-31T20:35:18.840473] [DEBUG] [LOCAL ] Loaded configuration for OFS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.840568] [DEBUG] [LOCAL ] Loaded configuration for STWD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.840710] [DEBUG] [LOCAL ] Loaded configuration for IAC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.840804] [DEBUG] [LOCAL ] Loaded configuration for RCL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.840893] [DEBUG] [LOCAL ] Loaded configuration for ANIK: 2 features, 60.0% accuracy [2025-12-31T20:35:18.840982] [DEBUG] [LOCAL ] Loaded configuration for HDSN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.841071] [DEBUG] [LOCAL ] Loaded configuration for DRMA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.841161] [DEBUG] [LOCAL ] Loaded configuration for MRSN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.841252] [DEBUG] [LOCAL ] Loaded configuration for IXUS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.841344] [DEBUG] [LOCAL ] Loaded configuration for APH: 4 features, 80.0% accuracy [2025-12-31T20:35:18.841438] [DEBUG] [LOCAL ] Loaded configuration for GRWG: 5 features, 80.0% accuracy [2025-12-31T20:35:18.841528] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.841656] [DEBUG] [LOCAL ] Loaded configuration for SOFI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.841771] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 4 features, 80.0% accuracy [2025-12-31T20:35:18.841861] [DEBUG] [LOCAL ] Loaded configuration for MLAB: 2 features, 90.0% accuracy [2025-12-31T20:35:18.841947] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 0 features, 70.0% accuracy [2025-12-31T20:35:18.842036] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.842125] [DEBUG] [LOCAL ] Loaded configuration for MERC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.842215] [DEBUG] [LOCAL ] Loaded configuration for BUFC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.842301] [DEBUG] [LOCAL ] Loaded configuration for SUSC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.842389] [DEBUG] [LOCAL ] Loaded configuration for LSCC: 2 features, 100.0% accuracy [2025-12-31T20:35:18.842494] [DEBUG] [LOCAL ] Loaded configuration for GAIN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.842607] [DEBUG] [LOCAL ] Loaded configuration for SLRC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.842697] [DEBUG] [LOCAL ] Loaded configuration for YUM: 3 features, 70.0% accuracy [2025-12-31T20:35:18.842789] [DEBUG] [LOCAL ] Loaded configuration for KRUS: 4 features, 60.0% accuracy [2025-12-31T20:35:18.842895] [DEBUG] [LOCAL ] Loaded configuration for NTIC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.842985] [DEBUG] [LOCAL ] Loaded configuration for SPRO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.843076] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.843157] [DEBUG] [LOCAL ] Loaded configuration for OI: 3 features, 60.0% accuracy [2025-12-31T20:35:18.843242] [DEBUG] [LOCAL ] Loaded configuration for PCYO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.843340] [DEBUG] [LOCAL ] Loaded configuration for ANDE: 4 features, 100.0% accuracy [2025-12-31T20:35:18.843430] [DEBUG] [LOCAL ] Loaded configuration for CSX: 5 features, 90.0% accuracy [2025-12-31T20:35:18.843517] [DEBUG] [LOCAL ] Loaded configuration for VNO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.843617] [DEBUG] [LOCAL ] Loaded configuration for FBL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.843705] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 2 features, 90.0% accuracy [2025-12-31T20:35:18.843790] [DEBUG] [LOCAL ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.843878] [DEBUG] [LOCAL ] Loaded configuration for AGX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.843990] [DEBUG] [LOCAL ] Loaded configuration for SUN: 4 features, 70.0% accuracy [2025-12-31T20:35:18.844266] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-12-31T20:35:18.844340] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, 60.0% accuracy [2025-12-31T20:35:18.844426] [DEBUG] [LOCAL ] Loaded configuration for SLDB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.844531] [DEBUG] [LOCAL ] Loaded configuration for GDC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.844632] [DEBUG] [LOCAL ] Loaded configuration for SY: 3 features, 90.0% accuracy [2025-12-31T20:35:18.844717] [DEBUG] [LOCAL ] Loaded configuration for IRMD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.844803] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 0 features, 80.0% accuracy [2025-12-31T20:35:18.845077] [DEBUG] [LOCAL ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy [2025-12-31T20:35:18.845156] [DEBUG] [LOCAL ] Loaded configuration for AMRX: 2 features, 100.0% accuracy [2025-12-31T20:35:18.845241] [DEBUG] [LOCAL ] Loaded configuration for HLX: 4 features, 70.0% accuracy [2025-12-31T20:35:18.845314] [DEBUG] [LOCAL ] Loaded configuration for OMAB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.845375] [DEBUG] [LOCAL ] Loaded configuration for OS: 5 features, 80.0% accuracy [2025-12-31T20:35:18.845450] [DEBUG] [LOCAL ] Loaded configuration for ASX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.845513] [DEBUG] [LOCAL ] Loaded configuration for AEE: 1 features, 80.0% accuracy [2025-12-31T20:35:18.845598] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.845663] [DEBUG] [LOCAL ] Loaded configuration for ADMA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.845722] [DEBUG] [LOCAL ] Loaded configuration for CSCO: 5 features, 60.0% accuracy [2025-12-31T20:35:18.845813] [DEBUG] [LOCAL ] Loaded configuration for CNI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.845874] [DEBUG] [LOCAL ] Loaded configuration for AMLX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.845936] [DEBUG] [LOCAL ] Loaded configuration for TXN: 5 features, 90.0% accuracy [2025-12-31T20:35:18.845997] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.846063] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.846132] [DEBUG] [LOCAL ] Loaded configuration for AWRE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.846194] [DEBUG] [LOCAL ] Loaded configuration for FID: 1 features, 80.0% accuracy [2025-12-31T20:35:18.846256] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.846319] [DEBUG] [LOCAL ] Loaded configuration for AVDL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.846381] [DEBUG] [LOCAL ] Loaded configuration for PCB: 1 features, 70.0% accuracy [2025-12-31T20:35:18.846445] [DEBUG] [LOCAL ] Loaded configuration for TDC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.846507] [DEBUG] [LOCAL ] Loaded configuration for MFIC: 5 features, 80.0% accuracy [2025-12-31T20:35:18.846589] [DEBUG] [LOCAL ] Loaded configuration for TRUE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.846656] [DEBUG] [LOCAL ] Loaded configuration for GOF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.846729] [DEBUG] [LOCAL ] Loaded configuration for UE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.846806] [DEBUG] [LOCAL ] Loaded configuration for PHUN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.846870] [DEBUG] [LOCAL ] Loaded configuration for WTFC: 0 features, 70.0% accuracy [2025-12-31T20:35:18.846931] [DEBUG] [LOCAL ] Loaded configuration for SIGI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.846991] [DEBUG] [LOCAL ] Loaded configuration for APAM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.847048] [DEBUG] [LOCAL ] Loaded configuration for NWL: 3 features, 60.0% accuracy [2025-12-31T20:35:18.847122] [DEBUG] [LOCAL ] Loaded configuration for AEIS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.847194] [DEBUG] [LOCAL ] Loaded configuration for BGRN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.847257] [DEBUG] [LOCAL ] Loaded configuration for AVA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.847318] [DEBUG] [LOCAL ] Loaded configuration for BMRN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.847389] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.847453] [DEBUG] [LOCAL ] Loaded configuration for CNTY: 5 features, 80.0% accuracy [2025-12-31T20:35:18.847517] [DEBUG] [LOCAL ] Loaded configuration for UBND: 2 features, 90.0% accuracy [2025-12-31T20:35:18.847609] [DEBUG] [LOCAL ] Loaded configuration for PLSE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.847685] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-12-31T20:35:18.847752] [DEBUG] [LOCAL ] Loaded configuration for IPGP: 0 features, 90.0% accuracy [2025-12-31T20:35:18.847816] [DEBUG] [LOCAL ] Loaded configuration for CDIO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.847877] [DEBUG] [LOCAL ] Loaded configuration for ADX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.847940] [DEBUG] [LOCAL ] Loaded configuration for QTEC: 4 features, 70.0% accuracy [2025-12-31T20:35:18.848012] [DEBUG] [LOCAL ] Loaded configuration for DAWN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.848075] [DEBUG] [LOCAL ] Loaded configuration for RGNX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.848134] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 1 features, 70.0% accuracy [2025-12-31T20:35:18.848192] [DEBUG] [LOCAL ] Loaded configuration for CVBF: 2 features, 70.0% accuracy [2025-12-31T20:35:18.848251] [DEBUG] [LOCAL ] Loaded configuration for BBCP: 4 features, 90.0% accuracy [2025-12-31T20:35:18.848312] [DEBUG] [LOCAL ] Loaded configuration for CRL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.848371] [DEBUG] [LOCAL ] Loaded configuration for CARG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.848431] [DEBUG] [LOCAL ] Loaded configuration for JPM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.848490] [DEBUG] [LOCAL ] Loaded configuration for SUUN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.848550] [DEBUG] [LOCAL ] Loaded configuration for BSY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.848631] [DEBUG] [LOCAL ] Loaded configuration for NWFL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.848705] [DEBUG] [LOCAL ] Loaded configuration for KMB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.848769] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 1 features, 90.0% accuracy [2025-12-31T20:35:18.848833] [DEBUG] [LOCAL ] Loaded configuration for IGIC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.848895] [DEBUG] [LOCAL ] Loaded configuration for ATO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.848957] [DEBUG] [LOCAL ] Loaded configuration for UPWK: 5 features, 90.0% accuracy [2025-12-31T20:35:18.849019] [DEBUG] [LOCAL ] Loaded configuration for CLMB: 0 features, 50.0% accuracy [2025-12-31T20:35:18.849090] [DEBUG] [LOCAL ] Loaded configuration for ESPO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.849155] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-12-31T20:35:18.849216] [DEBUG] [LOCAL ] Loaded configuration for FC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.849725] [DEBUG] [LOCAL ] Loaded configuration for SAVA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.849863] [DEBUG] [LOCAL ] Loaded configuration for SHEN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.849928] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.849989] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.850240] [DEBUG] [LOCAL ] Loaded configuration for NUWE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.850319] [DEBUG] [LOCAL ] Loaded configuration for SANM: 2 features, 90.0% accuracy [2025-12-31T20:35:18.850400] [DEBUG] [LOCAL ] Loaded configuration for AQMS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.850461] [DEBUG] [LOCAL ] Loaded configuration for BCBP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.850521] [DEBUG] [LOCAL ] Loaded configuration for KRG: 4 features, 100.0% accuracy [2025-12-31T20:35:18.850601] [DEBUG] [LOCAL ] Loaded configuration for NVD: 2 features, 100.0% accuracy [2025-12-31T20:35:18.850665] [DEBUG] [LOCAL ] Loaded configuration for CTKB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.850728] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 5 features, 100.0% accuracy [2025-12-31T20:35:18.850788] [DEBUG] [LOCAL ] Loaded configuration for INSE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.850848] [DEBUG] [LOCAL ] Loaded configuration for ATEC: 5 features, 80.0% accuracy [2025-12-31T20:35:18.850905] [DEBUG] [LOCAL ] Loaded configuration for UFPI: 1 features, 60.0% accuracy [2025-12-31T20:35:18.850971] [DEBUG] [LOCAL ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy [2025-12-31T20:35:18.851194] [DEBUG] [LOCAL ] Loaded configuration for SBFM: 3 features, 60.0% accuracy [2025-12-31T20:35:18.851252] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 5 features, 60.0% accuracy [2025-12-31T20:35:18.851339] [DEBUG] [LOCAL ] Loaded configuration for RIVN: 0 features, 60.0% accuracy [2025-12-31T20:35:18.851398] [DEBUG] [LOCAL ] Loaded configuration for ASTI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.851469] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-12-31T20:35:18.851528] [DEBUG] [LOCAL ] Loaded configuration for FLNC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.851615] [DEBUG] [LOCAL ] Loaded configuration for ROP: 0 features, 70.0% accuracy [2025-12-31T20:35:18.851678] [DEBUG] [LOCAL ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.851738] [DEBUG] [LOCAL ] Loaded configuration for DJCO: 6 features, 90.0% accuracy [2025-12-31T20:35:18.851796] [DEBUG] [LOCAL ] Loaded configuration for WHF: 3 features, 60.0% accuracy [2025-12-31T20:35:18.852037] [DEBUG] [LOCAL ] Loaded configuration for AUB: 1 features, 50.0% accuracy [2025-12-31T20:35:18.852096] [DEBUG] [LOCAL ] Loaded configuration for BYD: 5 features, 90.0% accuracy [2025-12-31T20:35:18.852153] [DEBUG] [LOCAL ] Loaded configuration for WIMI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.852224] [DEBUG] [LOCAL ] Loaded configuration for BWA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.852283] [DEBUG] [LOCAL ] Loaded configuration for EXPO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.852340] [DEBUG] [LOCAL ] Loaded configuration for ING: 1 features, 90.0% accuracy [2025-12-31T20:35:18.852397] [DEBUG] [LOCAL ] Loaded configuration for CYN: 4 features, 80.0% accuracy [2025-12-31T20:35:18.852455] [DEBUG] [LOCAL ] Loaded configuration for PTEN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.852512] [DEBUG] [LOCAL ] Loaded configuration for APD: 1 features, 60.0% accuracy [2025-12-31T20:35:18.852570] [DEBUG] [LOCAL ] Loaded configuration for BEN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.852648] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.852706] [DEBUG] [LOCAL ] Loaded configuration for DLX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.852764] [DEBUG] [LOCAL ] Loaded configuration for CNF: 2 features, 80.0% accuracy [2025-12-31T20:35:18.852831] [DEBUG] [LOCAL ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.852892] [DEBUG] [LOCAL ] Loaded configuration for ACGL: 5 features, 60.0% accuracy [2025-12-31T20:35:18.852951] [DEBUG] [LOCAL ] Loaded configuration for NTLA: 5 features, 50.0% accuracy [2025-12-31T20:35:18.853009] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, 80.0% accuracy [2025-12-31T20:35:18.853087] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.853146] [DEBUG] [LOCAL ] Loaded configuration for CALX: 0 features, 60.0% accuracy [2025-12-31T20:35:18.853204] [DEBUG] [LOCAL ] Loaded configuration for OPRA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.853262] [DEBUG] [LOCAL ] Loaded configuration for ERO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.853320] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 4 features, 70.0% accuracy [2025-12-31T20:35:18.853380] [DEBUG] [LOCAL ] Loaded configuration for SYRE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.853449] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.853509] [DEBUG] [LOCAL ] Loaded configuration for JTEK: 2 features, 70.0% accuracy [2025-12-31T20:35:18.853567] [DEBUG] [LOCAL ] Loaded configuration for JSMD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.853653] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-12-31T20:35:18.853711] [DEBUG] [LOCAL ] Loaded configuration for HURN: 0 features, 70.0% accuracy [2025-12-31T20:35:18.853770] [DEBUG] [LOCAL ] Loaded configuration for VSEC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.853831] [DEBUG] [LOCAL ] Loaded configuration for ACLX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.853893] [DEBUG] [LOCAL ] Loaded configuration for KZIA: 0 features, 80.0% accuracy [2025-12-31T20:35:18.853952] [DEBUG] [LOCAL ] Loaded configuration for WRLD: 1 features, 50.0% accuracy [2025-12-31T20:35:18.854011] [DEBUG] [LOCAL ] Loaded configuration for BNY: 3 features, 70.0% accuracy [2025-12-31T20:35:18.854069] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.854128] [DEBUG] [LOCAL ] Loaded configuration for SRI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.854187] [DEBUG] [LOCAL ] Loaded configuration for IBOC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.854246] [DEBUG] [LOCAL ] Loaded configuration for BWIN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.854304] [DEBUG] [LOCAL ] Loaded configuration for BJRI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.854363] [DEBUG] [LOCAL ] Loaded configuration for TASK: 4 features, 70.0% accuracy [2025-12-31T20:35:18.854421] [DEBUG] [LOCAL ] Loaded configuration for RLAY: 0 features, 60.0% accuracy [2025-12-31T20:35:18.854480] [DEBUG] [LOCAL ] Loaded configuration for FG: 1 features, 100.0% accuracy [2025-12-31T20:35:18.854537] [DEBUG] [LOCAL ] Loaded configuration for MXL: 4 features, 60.0% accuracy [2025-12-31T20:35:18.854614] [DEBUG] [LOCAL ] Loaded configuration for DTIL: 4 features, 90.0% accuracy [2025-12-31T20:35:18.854675] [DEBUG] [LOCAL ] Loaded configuration for SHBI: 1 features, 40.0% accuracy [2025-12-31T20:35:18.854734] [DEBUG] [LOCAL ] Loaded configuration for EXPE: 4 features, 70.0% accuracy [2025-12-31T20:35:18.854791] [DEBUG] [LOCAL ] Loaded configuration for SMCX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.854850] [DEBUG] [LOCAL ] Loaded configuration for OLED: 1 features, 80.0% accuracy [2025-12-31T20:35:18.854910] [DEBUG] [LOCAL ] Loaded configuration for AGM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.854981] [DEBUG] [LOCAL ] Loaded configuration for GRND: 2 features, 90.0% accuracy [2025-12-31T20:35:18.855040] [DEBUG] [LOCAL ] Loaded configuration for BBY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.855098] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.855166] [DEBUG] [LOCAL ] Loaded configuration for BURL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.855233] [DEBUG] [LOCAL ] Loaded configuration for AVB: 1 features, 90.0% accuracy [2025-12-31T20:35:18.855291] [DEBUG] [LOCAL ] Loaded configuration for SNEX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.855347] [DEBUG] [LOCAL ] Loaded configuration for VECO: 0 features, 90.0% accuracy [2025-12-31T20:35:18.855430] [DEBUG] [LOCAL ] Loaded configuration for RBC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.855490] [DEBUG] [LOCAL ] Loaded configuration for CXSE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.855548] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-12-31T20:35:18.855638] [DEBUG] [LOCAL ] Loaded configuration for PML: 1 features, 80.0% accuracy [2025-12-31T20:35:18.855718] [DEBUG] [LOCAL ] Loaded configuration for FTA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.855776] [DEBUG] [LOCAL ] Loaded configuration for JJSF: 0 features, 60.0% accuracy [2025-12-31T20:35:18.855834] [DEBUG] [LOCAL ] Loaded configuration for DASH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.855891] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.855967] [DEBUG] [LOCAL ] Loaded configuration for CIM: 4 features, 80.0% accuracy [2025-12-31T20:35:18.856034] [DEBUG] [LOCAL ] Loaded configuration for QNTM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.856093] [DEBUG] [LOCAL ] Loaded configuration for CRIS: 4 features, 70.0% accuracy [2025-12-31T20:35:18.856149] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.856206] [DEBUG] [LOCAL ] Loaded configuration for ARHS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.856263] [DEBUG] [LOCAL ] Loaded configuration for WGS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.856320] [DEBUG] [LOCAL ] Loaded configuration for SOCL: 4 features, 90.0% accuracy [2025-12-31T20:35:18.856377] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-12-31T20:35:18.856436] [DEBUG] [LOCAL ] Loaded configuration for IDXX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.856505] [DEBUG] [LOCAL ] Loaded configuration for ATAI: 0 features, 50.0% accuracy [2025-12-31T20:35:18.856565] [DEBUG] [LOCAL ] Loaded configuration for UPBD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.856645] [DEBUG] [LOCAL ] Loaded configuration for BKCH: 1 features, 80.0% accuracy [2025-12-31T20:35:18.856703] [DEBUG] [LOCAL ] Loaded configuration for CLFD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.856761] [DEBUG] [LOCAL ] Loaded configuration for PATK: 1 features, 80.0% accuracy [2025-12-31T20:35:18.856817] [DEBUG] [LOCAL ] Loaded configuration for CWCO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.856874] [DEBUG] [LOCAL ] Loaded configuration for TLSI: 0 features, 50.0% accuracy [2025-12-31T20:35:18.856931] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 60.0% accuracy [2025-12-31T20:35:18.856988] [DEBUG] [LOCAL ] Loaded configuration for RNG: 2 features, 70.0% accuracy [2025-12-31T20:35:18.857045] [DEBUG] [LOCAL ] Loaded configuration for CVKD: 1 features, 80.0% accuracy [2025-12-31T20:35:18.857102] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-12-31T20:35:18.857161] [DEBUG] [LOCAL ] Loaded configuration for E: 2 features, 80.0% accuracy [2025-12-31T20:35:18.857218] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.857276] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.857342] [DEBUG] [LOCAL ] Loaded configuration for TMDX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.857410] [DEBUG] [LOCAL ] Loaded configuration for UONE: 2 features, 100.0% accuracy [2025-12-31T20:35:18.857469] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-12-31T20:35:18.857526] [DEBUG] [LOCAL ] Loaded configuration for MNDO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.857609] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy [2025-12-31T20:35:18.857670] [DEBUG] [LOCAL ] Loaded configuration for FWONA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.857727] [DEBUG] [LOCAL ] Loaded configuration for RES: 4 features, 90.0% accuracy [2025-12-31T20:35:18.857792] [DEBUG] [LOCAL ] Loaded configuration for SBLK: 2 features, 70.0% accuracy [2025-12-31T20:35:18.857849] [DEBUG] [LOCAL ] Loaded configuration for BAK: 2 features, 60.0% accuracy [2025-12-31T20:35:18.857907] [DEBUG] [LOCAL ] Loaded configuration for EOS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.857963] [DEBUG] [LOCAL ] Loaded configuration for CRC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.858020] [DEBUG] [LOCAL ] Loaded configuration for GILD: 0 features, 80.0% accuracy [2025-12-31T20:35:18.858078] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 1 features, 90.0% accuracy [2025-12-31T20:35:18.858135] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 80.0% accuracy [2025-12-31T20:35:18.858191] [DEBUG] [LOCAL ] Loaded configuration for FTRE: 1 features, 50.0% accuracy [2025-12-31T20:35:18.858247] [DEBUG] [LOCAL ] Loaded configuration for LINK: 3 features, 80.0% accuracy [2025-12-31T20:35:18.858304] [DEBUG] [LOCAL ] Loaded configuration for FINS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.858361] [DEBUG] [LOCAL ] Loaded configuration for HCM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.858418] [DEBUG] [LOCAL ] Loaded configuration for CLNE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.858475] [DEBUG] [LOCAL ] Loaded configuration for RQI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.858531] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-12-31T20:35:18.858612] [DEBUG] [LOCAL ] Loaded configuration for NIPG: 2 features, 60.0% accuracy [2025-12-31T20:35:18.858671] [DEBUG] [LOCAL ] Loaded configuration for SXTC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.858729] [DEBUG] [LOCAL ] Loaded configuration for USDX: 0 features, 50.0% accuracy [2025-12-31T20:35:18.858785] [DEBUG] [LOCAL ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy [2025-12-31T20:35:18.858842] [DEBUG] [LOCAL ] Loaded configuration for VLN: 4 features, 70.0% accuracy [2025-12-31T20:35:18.858910] [DEBUG] [LOCAL ] Loaded configuration for AFG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.858967] [DEBUG] [LOCAL ] Loaded configuration for REG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.859024] [DEBUG] [LOCAL ] Loaded configuration for TSLL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.859080] [DEBUG] [LOCAL ] Loaded configuration for LOVE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.859137] [DEBUG] [LOCAL ] Loaded configuration for HBCP: 1 features, 50.0% accuracy [2025-12-31T20:35:18.859203] [DEBUG] [LOCAL ] Loaded configuration for OCUL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.859289] [DEBUG] [LOCAL ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.859349] [DEBUG] [LOCAL ] Loaded configuration for SNOA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.859406] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.859463] [DEBUG] [LOCAL ] Loaded configuration for DWSH: 4 features, 70.0% accuracy [2025-12-31T20:35:18.859531] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 90.0% accuracy [2025-12-31T20:35:18.859608] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.859668] [DEBUG] [LOCAL ] Loaded configuration for NKTX: 5 features, 90.0% accuracy [2025-12-31T20:35:18.859740] [DEBUG] [LOCAL ] Loaded configuration for BANC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.859799] [DEBUG] [LOCAL ] Loaded configuration for IUS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.859857] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 90.0% accuracy [2025-12-31T20:35:18.859914] [DEBUG] [LOCAL ] Loaded configuration for APO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.859971] [DEBUG] [LOCAL ] Loaded configuration for AMZD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.860027] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.860092] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.860159] [DEBUG] [LOCAL ] Loaded configuration for RBB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.860218] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 1 features, 90.0% accuracy [2025-12-31T20:35:18.860303] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.860362] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.860420] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.860477] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.860535] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 4 features, 70.0% accuracy [2025-12-31T20:35:18.860612] [DEBUG] [LOCAL ] Loaded configuration for RMBS: 3 features, 100.0% accuracy [2025-12-31T20:35:18.860673] [DEBUG] [LOCAL ] Loaded configuration for TLSA: 5 features, 60.0% accuracy [2025-12-31T20:35:18.860732] [DEBUG] [LOCAL ] Loaded configuration for CCLD: 3 features, 80.0% accuracy [2025-12-31T20:35:18.860789] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 3 features, 70.0% accuracy [2025-12-31T20:35:18.860846] [DEBUG] [LOCAL ] Loaded configuration for EOSE: 3 features, 80.0% accuracy [2025-12-31T20:35:18.860903] [DEBUG] [LOCAL ] Loaded configuration for TGS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.860960] [DEBUG] [LOCAL ] Loaded configuration for MAXN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.861017] [DEBUG] [LOCAL ] Loaded configuration for HSAI: 1 features, 90.0% accuracy [2025-12-31T20:35:18.861074] [DEBUG] [LOCAL ] Loaded configuration for PEY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.861132] [DEBUG] [LOCAL ] Loaded configuration for APG: 4 features, 70.0% accuracy [2025-12-31T20:35:18.861189] [DEBUG] [LOCAL ] Loaded configuration for NSC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.861247] [DEBUG] [LOCAL ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy [2025-12-31T20:35:18.861303] [DEBUG] [LOCAL ] Loaded configuration for FOXF: 1 features, 70.0% accuracy [2025-12-31T20:35:18.861360] [DEBUG] [LOCAL ] Loaded configuration for DBX: 5 features, 100.0% accuracy [2025-12-31T20:35:18.861418] [DEBUG] [LOCAL ] Loaded configuration for SHOP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.861476] [DEBUG] [LOCAL ] Loaded configuration for USB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.861533] [DEBUG] [LOCAL ] Loaded configuration for MNMD: 2 features, 80.0% accuracy [2025-12-31T20:35:18.861608] [DEBUG] [LOCAL ] Loaded configuration for CVAC: 2 features, 90.0% accuracy [2025-12-31T20:35:18.861668] [DEBUG] [LOCAL ] Loaded configuration for AYI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.861725] [DEBUG] [LOCAL ] Loaded configuration for PPSI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.861783] [DEBUG] [LOCAL ] Loaded configuration for CLH: 3 features, 70.0% accuracy [2025-12-31T20:35:18.861840] [DEBUG] [LOCAL ] Loaded configuration for AMPL: 2 features, 90.0% accuracy [2025-12-31T20:35:18.861896] [DEBUG] [LOCAL ] Loaded configuration for SMHX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.861952] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 90.0% accuracy [2025-12-31T20:35:18.862009] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.862066] [DEBUG] [LOCAL ] Loaded configuration for BRZE: 5 features, 90.0% accuracy [2025-12-31T20:35:18.862123] [DEBUG] [LOCAL ] Loaded configuration for PEBK: 1 features, 50.0% accuracy [2025-12-31T20:35:18.862189] [DEBUG] [LOCAL ] Loaded configuration for TRIP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.862248] [DEBUG] [LOCAL ] Loaded configuration for NWPX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.862306] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 90.0% accuracy [2025-12-31T20:35:18.862381] [DEBUG] [LOCAL ] Loaded configuration for STKH: 5 features, 90.0% accuracy [2025-12-31T20:35:18.862440] [DEBUG] [LOCAL ] Loaded configuration for SUPN: 5 features, 90.0% accuracy [2025-12-31T20:35:18.862507] [DEBUG] [LOCAL ] Loaded configuration for CP: 2 features, 60.0% accuracy [2025-12-31T20:35:18.862567] [DEBUG] [LOCAL ] Loaded configuration for ERAS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.862648] [DEBUG] [LOCAL ] Loaded configuration for BTM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.862706] [DEBUG] [LOCAL ] Loaded configuration for ES: 3 features, 70.0% accuracy [2025-12-31T20:35:18.862765] [DEBUG] [LOCAL ] Loaded configuration for PFD: 2 features, 90.0% accuracy [2025-12-31T20:35:18.862824] [DEBUG] [LOCAL ] Loaded configuration for BVFL: 0 features, 80.0% accuracy [2025-12-31T20:35:18.862882] [DEBUG] [LOCAL ] Loaded configuration for CCAP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.862938] [DEBUG] [LOCAL ] Loaded configuration for MTG: 1 features, 80.0% accuracy [2025-12-31T20:35:18.862995] [DEBUG] [LOCAL ] Loaded configuration for XRX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.863053] [DEBUG] [LOCAL ] Loaded configuration for TXMD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.863110] [DEBUG] [LOCAL ] Loaded configuration for NODK: 2 features, 70.0% accuracy [2025-12-31T20:35:18.863166] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 70.0% accuracy [2025-12-31T20:35:18.863239] [DEBUG] [LOCAL ] Loaded configuration for LUCY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.863326] [DEBUG] [LOCAL ] Loaded configuration for LPLA: 2 features, 50.0% accuracy [2025-12-31T20:35:18.863390] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 5 features, 100.0% accuracy [2025-12-31T20:35:18.863447] [DEBUG] [LOCAL ] Loaded configuration for DHI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.863504] [DEBUG] [LOCAL ] Loaded configuration for RNAC: 2 features, 60.0% accuracy [2025-12-31T20:35:18.863562] [DEBUG] [LOCAL ] Loaded configuration for ARVN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.863640] [DEBUG] [LOCAL ] Loaded configuration for ENGN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.863697] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-12-31T20:35:18.863754] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy [2025-12-31T20:35:18.863814] [DEBUG] [LOCAL ] Loaded configuration for WMS: 8 features, 100.0% accuracy [2025-12-31T20:35:18.863882] [DEBUG] [LOCAL ] Loaded configuration for CYRX: 6 features, 80.0% accuracy [2025-12-31T20:35:18.863943] [DEBUG] [LOCAL ] Loaded configuration for BELFB: 5 features, 100.0% accuracy [2025-12-31T20:35:18.864001] [DEBUG] [LOCAL ] Loaded configuration for BLND: 2 features, 70.0% accuracy [2025-12-31T20:35:18.864059] [DEBUG] [LOCAL ] Loaded configuration for CREX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.864126] [DEBUG] [LOCAL ] Loaded configuration for UAE: 4 features, 80.0% accuracy [2025-12-31T20:35:18.864186] [DEBUG] [LOCAL ] Loaded configuration for GIII: 4 features, 80.0% accuracy [2025-12-31T20:35:18.864244] [DEBUG] [LOCAL ] Loaded configuration for GNLN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.864301] [DEBUG] [LOCAL ] Loaded configuration for WF: 2 features, 80.0% accuracy [2025-12-31T20:35:18.864358] [DEBUG] [LOCAL ] Loaded configuration for LAES: 2 features, 90.0% accuracy [2025-12-31T20:35:18.864415] [DEBUG] [LOCAL ] Loaded configuration for NVG: 1 features, 60.0% accuracy [2025-12-31T20:35:18.864471] [DEBUG] [LOCAL ] Loaded configuration for ON: 1 features, 70.0% accuracy [2025-12-31T20:35:18.864527] [DEBUG] [LOCAL ] Loaded configuration for EUFN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.864631] [DEBUG] [LOCAL ] Loaded configuration for MRNA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.864690] [DEBUG] [LOCAL ] Loaded configuration for GENK: 3 features, 70.0% accuracy [2025-12-31T20:35:18.864763] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.864831] [DEBUG] [LOCAL ] Loaded configuration for CRK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.864891] [DEBUG] [LOCAL ] Loaded configuration for RZB: 3 features, 60.0% accuracy [2025-12-31T20:35:18.864949] [DEBUG] [LOCAL ] Loaded configuration for RPD: 1 features, 60.0% accuracy [2025-12-31T20:35:18.865179] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.865247] [DEBUG] [LOCAL ] Loaded configuration for CNVS: 6 features, 80.0% accuracy [2025-12-31T20:35:18.865313] [DEBUG] [LOCAL ] Loaded configuration for COMM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.865372] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 1 features, 80.0% accuracy [2025-12-31T20:35:18.865431] [DEBUG] [LOCAL ] Loaded configuration for DRTS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.865494] [DEBUG] [LOCAL ] Loaded configuration for CGON: 0 features, 90.0% accuracy [2025-12-31T20:35:18.865554] [DEBUG] [LOCAL ] Loaded configuration for WOOF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.865632] [DEBUG] [LOCAL ] Loaded configuration for SHC: 4 features, 80.0% accuracy [2025-12-31T20:35:18.865691] [DEBUG] [LOCAL ] Loaded configuration for PRA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.865748] [DEBUG] [LOCAL ] Loaded configuration for REX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.865810] [DEBUG] [LOCAL ] Loaded configuration for AVBP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.865867] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-12-31T20:35:18.865924] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.865981] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.866037] [DEBUG] [LOCAL ] Loaded configuration for HOG: 3 features, 90.0% accuracy [2025-12-31T20:35:18.866105] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-12-31T20:35:18.866165] [DEBUG] [LOCAL ] Loaded configuration for ELDN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.866222] [DEBUG] [LOCAL ] Loaded configuration for FFC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.866279] [DEBUG] [LOCAL ] Loaded configuration for VERO: 2 features, 70.0% accuracy [2025-12-31T20:35:18.866351] [DEBUG] [LOCAL ] Loaded configuration for CGC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.866410] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 3 features, 80.0% accuracy [2025-12-31T20:35:18.866468] [DEBUG] [LOCAL ] Loaded configuration for PIE: 2 features, 80.0% accuracy [2025-12-31T20:35:18.866525] [DEBUG] [LOCAL ] Loaded configuration for EH: 3 features, 70.0% accuracy [2025-12-31T20:35:18.866605] [DEBUG] [LOCAL ] Loaded configuration for ASA: 0 features, 90.0% accuracy [2025-12-31T20:35:18.866669] [DEBUG] [LOCAL ] Loaded configuration for NVDD: 7 features, 90.0% accuracy [2025-12-31T20:35:18.866729] [DEBUG] [LOCAL ] Loaded configuration for NZF: 1 features, 60.0% accuracy [2025-12-31T20:35:18.866797] [DEBUG] [LOCAL ] Loaded configuration for MDWD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.866858] [DEBUG] [LOCAL ] Loaded configuration for CVEO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.866916] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 90.0% accuracy [2025-12-31T20:35:18.866975] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 70.0% accuracy [2025-12-31T20:35:18.867046] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.867114] [DEBUG] [LOCAL ] Loaded configuration for SES: 1 features, 60.0% accuracy [2025-12-31T20:35:18.867173] [DEBUG] [LOCAL ] Loaded configuration for WMK: 4 features, 70.0% accuracy [2025-12-31T20:35:18.867240] [DEBUG] [LOCAL ] Loaded configuration for EXG: 3 features, 80.0% accuracy [2025-12-31T20:35:18.867299] [DEBUG] [LOCAL ] Loaded configuration for RAPP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.867366] [DEBUG] [LOCAL ] Loaded configuration for DENN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.867425] [DEBUG] [LOCAL ] Loaded configuration for RA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.867501] [DEBUG] [LOCAL ] Loaded configuration for MX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.867560] [DEBUG] [LOCAL ] Loaded configuration for UYLD: 1 features, 80.0% accuracy [2025-12-31T20:35:18.867637] [DEBUG] [LOCAL ] Loaded configuration for BBH: 3 features, 70.0% accuracy [2025-12-31T20:35:18.867696] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.867755] [DEBUG] [LOCAL ] Loaded configuration for GSHD: 1 features, 90.0% accuracy [2025-12-31T20:35:18.867821] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.867882] [DEBUG] [LOCAL ] Loaded configuration for YPF: 3 features, 70.0% accuracy [2025-12-31T20:35:18.868123] [DEBUG] [LOCAL ] Loaded configuration for IFF: 4 features, 70.0% accuracy [2025-12-31T20:35:18.868181] [DEBUG] [LOCAL ] Loaded configuration for PLBY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.868240] [DEBUG] [LOCAL ] Loaded configuration for RBBN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.868298] [DEBUG] [LOCAL ] Loaded configuration for ASYS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.868357] [DEBUG] [LOCAL ] Loaded configuration for EVO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.868424] [DEBUG] [LOCAL ] Loaded configuration for NA: 5 features, 80.0% accuracy [2025-12-31T20:35:18.868484] [DEBUG] [LOCAL ] Loaded configuration for FEM: 2 features, 70.0% accuracy [2025-12-31T20:35:18.868543] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.868619] [DEBUG] [LOCAL ] Loaded configuration for NAVI: 2 features, 100.0% accuracy [2025-12-31T20:35:18.868679] [DEBUG] [LOCAL ] Loaded configuration for EBS: 4 features, 70.0% accuracy [2025-12-31T20:35:18.868737] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 70.0% accuracy [2025-12-31T20:35:18.868796] [DEBUG] [LOCAL ] Loaded configuration for MRBK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.868854] [DEBUG] [LOCAL ] Loaded configuration for SLN: 4 features, 90.0% accuracy [2025-12-31T20:35:18.869064] [DEBUG] [LOCAL ] Loaded configuration for HLNE: 1 features, 50.0% accuracy [2025-12-31T20:35:18.869124] [DEBUG] [LOCAL ] Loaded configuration for HHH: 5 features, 70.0% accuracy [2025-12-31T20:35:18.869182] [DEBUG] [LOCAL ] Loaded configuration for VGSH: 5 features, 90.0% accuracy [2025-12-31T20:35:18.869253] [DEBUG] [LOCAL ] Loaded configuration for PGC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.869318] [DEBUG] [LOCAL ] Loaded configuration for BHRB: 3 features, 100.0% accuracy [2025-12-31T20:35:18.869378] [DEBUG] [LOCAL ] Loaded configuration for STIM: 1 features, 60.0% accuracy [2025-12-31T20:35:18.869444] [DEBUG] [LOCAL ] Loaded configuration for ELVA: 4 features, 90.0% accuracy [2025-12-31T20:35:18.869504] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 90.0% accuracy [2025-12-31T20:35:18.869599] [DEBUG] [LOCAL ] Loaded configuration for SRCE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.869663] [DEBUG] [LOCAL ] Loaded configuration for UMH: 2 features, 60.0% accuracy [2025-12-31T20:35:18.869723] [DEBUG] [LOCAL ] Loaded configuration for CAF: 4 features, 80.0% accuracy [2025-12-31T20:35:18.869786] [DEBUG] [LOCAL ] Loaded configuration for HTBK: 0 features, 80.0% accuracy [2025-12-31T20:35:18.869845] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.869904] [DEBUG] [LOCAL ] Loaded configuration for LFUS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.869963] [DEBUG] [LOCAL ] Loaded configuration for MCHX: 3 features, 60.0% accuracy [2025-12-31T20:35:18.870021] [DEBUG] [LOCAL ] Loaded configuration for WGO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.870089] [DEBUG] [LOCAL ] Loaded configuration for LFMD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.870148] [DEBUG] [LOCAL ] Loaded configuration for MIRM: 1 features, 70.0% accuracy [2025-12-31T20:35:18.870206] [DEBUG] [LOCAL ] Loaded configuration for PB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.870264] [DEBUG] [LOCAL ] Loaded configuration for VTSI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.870322] [DEBUG] [LOCAL ] Loaded configuration for SDA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.870380] [DEBUG] [LOCAL ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.870438] [DEBUG] [LOCAL ] Loaded configuration for VMI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.870496] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-12-31T20:35:18.870554] [DEBUG] [LOCAL ] Loaded configuration for ELME: 3 features, 90.0% accuracy [2025-12-31T20:35:18.870634] [DEBUG] [LOCAL ] Loaded configuration for PX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.870694] [DEBUG] [LOCAL ] Loaded configuration for CXDO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.870754] [DEBUG] [LOCAL ] Loaded configuration for BAP: 5 features, 90.0% accuracy [2025-12-31T20:35:18.870816] [DEBUG] [LOCAL ] Loaded configuration for VRE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.870874] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-12-31T20:35:18.871122] [DEBUG] [LOCAL ] Loaded configuration for DOX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.871181] [DEBUG] [LOCAL ] Loaded configuration for TITN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.871239] [DEBUG] [LOCAL ] Loaded configuration for ASTL: 3 features, 90.0% accuracy [2025-12-31T20:35:18.871298] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 2 features, 60.0% accuracy [2025-12-31T20:35:18.871357] [DEBUG] [LOCAL ] Loaded configuration for CASS: 5 features, 90.0% accuracy [2025-12-31T20:35:18.871416] [DEBUG] [LOCAL ] Loaded configuration for RELY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.871473] [DEBUG] [LOCAL ] Loaded configuration for VINP: 1 features, 80.0% accuracy [2025-12-31T20:35:18.871531] [DEBUG] [LOCAL ] Loaded configuration for RARE: 2 features, 90.0% accuracy [2025-12-31T20:35:18.871607] [DEBUG] [LOCAL ] Loaded configuration for FYX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.871667] [DEBUG] [LOCAL ] Loaded configuration for KBWD: 3 features, 90.0% accuracy [2025-12-31T20:35:18.871726] [DEBUG] [LOCAL ] Loaded configuration for FOXA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.871789] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 4 features, 80.0% accuracy [2025-12-31T20:35:18.871856] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 80.0% accuracy [2025-12-31T20:35:18.871917] [DEBUG] [LOCAL ] Loaded configuration for FULC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.871975] [DEBUG] [LOCAL ] Loaded configuration for PYPL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.872188] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-12-31T20:35:18.872248] [DEBUG] [LOCAL ] Loaded configuration for CHH: 1 features, 100.0% accuracy [2025-12-31T20:35:18.872307] [DEBUG] [LOCAL ] Loaded configuration for GRAB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.872373] [DEBUG] [LOCAL ] Loaded configuration for LNKB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.872433] [DEBUG] [LOCAL ] Loaded configuration for AVGX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.872491] [DEBUG] [LOCAL ] Loaded configuration for BCDA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.872558] [DEBUG] [LOCAL ] Loaded configuration for ACDC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.872649] [DEBUG] [LOCAL ] Loaded configuration for PDYN: 2 features, 100.0% accuracy [2025-12-31T20:35:18.872711] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.872776] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 2 features, 50.0% accuracy [2025-12-31T20:35:18.872835] [DEBUG] [LOCAL ] Loaded configuration for GLTO: 2 features, 90.0% accuracy [2025-12-31T20:35:18.872892] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.873144] [DEBUG] [LOCAL ] Loaded configuration for HYXF: 3 features, 90.0% accuracy [2025-12-31T20:35:18.873202] [DEBUG] [LOCAL ] Loaded configuration for NUTX: 0 features, 70.0% accuracy [2025-12-31T20:35:18.873259] [DEBUG] [LOCAL ] Loaded configuration for HII: 1 features, 60.0% accuracy [2025-12-31T20:35:18.873318] [DEBUG] [LOCAL ] Loaded configuration for ACI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.873375] [DEBUG] [LOCAL ] Loaded configuration for EXK: 1 features, 60.0% accuracy [2025-12-31T20:35:18.873433] [DEBUG] [LOCAL ] Loaded configuration for ELS: 3 features, 50.0% accuracy [2025-12-31T20:35:18.873491] [DEBUG] [LOCAL ] Loaded configuration for BUXX: 5 features, 100.0% accuracy [2025-12-31T20:35:18.873560] [DEBUG] [LOCAL ] Loaded configuration for CMI: 5 features, 90.0% accuracy [2025-12-31T20:35:18.873639] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.873698] [DEBUG] [LOCAL ] Loaded configuration for FLL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.873760] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 0 features, 90.0% accuracy [2025-12-31T20:35:18.873828] [DEBUG] [LOCAL ] Loaded configuration for UVSP: 3 features, 60.0% accuracy [2025-12-31T20:35:18.873887] [DEBUG] [LOCAL ] Loaded configuration for GSL: 1 features, 90.0% accuracy [2025-12-31T20:35:18.873945] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.874002] [DEBUG] [LOCAL ] Loaded configuration for AMSC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.874071] [DEBUG] [LOCAL ] Loaded configuration for UTMD: 3 features, 70.0% accuracy [2025-12-31T20:35:18.874130] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 70.0% accuracy [2025-12-31T20:35:18.874188] [DEBUG] [LOCAL ] Loaded configuration for NKX: 5 features, 80.0% accuracy [2025-12-31T20:35:18.874246] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-12-31T20:35:18.874305] [DEBUG] [LOCAL ] Loaded configuration for STVN: 3 features, 70.0% accuracy [2025-12-31T20:35:18.874363] [DEBUG] [LOCAL ] Loaded configuration for BMI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.874421] [DEBUG] [LOCAL ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy [2025-12-31T20:35:18.874504] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-12-31T20:35:18.874589] [DEBUG] [LOCAL ] Loaded configuration for ENVX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.874653] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-12-31T20:35:18.874711] [DEBUG] [LOCAL ] Loaded configuration for BCRX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.874780] [DEBUG] [LOCAL ] Loaded configuration for PY: 1 features, 70.0% accuracy [2025-12-31T20:35:18.874840] [DEBUG] [LOCAL ] Loaded configuration for PSHG: 2 features, 80.0% accuracy [2025-12-31T20:35:18.874898] [DEBUG] [LOCAL ] Loaded configuration for LANDO: 0 features, 80.0% accuracy [2025-12-31T20:35:18.874966] [DEBUG] [LOCAL ] Loaded configuration for NMRK: 3 features, 80.0% accuracy [2025-12-31T20:35:18.875027] [DEBUG] [LOCAL ] Loaded configuration for MBCN: 3 features, 80.0% accuracy [2025-12-31T20:35:18.875087] [DEBUG] [LOCAL ] Loaded configuration for GSBC: 6 features, 90.0% accuracy [2025-12-31T20:35:18.875146] [DEBUG] [LOCAL ] Loaded configuration for CAKE: 3 features, 70.0% accuracy [2025-12-31T20:35:18.875205] [DEBUG] [LOCAL ] Loaded configuration for ACXP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.875263] [DEBUG] [LOCAL ] Loaded configuration for FTHI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.875329] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-12-31T20:35:18.875386] [DEBUG] [LOCAL ] Loaded configuration for RNP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.875443] [DEBUG] [LOCAL ] Loaded configuration for GEHC: 0 features, 80.0% accuracy [2025-12-31T20:35:18.875501] [DEBUG] [LOCAL ] Loaded configuration for VFLO: 4 features, 70.0% accuracy [2025-12-31T20:35:18.875562] [DEBUG] [LOCAL ] Loaded configuration for IBTK: 3 features, 70.0% accuracy [2025-12-31T20:35:18.875648] [DEBUG] [LOCAL ] Loaded configuration for OSS: 3 features, 100.0% accuracy [2025-12-31T20:35:18.875724] [DEBUG] [LOCAL ] Loaded configuration for WVE: 5 features, 60.0% accuracy [2025-12-31T20:35:18.875786] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 100.0% accuracy [2025-12-31T20:35:18.875845] [DEBUG] [LOCAL ] Loaded configuration for AVK: 5 features, 90.0% accuracy [2025-12-31T20:35:18.875905] [DEBUG] [LOCAL ] Loaded configuration for CFG: 4 features, 100.0% accuracy [2025-12-31T20:35:18.875963] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.876032] [DEBUG] [LOCAL ] Loaded configuration for TDS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.876092] [DEBUG] [LOCAL ] Loaded configuration for BDSX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.876151] [DEBUG] [LOCAL ] Loaded configuration for FTC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.876210] [DEBUG] [LOCAL ] Loaded configuration for ALVO: 5 features, 90.0% accuracy [2025-12-31T20:35:18.876269] [DEBUG] [LOCAL ] Loaded configuration for OSPN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.876329] [DEBUG] [LOCAL ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy [2025-12-31T20:35:18.876387] [DEBUG] [LOCAL ] Loaded configuration for DUOL: 2 features, 60.0% accuracy [2025-12-31T20:35:18.876459] [DEBUG] [LOCAL ] Loaded configuration for REBN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.876519] [DEBUG] [LOCAL ] Loaded configuration for TARA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.876599] [DEBUG] [LOCAL ] Loaded configuration for CABA: 3 features, 70.0% accuracy [2025-12-31T20:35:18.876661] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.876720] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.876787] [DEBUG] [LOCAL ] Loaded configuration for STAA: 1 features, 60.0% accuracy [2025-12-31T20:35:18.876847] [DEBUG] [LOCAL ] Loaded configuration for DMO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.876914] [DEBUG] [LOCAL ] Loaded configuration for CINF: 3 features, 80.0% accuracy [2025-12-31T20:35:18.876973] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 3 features, 80.0% accuracy [2025-12-31T20:35:18.877030] [DEBUG] [LOCAL ] Loaded configuration for EDF: 3 features, 100.0% accuracy [2025-12-31T20:35:18.877087] [DEBUG] [LOCAL ] Loaded configuration for ACN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.877145] [DEBUG] [LOCAL ] Loaded configuration for OKTA: 1 features, 80.0% accuracy [2025-12-31T20:35:18.877211] [DEBUG] [LOCAL ] Loaded configuration for CRI: 0 features, 70.0% accuracy [2025-12-31T20:35:18.877271] [DEBUG] [LOCAL ] Loaded configuration for GRPN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.877520] [DEBUG] [LOCAL ] Loaded configuration for BKNG: 3 features, 70.0% accuracy [2025-12-31T20:35:18.877596] [DEBUG] [LOCAL ] Loaded configuration for GEN: 1 features, 90.0% accuracy [2025-12-31T20:35:18.877660] [DEBUG] [LOCAL ] Loaded configuration for SATS: 7 features, 90.0% accuracy [2025-12-31T20:35:18.877718] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 3 features, 60.0% accuracy [2025-12-31T20:35:18.877787] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 6 features, 90.0% accuracy [2025-12-31T20:35:18.877848] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 1 features, 80.0% accuracy [2025-12-31T20:35:18.877914] [DEBUG] [LOCAL ] Loaded configuration for PRN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.877978] [DEBUG] [LOCAL ] Loaded configuration for SMID: 2 features, 60.0% accuracy [2025-12-31T20:35:18.878037] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 2 features, 70.0% accuracy [2025-12-31T20:35:18.878097] [DEBUG] [LOCAL ] Loaded configuration for THRM: 3 features, 90.0% accuracy [2025-12-31T20:35:18.878307] [DEBUG] [LOCAL ] Loaded configuration for BSCS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.878366] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.878433] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 90.0% accuracy [2025-12-31T20:35:18.878493] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-12-31T20:35:18.878551] [DEBUG] [LOCAL ] Loaded configuration for INAB: 2 features, 80.0% accuracy [2025-12-31T20:35:18.878637] [DEBUG] [LOCAL ] Loaded configuration for HYLS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.878699] [DEBUG] [LOCAL ] Loaded configuration for OESX: 2 features, 50.0% accuracy [2025-12-31T20:35:18.878757] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 60.0% accuracy [2025-12-31T20:35:18.878815] [DEBUG] [LOCAL ] Loaded configuration for JEF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.879066] [DEBUG] [LOCAL ] Loaded configuration for ASO: 3 features, 100.0% accuracy [2025-12-31T20:35:18.879125] [DEBUG] [LOCAL ] Loaded configuration for NECB: 2 features, 70.0% accuracy [2025-12-31T20:35:18.879183] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-12-31T20:35:18.879267] [DEBUG] [LOCAL ] Loaded configuration for EVAX: 2 features, 90.0% accuracy [2025-12-31T20:35:18.879331] [DEBUG] [LOCAL ] Loaded configuration for PUK: 5 features, 90.0% accuracy [2025-12-31T20:35:18.879389] [DEBUG] [LOCAL ] Loaded configuration for XPO: 3 features, 60.0% accuracy [2025-12-31T20:35:18.879457] [DEBUG] [LOCAL ] Loaded configuration for MVF: 2 features, 70.0% accuracy [2025-12-31T20:35:18.879535] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 3 features, 90.0% accuracy [2025-12-31T20:35:18.879613] [DEBUG] [LOCAL ] Loaded configuration for BAND: 3 features, 80.0% accuracy [2025-12-31T20:35:18.879673] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 2 features, 70.0% accuracy [2025-12-31T20:35:18.879732] [DEBUG] [LOCAL ] Loaded configuration for VNDA: 3 features, 80.0% accuracy [2025-12-31T20:35:18.879790] [DEBUG] [LOCAL ] Loaded configuration for CNXN: 4 features, 60.0% accuracy [2025-12-31T20:35:18.879847] [DEBUG] [LOCAL ] Loaded configuration for ITRN: 2 features, 90.0% accuracy [2025-12-31T20:35:18.879905] [DEBUG] [LOCAL ] Loaded configuration for WEYS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.879962] [DEBUG] [LOCAL ] Loaded configuration for AZTA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.880029] [DEBUG] [LOCAL ] Loaded configuration for CCOI: 4 features, 70.0% accuracy [2025-12-31T20:35:18.880088] [DEBUG] [LOCAL ] Loaded configuration for RCS: 3 features, 90.0% accuracy [2025-12-31T20:35:18.880144] [DEBUG] [LOCAL ] Loaded configuration for SXI: 1 features, 70.0% accuracy [2025-12-31T20:35:18.880201] [DEBUG] [LOCAL ] Loaded configuration for GXAI: 0 features, 80.0% accuracy [2025-12-31T20:35:18.880268] [DEBUG] [LOCAL ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.880335] [DEBUG] [LOCAL ] Loaded configuration for HERO: 4 features, 90.0% accuracy [2025-12-31T20:35:18.880395] [DEBUG] [LOCAL ] Loaded configuration for AEP: 1 features, 60.0% accuracy [2025-12-31T20:35:18.880462] [DEBUG] [LOCAL ] Loaded configuration for DRI: 4 features, 60.0% accuracy [2025-12-31T20:35:18.880523] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.880598] [DEBUG] [LOCAL ] Loaded configuration for RUNN: 1 features, 80.0% accuracy [2025-12-31T20:35:18.880666] [DEBUG] [LOCAL ] Loaded configuration for AIA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.880725] [DEBUG] [LOCAL ] Loaded configuration for KNX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.880783] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 1 features, 70.0% accuracy [2025-12-31T20:35:18.880840] [DEBUG] [LOCAL ] Loaded configuration for QSI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.880897] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-12-31T20:35:18.880953] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-12-31T20:35:18.881011] [DEBUG] [LOCAL ] Loaded configuration for FCX: 4 features, 90.0% accuracy [2025-12-31T20:35:18.881082] [DEBUG] [LOCAL ] Loaded configuration for BATRK: 1 features, 60.0% accuracy [2025-12-31T20:35:18.881148] [DEBUG] [LOCAL ] Loaded configuration for MLI: 4 features, 80.0% accuracy [2025-12-31T20:35:18.881207] [DEBUG] [LOCAL ] Loaded configuration for RPRX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.881264] [DEBUG] [LOCAL ] Loaded configuration for UROY: 5 features, 60.0% accuracy [2025-12-31T20:35:18.881330] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 70.0% accuracy [2025-12-31T20:35:18.881401] [DEBUG] [LOCAL ] Loaded configuration for CCEP: 4 features, 70.0% accuracy [2025-12-31T20:35:18.881466] [DEBUG] [LOCAL ] Loaded configuration for IBTI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.881525] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.881605] [DEBUG] [LOCAL ] Loaded configuration for IMNN: 4 features, 100.0% accuracy [2025-12-31T20:35:18.881666] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy [2025-12-31T20:35:18.881724] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-12-31T20:35:18.881787] [DEBUG] [LOCAL ] Loaded configuration for CCL: 1 features, 100.0% accuracy [2025-12-31T20:35:18.881846] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-12-31T20:35:18.881904] [DEBUG] [LOCAL ] Loaded configuration for UMMA: 2 features, 80.0% accuracy [2025-12-31T20:35:18.881962] [DEBUG] [LOCAL ] Loaded configuration for ALL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.882021] [DEBUG] [LOCAL ] Loaded configuration for XOMA: 2 features, 90.0% accuracy [2025-12-31T20:35:18.882079] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.882137] [DEBUG] [LOCAL ] Loaded configuration for HEPS: 3 features, 80.0% accuracy [2025-12-31T20:35:18.882196] [DEBUG] [LOCAL ] Loaded configuration for WH: 5 features, 90.0% accuracy [2025-12-31T20:35:18.882255] [DEBUG] [LOCAL ] Loaded configuration for SFL: 4 features, 70.0% accuracy [2025-12-31T20:35:18.882313] [DEBUG] [LOCAL ] Loaded configuration for TKNO: 1 features, 60.0% accuracy [2025-12-31T20:35:18.882382] [DEBUG] [LOCAL ] Loaded configuration for PEPG: 2 features, 60.0% accuracy [2025-12-31T20:35:18.882442] [DEBUG] [LOCAL ] Loaded configuration for TTMI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.882500] [DEBUG] [LOCAL ] Loaded configuration for FPH: 2 features, 80.0% accuracy [2025-12-31T20:35:18.882558] [DEBUG] [LOCAL ] Loaded configuration for QRHC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.882636] [DEBUG] [LOCAL ] Loaded configuration for SYF: 1 features, 80.0% accuracy [2025-12-31T20:35:18.882706] [DEBUG] [LOCAL ] Loaded configuration for DLHC: 3 features, 70.0% accuracy [2025-12-31T20:35:18.882771] [DEBUG] [LOCAL ] Loaded configuration for TOYO: 2 features, 80.0% accuracy [2025-12-31T20:35:18.882829] [DEBUG] [LOCAL ] Loaded configuration for OWL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.882889] [DEBUG] [LOCAL ] Loaded configuration for CZWI: 4 features, 90.0% accuracy [2025-12-31T20:35:18.882956] [DEBUG] [LOCAL ] Loaded configuration for FCEL: 3 features, 60.0% accuracy [2025-12-31T20:35:18.883024] [DEBUG] [LOCAL ] Loaded configuration for CMC: 1 features, 70.0% accuracy [2025-12-31T20:35:18.883090] [DEBUG] [LOCAL ] Loaded configuration for TYRA: 1 features, 70.0% accuracy [2025-12-31T20:35:18.883149] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 80.0% accuracy [2025-12-31T20:35:18.883207] [DEBUG] [LOCAL ] Loaded configuration for CTS: 4 features, 90.0% accuracy [2025-12-31T20:35:18.883266] [DEBUG] [LOCAL ] Loaded configuration for CULP: 1 features, 70.0% accuracy [2025-12-31T20:35:18.883324] [DEBUG] [LOCAL ] Loaded configuration for WMG: 4 features, 80.0% accuracy [2025-12-31T20:35:18.883382] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.883439] [DEBUG] [LOCAL ] Loaded configuration for INBX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.883499] [DEBUG] [LOCAL ] Loaded configuration for PGP: 3 features, 70.0% accuracy [2025-12-31T20:35:18.883556] [DEBUG] [LOCAL ] Loaded configuration for STTK: 0 features, 90.0% accuracy [2025-12-31T20:35:18.883636] [DEBUG] [LOCAL ] Loaded configuration for OIS: 3 features, 60.0% accuracy [2025-12-31T20:35:18.883696] [DEBUG] [LOCAL ] Loaded configuration for PPC: 2 features, 70.0% accuracy [2025-12-31T20:35:18.883754] [DEBUG] [LOCAL ] Loaded configuration for BOX: 1 features, 70.0% accuracy [2025-12-31T20:35:18.883817] [DEBUG] [LOCAL ] Loaded configuration for VCEL: 1 features, 70.0% accuracy [2025-12-31T20:35:18.883875] [DEBUG] [LOCAL ] Loaded configuration for ARTL: 4 features, 80.0% accuracy [2025-12-31T20:35:18.883952] [DEBUG] [LOCAL ] Loaded configuration for ABNB: 3 features, 70.0% accuracy [2025-12-31T20:35:18.884184] [DEBUG] [LOCAL ] Loaded configuration for NCMI: 3 features, 70.0% accuracy [2025-12-31T20:35:18.884245] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 90.0% accuracy [2025-12-31T20:35:18.884304] [DEBUG] [LOCAL ] Loaded configuration for MGNX: 0 features, 80.0% accuracy [2025-12-31T20:35:18.884362] [DEBUG] [LOCAL ] Loaded configuration for VLY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.884421] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 1 features, 70.0% accuracy [2025-12-31T20:35:18.884488] [DEBUG] [LOCAL ] Loaded configuration for NWG: 0 features, 70.0% accuracy [2025-12-31T20:35:18.884547] [DEBUG] [LOCAL ] Loaded configuration for AOHY: 1 features, 80.0% accuracy [2025-12-31T20:35:18.884626] [DEBUG] [LOCAL ] Loaded configuration for CRSP: 4 features, 60.0% accuracy [2025-12-31T20:35:18.884690] [DEBUG] [LOCAL ] Loaded configuration for PGY: 1 features, 60.0% accuracy [2025-12-31T20:35:18.884756] [DEBUG] [LOCAL ] Loaded configuration for LPCN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.884816] [DEBUG] [LOCAL ] Loaded configuration for RIGL: 3 features, 60.0% accuracy [2025-12-31T20:35:18.884874] [DEBUG] [LOCAL ] Loaded configuration for CHRS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.884931] [DEBUG] [LOCAL ] Loaded configuration for SRRK: 0 features, 60.0% accuracy [2025-12-31T20:35:18.884989] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 1 features, 60.0% accuracy [2025-12-31T20:35:18.885046] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-12-31T20:35:18.885103] [DEBUG] [LOCAL ] Loaded configuration for BDRX: 3 features, 70.0% accuracy [2025-12-31T20:35:18.885159] [DEBUG] [LOCAL ] Loaded configuration for APA: 4 features, 80.0% accuracy [2025-12-31T20:35:18.885225] [DEBUG] [LOCAL ] Loaded configuration for SCSC: 2 features, 100.0% accuracy [2025-12-31T20:35:18.885285] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 2 features, 70.0% accuracy [2025-12-31T20:35:18.885352] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 3 features, 80.0% accuracy [2025-12-31T20:35:18.885419] [DEBUG] [LOCAL ] Loaded configuration for IDYA: 3 features, 50.0% accuracy [2025-12-31T20:35:18.885479] [DEBUG] [LOCAL ] Loaded configuration for PRVA: 1 features, 90.0% accuracy [2025-12-31T20:35:18.885554] [DEBUG] [LOCAL ] Loaded configuration for MBLY: 2 features, 60.0% accuracy [2025-12-31T20:35:18.885633] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 70.0% accuracy [2025-12-31T20:35:18.885701] [DEBUG] [LOCAL ] Loaded configuration for CUK: 4 features, 80.0% accuracy [2025-12-31T20:35:18.885760] [DEBUG] [LOCAL ] Loaded configuration for RFL: 4 features, 70.0% accuracy [2025-12-31T20:35:18.885817] [DEBUG] [LOCAL ] Loaded configuration for PLRX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.885884] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 70.0% accuracy [2025-12-31T20:35:18.885944] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 2 features, 90.0% accuracy [2025-12-31T20:35:18.886155] [DEBUG] [LOCAL ] Loaded configuration for VERI: 2 features, 50.0% accuracy [2025-12-31T20:35:18.886211] [DEBUG] [LOCAL ] Loaded configuration for FIBK: 1 features, 90.0% accuracy [2025-12-31T20:35:18.886271] [DEBUG] [LOCAL ] Loaded configuration for VAL: 2 features, 80.0% accuracy [2025-12-31T20:35:18.886328] [DEBUG] [LOCAL ] Loaded configuration for LAND: 3 features, 60.0% accuracy [2025-12-31T20:35:18.886384] [DEBUG] [LOCAL ] Loaded configuration for MNDY: 2 features, 70.0% accuracy [2025-12-31T20:35:18.886442] [DEBUG] [LOCAL ] Loaded configuration for AKAM: 2 features, 80.0% accuracy [2025-12-31T20:35:18.886507] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-12-31T20:35:18.886567] [DEBUG] [LOCAL ] Loaded configuration for NREF: 0 features, 60.0% accuracy [2025-12-31T20:35:18.886658] [DEBUG] [LOCAL ] Loaded configuration for ICMB: 4 features, 80.0% accuracy [2025-12-31T20:35:18.886723] [DEBUG] [LOCAL ] Loaded configuration for XYF: 5 features, 70.0% accuracy [2025-12-31T20:35:18.886807] [DEBUG] [LOCAL ] Loaded configuration for OZEM: 1 features, 80.0% accuracy [2025-12-31T20:35:18.886880] [DEBUG] [LOCAL ] Loaded configuration for SNDL: 5 features, 80.0% accuracy [2025-12-31T20:35:18.886938] [DEBUG] [LOCAL ] Loaded configuration for MLTX: 1 features, 80.0% accuracy [2025-12-31T20:35:18.886995] [DEBUG] [LOCAL ] Loaded configuration for DOMO: 4 features, 90.0% accuracy [2025-12-31T20:35:18.887197] [DEBUG] [LOCAL ] Loaded configuration for ALTY: 2 features, 80.0% accuracy [2025-12-31T20:35:18.887256] [DEBUG] [LOCAL ] Loaded configuration for NMI: 3 features, 80.0% accuracy [2025-12-31T20:35:18.887321] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.887380] [DEBUG] [LOCAL ] Loaded configuration for LEGH: 2 features, 60.0% accuracy [2025-12-31T20:35:18.887454] [DEBUG] [LOCAL ] Loaded configuration for MLKN: 1 features, 60.0% accuracy [2025-12-31T20:35:18.887541] [DEBUG] [LOCAL ] Loaded configuration for DFGP: 3 features, 80.0% accuracy [2025-12-31T20:35:18.887631] [DEBUG] [LOCAL ] Loaded configuration for RF: 5 features, 90.0% accuracy [2025-12-31T20:35:18.887694] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-12-31T20:35:18.887752] [DEBUG] [LOCAL ] Loaded configuration for ELWS: 1 features, 60.0% accuracy [2025-12-31T20:35:18.887811] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 3 features, 60.0% accuracy [2025-12-31T20:35:18.887870] [DEBUG] [LOCAL ] Loaded configuration for QUIK: 4 features, 80.0% accuracy [2025-12-31T20:35:18.888120] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-12-31T20:35:18.888181] [DEBUG] [LOCAL ] Loaded configuration for WBD: 3 features, 60.0% accuracy [2025-12-31T20:35:18.888240] [DEBUG] [LOCAL ] Loaded configuration for TIGO: 0 features, 80.0% accuracy [2025-12-31T20:35:18.888299] [DEBUG] [LOCAL ] Loaded configuration for LPX: 3 features, 80.0% accuracy [2025-12-31T20:35:18.888358] [DEBUG] [LOCAL ] Loaded configuration for OCFC: 5 features, 90.0% accuracy [2025-12-31T20:35:18.888417] [DEBUG] [LOCAL ] Loaded configuration for TGTX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.888483] [DEBUG] [LOCAL ] Loaded configuration for CVCO: 3 features, 70.0% accuracy [2025-12-31T20:35:18.888543] [DEBUG] [LOCAL ] Loaded configuration for RCEL: 4 features, 60.0% accuracy [2025-12-31T20:35:18.888619] [DEBUG] [LOCAL ] Loaded configuration for SLS: 1 features, 70.0% accuracy [2025-12-31T20:35:18.888679] [DEBUG] [LOCAL ] Loaded configuration for CURI: 2 features, 60.0% accuracy [2025-12-31T20:35:18.888747] [DEBUG] [LOCAL ] Loaded configuration for HON: 3 features, 70.0% accuracy [2025-12-31T20:35:18.888807] [DEBUG] [LOCAL ] Loaded configuration for COIN: 0 features, 70.0% accuracy [2025-12-31T20:35:18.888866] [DEBUG] [LOCAL ] Loaded configuration for CRWS: 6 features, 60.0% accuracy [2025-12-31T20:35:18.888925] [DEBUG] [LOCAL ] Loaded configuration for CSPI: 2 features, 80.0% accuracy [2025-12-31T20:35:18.888983] [DEBUG] [LOCAL ] Loaded configuration for ATEX: 2 features, 80.0% accuracy [2025-12-31T20:35:18.889041] [DEBUG] [LOCAL ] Loaded configuration for VRDN: 5 features, 80.0% accuracy [2025-12-31T20:35:18.889117] [DEBUG] [LOCAL ] Loaded configuration for EFX: 2 features, 70.0% accuracy [2025-12-31T20:35:18.889178] [DEBUG] [LOCAL ] Loaded configuration for EXEL: 3 features, 80.0% accuracy [2025-12-31T20:35:18.889267] [DEBUG] [LOCAL ] Loaded configuration for REAX: 3 features, 90.0% accuracy [2025-12-31T20:35:18.889334] [DEBUG] [LOCAL ] Loaded configuration for LANDP: 3 features, 60.0% accuracy [2025-12-31T20:35:18.889394] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-12-31T20:35:18.889463] [DEBUG] [LOCAL ] Loaded configuration for MCO: 3 features, 90.0% accuracy [2025-12-31T20:35:18.889523] [DEBUG] [LOCAL ] Loaded configuration for CODI: 0 features, 60.0% accuracy [2025-12-31T20:35:18.889600] [DEBUG] [LOCAL ] Loaded configuration for LEN: 6 features, 100.0% accuracy [2025-12-31T20:35:18.889664] [DEBUG] [LOCAL ] Loaded configuration for MKTX: 4 features, 80.0% accuracy [2025-12-31T20:35:18.889729] [DEBUG] [LOCAL ] Loaded configuration for CIO: 2 features, 60.0% accuracy [2025-12-31T20:35:18.889801] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 1 features, 80.0% accuracy [2025-12-31T20:35:18.889874] [DEBUG] [LOCAL ] Loaded configuration for CRS: 1 features, 80.0% accuracy [2025-12-31T20:35:18.889934] [DEBUG] [LOCAL ] Loaded configuration for EFC: 1 features, 90.0% accuracy [2025-12-31T20:35:18.889992] [DEBUG] [LOCAL ] Loaded configuration for WLFC: 3 features, 60.0% accuracy [2025-12-31T20:35:18.890239] [DEBUG] [LOCAL ] Loaded configuration for NN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.890308] [DEBUG] [LOCAL ] Loaded configuration for HOPE: 1 features, 70.0% accuracy [2025-12-31T20:35:18.890367] [DEBUG] [LOCAL ] Loaded configuration for EAI: 2 features, 70.0% accuracy [2025-12-31T20:35:18.890434] [DEBUG] [LOCAL ] Loaded configuration for OPP: 5 features, 90.0% accuracy [2025-12-31T20:35:18.890495] [DEBUG] [LOCAL ] Loaded configuration for GBDC: 3 features, 90.0% accuracy [2025-12-31T20:35:18.890553] [DEBUG] [LOCAL ] Loaded configuration for ELVN: 2 features, 80.0% accuracy [2025-12-31T20:35:18.892865] [INFO ] [LOCAL ] Saved consolidated report: 3534 forecasts -> ./output/forecasts/full/2026-01-02.txt [2025-12-31T20:35:18.892913] [INFO ] [sig ] [56/56] Successfully generated report for 2026-01-02: 3534 entries [2025-12-31T20:35:18.892944] [INFO ] [sig ] ================================================== [2025-12-31T20:35:18.893168] [INFO ] [sig ] Report generation complete: 56/56 reports succeeded [2025-12-31T20:35:19.863899] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-12-31T20:35:19.864094] [INFO ] [sig ] Email notification sent [2025-12-31T20:35:19.865239] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-12-31T20:35:19.865645] [INFO ] [STATE ] Last completion updated: 2025-12-31T20:35:19.865383